A Begginers Guide To Scientific Method
User Manual:
Open the PDF directly: View PDF .
Page Count: 153
Download | |
Open PDF In Browser | View PDF |
A Beginner's Guide to Scientific Method A Beginner's Guide to Scientific Method Third E d ition STEPHE N S . CAREY Portland Community College ;•', WADSWORTH ,., CENGAGE Learning· Australla•Brazii•Japan•Korea•M�xlco•Singapore•Spaln•UnltedKingdom•UnitedStates �·1.; '"" WADSWORTH CENGAGE learning- A Beginner's Guide to © 2004 Wadsworth, Cengage Learning Edition ALL RIGHTS RESERVED. No part of this work covered by the copyright herein may be repro duced, transmitted, stored, or used in any form or by any means graphic, electronic, or mechanical, including but not limited to photocopying, record ing, scanning, digitizing, taping, Web distribution, information networks, or information storage and retrieval systems, except as permitted under Sec tion 107 or 108 of the 1976 United States Copy right Act, without the prior written permission of the publisher Sclentfflc Method, Third Stephen S. Carey Publisher: Holly J. Allen Acquisition Editor: Steve Wainwright Assistant Editor: lee McCracken Editorial Assistant: Anna Lustig Marketing Manager: Worth Hawes Print/Media Buyer: Doreen Suruki Permissions Editor: Sarah Harkrader Production Service: Shepherd, Inc. Copy Editor: Judith Cartisano Cover Designer: Belinda Fernandez Compositor: Shepherd, Inc. For product information and technology assistance, contact us at & 1-800-354-9706 Cengage Learning Customer Sales Support, For permission to use material from this text or product, submit all requests online at www.cengage.com/pennissions Further permissions questions can be emailed to permissionrequest@cengage.com Library of Congress Control Number: 2002116952 ISBN-13: 978-0-534-58450-4 ISBN-10: 0-534-58450-0 Wadsworth 10 Davis Drive Belmont, CA 94002-3098 USA Cengage learning is a leading provider of customized learning solutions with office locations around the globe, including Singapore, the United Kingdom, Australia, Mexico, Brazil, and Japan. locate your local office at' internatlonal.cengage.comlreglon Cengage Learning products are represented in Canada by Nelson Education, Ltd. For your course and learning solutions, visit academic.cengage.com Purchase any of our products at your local college store or at our preferred online store Printed in Canada 5 6 7 8 9 10 II 10 09 08 www.ichapters.com Contents PREFACE VIII ONE SCIENCE JustWhat Is Science? AskingWhy 2 Scientific Method 3 The Consequences of Science Scientific Method in Daily Life Things to Come Exercises TWO 7 7 OBSERVATION Making Accurate Observations Anomalous Phenomena 14 Observation and Anomalous Phenomena 17 vi CONTENTS The Burden of Proof Summary Exercises THREE 19 21 22 PROPOSING EXPLANATIONS Explanation Causes 30 Correlation 31. Causal Mechanisms 35 Underlying Processes Laws 26 26 36 37 Function 38 T he Interdependence of Explanatory Methods Rival Explanations and Ockham's Razor Explanation and Description Summary Exercises FOUR 43 44 44 TESTING EXPLANATIONS The Basic Method How to Test an Explanation Testing Extraordinary Claims Summary FIVE 52 52 53 How Not to Test an Explanation Exercises 41 59 60 64 64 ESTABLISHING CAUSAL LINKS Causal Studies 70 Limited Effect Levels 71 Multiple Causal Factors Bias and Expectation Types of Causal Study 80 82 83 70 40 CONTENTS Reading Between the Lines Summary Exercises SIX vii 89 91 92 FALLACIES IN THE NAME OF SCIENCE What Is a Fallacy? False Anomalies 107 109 Questionable Arguments by Elimination Illicit Causal Inferences Unsupported Analogies and Similarities Untestable Explanations Redundant Predictions Ad Hoc Rescues 116 117 119 The Limits of Scientific Explanation Exercises 125 126 FURTHER READING INDEX 139 113 115 Science and Pseudoscience Summary 111 111 137 124 107 Preface his book is written for the student who has little or no background in T the sci �nces. Its aim is to provide a brief nontechnical introduction to � the basiC methods underlying all good scientific research. Though I use this book as the main text in a college level critical thinking course about sci ence and scientific method, it could easily be used as a supplement in any course in which students are required to have some basic understanding of how science is done. Some will object to the very idea of a basic method underlying all the sci ences, on the ground that there is probably nothing common to all good sci ence other than being judged good science. While there is certainly something to this objection, I think there are a few basic procedures to which instances of good scientific research must adhere. If anything deserves to be called the scientific method, it is the simple but profoundly fundamental process wherein new ideas are put to the test-everything from the most rarefied and grand theoretical constructs to the claims of the experimenter to have discovered some new fact about the natural world. Scientific method rests on the notion that every idea about the workings of nature has consequences and that these consequences provide a basis for testing the idea in question. How this insight is worked out in the world of science is really all this book is about. No doubt, much good science is one step removed from the proposing and testing of new ideas and this is the "something" to the objection above. But whenever science attempts to understand how or why things happen as they do, a basic, underlying methodology generally emerges viii j_ PREFACE ix This is not to say that there is a step-by-step recipe which, if followed, will invariably lead to a greater understanding of nature. If I have succeeded at only one thing, I hope it is at showing the tentativeness v.rith which scientific results are issued and the utter openness to revision that is essential to good science. An essential part of an introduction to anything is an account of what it is not. Hence, roughly a third of the text, in parts of Chapter 2 and 4 and espe cially in Chapter 6, is about the antithesis of good science-bogus or pseudo science. Inclusion of material on how not to do science is all the more impor tant since, for the general student, much of the presumed "science" to which he or she will be exposed v.rill be in the form of the rather extravagant claims of the pseudoscientist. To confirm this, one need only turn to the astrology column of any major newspaper or turn on one of the many television pro grams that purport to provide an objective investigation of the paranormal. You will find interspersed at strategic points, what I call quick reviews-brief sununaries of material from chapter subse-ctions. Their purpose is to provide the text with some breathing room but also to encourage the student to stop and reflect on what they have read when they have completed an important topic. EXERCIS E S Students generally learn b y doing, not by talking about doing. Thus, every important idea in the text is an idea with which the student is asked to grap ple in solving the chapter exercises. Each chapter ends with a lengthy set of exercises; they are the part of the book of which I am most proud and for which I can claim some originality. I have tried to write exercises that are chal lenging and fun to think about, require no special expertise, and yet illustrate the extent to which scientific problem solving requires a great deal of creativ ity. Many of the exercises come not from the world of official science but from ordinary life. This illustrates a theme with which the book opens: Much of what is involved in attempting to do science is thoroughgoing, hardworking common sense, the very best instrument in solving many of the problems of our day-to-day lives. Many of the exercises are written in a manner that requires the student to work with a number of key ideas all at once. At the end of Chapter 4, for example, the student is asked to solve problems involving all of the ideas dis cussed in the chapter and a few from earlier chapters as well. The exercises in Chapter 6 rely on ideas from throughout the book. My preference is to intro duce students straightaway to the fact that most interesting problems involve a complex of problematic issues, and that problem solving begins with two essential steps: (1) getting a good overall sense of the problem or problems, and (2) only then beginning to break its solution down into a series of discrete bits of critical work. Exercises in Chapter 4 and Chapter 5 require the student to design some sort of experiment. I have found these exercises particularly useful in encour- PREFACE aging students to think both creatively and critically. I assign different problems to small groups of students as homework to be done as a group. The home work results of each group are then exchanged with another group who must criticize the design submitted by the first group. In class, designers and criti cizers meet and refine each of the two experiments on which they have been working. My role in the process is largely to keep the troops calm and to medi ate any potentially explosive disputes N E W TO T H E T H IR D E D I T I O N New to the thtrd edition i s a chapter devoted to observation-chapter 2. The material on explanations has been divided between two shorter chapters, and extraordinary claims are now covered in Chapter 2 and Chapter 4 rather than in a chapter of their own. The chapter on fallacious applications of scientific method-now Chapter 6-has been reorganized and simplified. Several other minor changes will, I hope, make the ideas presented more accessible to stu dents. A more explicit definition of science and of scientific method is given in Chapter 1, and the latter now provides the basis for the order in which major ideas are covered in the ensuing chapters: observing, proposing, and testing new explanations. The material on designing decisive experimental tests in Chapter 4 is simplified; much of the jargon of older editions is gone, and the very idea of a good test is discussed in something close to ordinary language. Every exercise set has been refined and all contain at least a few new prob lems. New exercise sets have been added in Chapter 2 and Chapter 5. A few exercise sets have been shortened to keep the overall number of exercises about the same as in earlier editions. ACKNOWLEDGMENTS Having taken much credit for some innovation in the writing o f the chapter exercises, I can claim, on the other hand, little originality for much of the expository material, particularly in the first three chapters of this book. The case study at the center of Chapter 1 will reveal, to those familiar with the phi losophy of science, my indebtedness to the work of Carl Hempel, particularly his classic introductory text, Philosophy of Natural Sdence. The central approach and organization of Chapter 5 owes much to Ronald Giere's excellent text, Understanding Sdentific Reasoning. I have also had the good fortune to receive the advice of several readers of earlier versions of my manuscript, including Davis Baird, University of South Carolina; Stanley Baronett and Todd Jones, University of Nevada, Las Vegas; Brad Dowden, California State University, Sacramento; Jim Kalat, North Carolina State University; and Bonnie Paller, California State University, Northridge. Special thanks to the reviewers of the PREFACE xi first, second, and third editions, David Conway, University of Missouri, St. Louis; George Gale, University of Missouri, Kansas City; Judy Obaza, King's College; June Ross, Western Washington University; LaVonne Batalden, Colby Sawyer College; Blinda E. McClelland, University of Texas at Austin; Benjamin B. Steele, Colby-Sawyer College; and Jayne Tristan, University of North Car olina. Nearly every change in the second and third edition was motivated by their advice and suggestions. One final note. Though my field is philosophy, you will find conspicuously missing any emphasis on central topics in the philosophy of science. There is, for example, no explicit discussion of the hypothetical-deductive method, of the covering law model of explanation, nor of their attendant difficulties, of the rather more notorious problems in the theory of confirmation, nor of the infighting between realists and antirealists. My hunch (which is considerably beneath a firm belief) is that an introduction to anything should avoid philo sophical contemplation about the foundations of that thing, lest it lose focus, if not its course, in the sight of its audience. Once the thing in question is fully absorbed and understood, then and only then is it time for philosophical con templation of its deep commitments. Though I have not altogether avoided topics dear to the philosopher of science, I discuss them briefly and, for the most part, in a jargon-free fashion. My hope is that I have not purchased econ omy and readability at the expense of either accuracy or a sense of wonder about the philosophical issues embedded in the methods by which science is conducted. Stephen S. Carey 1 Science Science when well digested is nothing but good sense and reason. STANISLAUS J U S T W H AT I S S C I E N C E? W e all have a passing familiarity with the world of science. Rarely does a week go by wherein a new scientific study or discovery is not reported in the media. "Astronomers confirm space structure that's mind-boggling in its immensity," and "Scientists identify gene tied to alcoholism," are the headlines from two recent stories in my daily newspaper. Another opened with the following: "A panel of top scientists has dismissed claims that radiation from electric power lines causes cancer, reproductive dis ease, and behavioral health problems." Yet m.tny of us would be hard pressed to say much more about the nature of science than that science is whatever it is scientists do for a living. Hardly an illuminating account! So, what more might we say in response to the question, '1ust what is sci ence?"We cannot hope to answer this question by looking at the subject mat ter of the sciences. Science investigates natural phenomena of every conceiv able sort-from the physical to the biological to the social. Scientists study everything from events occurring at the time of the formation of the universe to the stages of human intellectual and emotional development to the migra tory patterns of butterflies. Though in what follows we will often refer to "nature" or "the natural world" as that which science investigates, we must understand that the "world" of the scientist includes much more than our planet and its inhabitants. Judging by its subject matter, then, science is the study of very nearly everything. CHAPTER ONE Nor can we hope to answer our question by looking at the range of activ ities in which scientists engage. Scientists theorize about things, organize vast research projects, build equipment, dig up relics, take polls, and run experi ments on everything from people to protons to plants. A description of science in terms of the sorts of things scientists typically do, then, is not going to tell us much about the nature of science, for there does not seem to be anything scientists typically do. If we are to understand just what science is, we must look at science from a different perspective.We must ask ourselves, first, why scientists study the nat ural world, and, then we must look at the way in which scientific enquiry is conducted, no matter what its subject. ASKING WHY O f course, w e cannot hope t o give a simple, ubiquitous reason why each and every scientist studies the natural world. There are bound to be as many rea sons as there are practicing scientists. Nevertheless, there is a single "why" underlying all scientific research. In general, scientists study the natural world to figure out why things happen as they do. We all know, for example, that the moon is riddled with craters. From a scientific point of view, what is of real interest is precisely why this should b e so. What natural processes have led to the formation of the craters? At the most basic level, then, science can be defined by reference to this interest in figuring things out. So, an essential part of the answer to our question. ''Just what is science?" involves the basic aim of science. Science is that activity, the underlying aim of which is to further our under standing of why things happen as they do in the natural world. To see what it is that scientists do in attempting to "make sense" of nature, let's take a look at an his torical instance that, as it turns out, played an important role in the develop ment of modern medicine. Up until the middle of the nineteenth century, little was known about the nature of infectious diseases and the ways in which they are transmitted. In the mid-eighteen hundreds, however, an important clue emerged from the work of a Viennese doctor, Ignaz Semmelweis. At the time, many pregnant women who entered Vienna General Hospital died shordy after having given birth. Their deaths were attributed to something called "childbed fever." Curiously, the death rate from childbed fever in the hospital ward where the patients were treated by physicians was five time higher than in another ward where women were seen only by midwives. Physicians were at a loss to explain why this should be so. But then something remarkable occurred. One of Semmelweis's colleagues cut his finger on a scalpel that had been used during an autopsy. W ithin days, the colleague exhibited symptoms remarkably like those associ ated with childbed fever and shordy thereafter died. Semmelweis knew that physicians often spent time with students in the autopsy room prior to visiting their patients in the maternity ward. SCIENCE Thanks largely to the clue provided by the death of his colleague, Sem melweis speculated that something like the following might be responsible for the glaring differences in death rates in the two wards. Childbed fever was caused by something that physicians came into contact with in the autopsy room and then inadvertently transmitted to pregnant women during the course of their rounds in the maternity ward. Serrunelweis appropriately termed this something, "cadaveric matter." The challenge faced by Serrunelweis was to devise a way of testing his ideas about the link between cadaveric matter and childbed fever. Semmelweis rea soned as follows: If childbed fever is caused by cadaveric matter transmitted from physician to patient, and if something were done to eradicate all traces of cadaveric matter from the physicians prior to their visiting patients in the maternity ward, then the incidence of childbed fever should diminish. In fact, Semmelweis arranged for physicians to wash their hands and arms in chlori nated lime water-a powerful cleansing agent-prior to their rounds in the maternity ward. Within two years, the death rate from childbed fever in the ward attended by physicians approached that of the ward attended by mid wives. By 1848, Serrunelweis was losing not a single women to childbed fever! S C I E NT I F I C M E T H O D A t its most basic level, scientific method i s a simple, three-step process by which scientists investigate nature. Begin by carefully observing some aspect of nature. If something emerges that is not well understood, speculate about its explanation and then find some way to test those speculations. Each step observing, explaining, and testing--is nicely illustrated by the historical event we have just described. Observing Before we can begin to think about the explanation for something we must make sure we have a dear sense of the facts surrounding the phenomenon we are investigating. Semmelweis's explanation of childbed fever was prompted by a number of facts, each the product of c.areful observation: First, the fact that the rates of childbed fever differed in the wards in question; second, that patients in the ward where the rate was the highest were treated by physicians, not midwives; and finally the remarkable symptoms of his dying colleague. Getting at the facts can both help us to establish the need for a new expla nation and provide clues as to what it might involve. Suppose, for example, that careful long-term observation revealed to Semmelweis that on average the death rates were about the same in the two wards. In some months or years the rate was higher in one ward, in others, higher in the other. In these circum stances nothing puzzling needs to be accounted for-the original set of obser vations would seem to be nothing more than the sort of brief statistical fluc tuation that is bound to occur now and then in any long series of events. But CHAPTER ONE 4 as Semmelweis found, the difference in death rates was not a momentary aber ration. Thus, by careful observation Semmelweis was able to establish that something not fully understood was going on. It was Semmelweis's good for tune to then make the key observation that suggested what might be respon sible for the problem-the unusual similarity between the symptoms of the dying mothers and his sick colleague. Proposing Explanations To explain something is to introduce a set of factors that account for how or why the thing in question has come to be the case. Why, for example, does the sun rise and set daily? The explanation is that the earth rotates about its axis every twenty-four hours.When something is not well understood, its explanation will be unclear. Hence the first step in trying to make sense of a puzzling set of facts is to propose what we might call an explanatory story-a set of conjectures that would, if true, account for the puzzle. And this is precisely what Senunelweis set about doing. Semmelweis's explanatory story involved the claims that something in cadaveric matter causes childbed fever and that this something can be trans mitted from cadaver to physician to patient by simple bodily contact. Semmelweis's explanation was all the more interesting because it intro duced notions that were at the time themselves quite new and puzzling---s ome very new and controversial ideas about the way in which disease is transmit ted. Many of Semmelweis's contemporaries, for example, believed that childbed fever was the result of an epidemic, like the black plague, that some how infected only pregnant women. Others suspected that dietary problems or difficulties in the general care of the women were to blame. Thus, in propos ing his explanation, Semmelweis hinted at the existence of a new set of explanatory factors that challenged the best explanations of the day, and which had the potential to challenge prevailing views about how diseases are spread. All that remained for Semmelweis was to find a way to test his explanation. Testing Explanations How can we determine whether a proposed explanation is correct or mis taken? By the following strategy. First, we look for a consequence of the expla nation--something that ought to occur, if circumstances are properly arranged and if the explanation is on the right track. Then we carry out an experiment designed to determine whether the predicted result actually will occur under these circumstances. If we get the results we have predicted, we have good rea son to believe our explanation is right. If we fail to get them, we have some initial reason to suspect we may be wrong or, at the very least, that we may need to modify the proposed explanation. This was precisely the strategy Semmelweis employed in testing his ideas about the cause of childbed fever. If something physicians have come into con tact with prior to entering the maternity ward is causing the problem and if this "something" is eradicated, then it follows that the rate of childbed fever should drop. And, indeed, once these circumstances were arranged, the out- SCIENCE come predicted by Semmel weis occurred. As a result, he was confident that his initial hunch was on the right track. By contrast, had there been no reduction in the rate of childbed fever as a result of the experiment, Semmelweis would at least have had a strong indication that his hunch was mistaken. At the most basic level, the scientific method is nothing more than the sim ple three-step process we have just illustrated--carefully observing some aspect of nature, proposing and then testing possible explanations for those observa tional findings that are not well understood. In the chapters to follow we will need to add a great deal of detail to our initial sketch of scientific method. We will come to recognize that scientific method is not all that straightforward nor, for that matter, easy to apply. Explanations are not always as readily tested as our initial examples might suggest nor are test results always as decisive as we might like them to be. We will also find that, with some minor variations, scientific method can be used to test interesting and controversial claims as well as expla nations. For now, however, we can use what we have discovered about scientific method to get at the remainder of the answer to our opening question. Just what is science? Science is that activity, the underlying aim of which is tofur ther our understanding of why things happen as they do in the natural world.It aa:om plishes thisgoal by applications ifscientific method-the process ifobserving nature, iso lating a facet that is not well understood, .and then proposing and testing possible explanations. T H E C O N S E Q U E N C E S Of S C I E N C E Before moving on, an important caveat is i n order. I n focusing o n the preoc cupation of science with making sense of nature-of providing and testing explanations-we have ignored what is surely an equally compelling interest of the sciences, namely, making the world a better place to live via technological innovation. Indeed, when we think of science, we often think of it in terms of some of its more spectacular applications: computers, high speed trains and jets, nuclear reactors, microwave ovens, new vaccines, etc. Yet, our account of what is involved in science is principally an account of science at the theoretical level, not at the level of application to technological problems. Don't be misled by our use of the term "theoretical" here. Theories are often thought of as little more than guesses or hunches about things. In this sense, if we have a theory about something, we have at most a kind ofbaseless conjecture about the thing. In science, however, "theory" has a related though different meaning. Scientific theories may be tentative, and at a certain point in their development will involve a fair amount of guesswork. But what makes a scientific theory a theory is its ability to explain, not the fact that at some point in its development it may contain some rather questionable notions. Much as there will be tentative, even imprecise, explanations in science, so also will there be secure, well established explanations. Thus, when we distinguish between theory and application in science we are contrasting two essential concerns of science: concern with understanding nature, and concern with CHAPTER ONE exploiting that theoretical understanding as a means of solving rather more practical, technological problems. Yet there is an important, if by now obvious, connection between the worlds of theoretical and applied science. With very few exceptions, technical innova tion springs from theoretical understanding. The scientists who designed, built, and tested the first nuclear reactors, for example, depended heavily on a great deal of prior theoretical and experimental work on the structure of the atom and the ways in which atoms of various sorts interact. Similarly, as the case we have been discussing should serve to remind us, simple but effective new pro cedures for preventing the spread of disease were possible only after the theo retical work of Semmelweis and others began to yield some basic insight into the nature of germs and the ways in which diseases are spread. S C I E N T I F I C M E T H O D I N D A I LY L I F E The brief sketch o f scientific method given above may have a familiar ring to it and for good reason. To a large extent thinking about things from a scientific perspective--thinking about the "haws" and "whys" of things-involves noth ing more than the kind of problem solving we do in our daily lives. To see this, imagine the following case. For the last few nights, you haven't been sleeping well. You've had a hard time getting to sleep and have begun waking up frequendy during the course of the night. This is unusual, for you are normally a sound sleeper. What could be causing the problem? Well, next week is final exam week and you have been staying up late every evening, studying. Could concern about your upcoming exams be causing the prob lem? This seems unlikely, since you have been through exam week several times before and have had no problems sleeping. Is there anything else unusual about your behavior in the last few nights? It has been quite warm, so you have been consuming large quantities of your favorite drink, iced tea, while studying. And this could explain the problem. For you are well aware that most teas contain a stimulant, cafe f ine. It may well be the cafe f ine in your iced tea that is disturbing your sleep! But is this the right explanation? Here, a rel atively quick, easy, and effective test can be performed. You might, for exam ple, try drinking ice water instead of iced tea in the evening. If you were to do this, and if you again began sleeping normally, we would have good rea son to think that our explanation was right; it must be the caffeine in the iced tea. Moreover, if you were not to begin sleeping normally we would have some reason to suspect that we have not yet found the right explanation; elim inating the caffeine didn't seem to do the trick. T hough nothing of any great scientific consequence turns on the solution of our little puzzle, the solution nevertheless is a straightforward application of scientific method: observing something unusual, venturing a guess as to what its explanation might be, and then finding a way to test that guess. _j_ T H I N G S TO C O M E I n the chapters t o follow, our central concern with b e t o expand the prelimi nary sketch of scientific method given so far. Along the way, we will pay par ticular attention to the pitfalls scientists are likely to encounter in making accu rate observations and in designing and carrying out decisive experimental tests. On our agenda will be a number of controversial topics, perhaps none more so than the distinction between legitimate and fraudulent applications of scien tific method. Nothing can do more to lend an air of credibility to a claim than the suggestion that it has been "proven in scientific studies" or that it is "backed by scientific evidence." A sad fact, however, is that many claims made in the name of science are founded on gross misapplications of some aspect of scien tific method. Indeed, so numerous are the ways in which scientific method can be abused that we will find it necessary to devote a chapter to fallacies com monly committed under the guise of scientific research. Our goals, then, in the chapters to follow are twofold. Our first and most important goal is to become familiar with the basic methodology common to all good scientific research. Our second goal is to learn to distinguish between legitimate and bogus applications of scientific method. Having accomplished these goals, I think you will find yourself quite capable of thinking clearly and critically about the claims of scientists and charlatans alike to have advanced our understanding of the world about us. E X ER C I S E S Try your hand a t telling explanatory stories. Thefollowing exercises all describe curious things. See ifyou can come r1p with one or two explanationsfor each. Keep in mind, your explanation need not be trne but it must be such that it would explain the phenomena in question, if it were true. 1. A survey done recently revealed that whereas 10 percent of all 20-year-olds are left-handed, only about 2 percent of all Americans have a serious weight problem. In the last decade, both the number of Americans who are overweight and who are clinically obese has increased by more than 10 percent. The in crease over the last two decades in both is nearly 20 percent. 4. W hy have so many Americans switched from sedans to sports utility vehicles and trucks in the last few years? driving Have you ever noticed that baseball players tend to be quite superstitious? Batters and pitch ers alike often run through a We all know what happens when depress the handle on a toilet. The flapper inside the tank opens and water rushes into the bowl, flushing it out and refilling series of quite bizarre gestures before every pitch. the bowl. But what keeps the fresh water in the bowl? 75-year-olds are left-handed. 2. 3. 5. we 2 Observation M A KING A C C UR A T E O B S ERVATIO N S S uppose you were t o pause for a few minutes and try t o list all o f the objects in your immediate vicinity. You v:ould quickly realize that the task of making a set of accurate observattons can be a tricky business. In this case, one problem stems from the fact that it is not all that clear what qualifies as an object nor, for that matter, what it is to be in the immediate vicinity. The book you are reading is undoubtedly an object. But what of the bookmark stuck between its pages? No doubt the picture on the wall qualifies. But what of the nail on which it is hanging? And how should we fix the limits of the immediate vicinity? Do we mean by this the room in which you are sitting? Everything within a 10-foot circumference of you? Everything within reaching distance? Even after we have settled on work ing definitions for these key terms, we face an additional problem. Doubt less you are likely to miss a few things on your first visual sweep. So we need to find some way to guarantee that we have included everything that fits in our two categories. In general, the process of making a set of observations must be sensitive to a number of concerns, two of which are illustrated in the case above. 1. Do we have a clear sense of what the relevant phenomena are? 2. Have we found a way to insure we have not overlooked anything in the process of making our observations? OBSERVATION These two questions can usually be addressed in a fairly straightforward way. Some careful thinking about just how key terms are to be applied will set tle the first. Keeping a written record of our results will satisfY the second. In the example above, one simple way to accomplish this would be to make a list of the objects found in a first set of observations and then add in overlooked items from a second set. Another would be to ask someone else to check your results. The need for a written record is all the more crucial because of the nat ural temptation to think we can do without one.Try, for example, to think how many times today you have done something commonplace like, say, sitting down or opening your wallet or saying "hello." Recollection will undoubtedly turn up a number ofinstances. But our memories are fallible and we are likely to miss something no matter how confident we are that we have remembered all the relevant cases. The solution is simply to keep some sort of written tally. Observations are not always undertaken with a clear sense of what data may be relevant. Think, for example, of a detective at the scene of a crime. What small details need to be noted or perhaps preserved for future reference? Moreover, a set of observations may yield unanticipated information--data that does not conform to the observer's sense of what is relevant---but information that is nonetheless of some importance. Recently, medical researchers at a large univer sity were studying the efe f ct of calcium on pregnancy-related high blood pres sure.Though they observed no significant reductions in the blood pressure of the women in their study who took calcium, they did notice something quite inter esting and unexpected. The women in their study who took calcium during pregnancy had lower rates ofdepression than those who took a placebo instead of calcium. As a result, the researchers began an entirely new study, one designed to determine the extent to which calcium can prevent depression in pregnant women. As this example suggests, it is important not to become too attached to fixed notions of what may constitute relevant observational data. Otherwise, we run the risk of missing something that may turn out to be significant. Often in science, a set of observations will be prompted by the need to learn more about something that is not well understood. Not too long ago, for example, researchers uncovered what seemed to be a curious fact. On average, right-handed people live longer than left-handed people.1 To begin to under stand why this is the case we would need to search carefully for factors that affect only the left-handed (or right-handed), and which might account for the different mortality rates of the two groups. When, as in this case, observations involve phenomena that are not well understood, three additional concerns may need to be addressed. 3. What do we know for sure? "What is based on fact and what on conjecture or assumption? 4. Have we considered any necessary comparative information? 5. Have our observations been contaminated by expectation or belief? Rarely will the answers to these questions come easily or quickly. Consider what may be involved in dealing with each. 10 CHAPTER TWO We observe things every day that we scarcely notice. How many of the following questions can you answer? Un which direction do revolving doors turn? 2. When you walk, do your arms swing with or against the rhythm of your legs? 3. What are the five colo� on a Campbell's soup label? 4.ln which direction do pieces travel around a Monopoly board, clockwise or counterclockwise? 5. On the American flag, is the uppermost stripe red or white? 6.1n Grant Wood's painting uAmerican Gothic." is the man to the viewer's left or right? 7.In which hand does the Statue of liberty hold her torch? 8. Which side of a woman's blouse has the buttonholes on it-from her view? 9. How many sides are there on a standard penci l? 10.0n most traffic lights, is the green light on the top or the bottom? Answers are given at the end of the chapter. J.1!hat do we know for sure? Hlhat is based on fact and what on conjecture or assump tion? Have you ever noticed that the full moon often appears appreciably larger when it is near the horizon? As you read this you are probably picturing a large, yellow-orangish moon in your mind's eye.You've probably also heard others comment on this phenomenon. But appearances can be deceiving, opinions wrong. In fact the moon is not appreciably larger when near the hori zon. This can be determined by a simple set of observations. The next time the moon seems unusually large, stretch your arm as far as it will go and use your thumb to measure the moon's diameter. Make a note of how big it seems and then make a similar measurement when the moon is overhead and apparently much smaller. You will find that its diameter is about the same in both cases. What makes the moon appear larger in the former case is its close proximity to other objects near the horizon. When we judge the size of the moon by ref erence to other objects--o bjects not near the moon when it is overhead-we mistakenly conclude that its image is larger. As this example illustrates, it is always worthwhile to pause and think about any assumptions we may be making about the phenomenon under investiga tion. Don't let unwarranted assumption masquerade as fact. Always ask: What do I really know about the phenomenon under investigation and what am I assuming based on what I have been told or have heard, read, etc.? The answer to this question may point you in the direction of observations you will need to make to test whatever assumptions you have unearthed. Jim Hightower, a well known political writer, recalls that as a child he was told by his grandfather that raccoons always wash their food because they do not have salivary glands. But after spending an early morning observing a fam ily of raccoons he quickly carne to realize that what his grandfather had told him-what he assumed to be true-was in error. The raccoons didn't wash the 11 food he left for them before eating it, and appeared to be salivating. M it turns out raccoons do have salivary glands. Often, it seems, we can sort fact from fic tion simply by taking time to look and see what is going on rather than implic idy trusting whatever assumptions we may bring to the investigation. Have we considered any necessary comparative information? Many people claim that strange things happen when the moon is full. One interesting and curious claim is that more babies are born on days when the moon is full or nearly full than during any other time of the month. What obser vations would we need to make to determine whether there is anything to this claim? Certainly we would want to look at the data pertaining to the number of births when the moon is full. But this is only part of the story. We would also need to look at the numbers for other times, times when the moon is not full. If the birth rate is not appreciably higher when the moon is full, then there is litde remarkable about the claim at issue. Lots of births occur when the moon is full. But then lots of births occur during all phases of the moon. Indeed, careful studies done at a number of hospitals reveal that there is nothing unusual about the birth rate when the moon is full. When birth rates were examined over the period of a year or two, it turned out that, on average, there were no more or less births during the period near a full moon than during any other period. In a given month, there might be a few more (or less) births near a full moon than during other parts of the month, but when averaged out over a long period of time, the difference disappears. You've probably heard that apparently infertile couples who adopt a child frequently go on to give birth to a child. Is there some connection between the two events? To get at the answer to this question, we need comparative data. How, generally, do such couples fare when compared with another group of couples-those who are diagnosed as being infertile but choose not to adopt? 01/e might also want to look at what happens to fertile couples who do and do not adopt as well.) As it turns out, pregnancy rates for apparendy infertile cou ples who do not adopt are about the same as for similar couples who adopt. As these examples suggest, part of the point of making a set of observations is to determine what, if anything, is unusual about the data collected. Remem ber, the business of science is understanding. Thus, it is crucial to determine whether a set of observations present us with something that is not well under stood. As we have seen, there is nothing out of the ordinary about the number of births when the moon is full nor about the pregnancy rates of infertile cou ples; in neither case have we uncovered anything that requires explanation. The process of making observations should always be undertaken with an eye to figuring out whether the results square with what is currendy known. And this often involves hunting for the right sort of comparative data--data that will enable us to decide the extent to which our observations have led us to some thing that really does need explaining. Have our observations been contaminated by expectation or beliif? Our experiences are colored by our beliefs and expectations. When I hear a chirping sound on 12 CHAPTER TWO the ledge outside my office, I assume that what I am hearing is a bird, largely because of prior experiences, the belie& formulated on the basis of those expe riences, and other relevant background beliefs. In the past when I have heard chirping outside my window I have looked out and observed a jay or a robin. And so I make the easy and entirely unproblematic inference that I am now hearing a robin or a jay though, strictly speaking, what I am hearing is only a noise that sounds to me like chirping. The extent to which beliefs can influence our experiences is powerfully illustrated in the following example. Read the passage below and before read ing on, pause and try to figure out what it is about. With hocked gems financing him, our hero bravely defied all scornful laughter that tried to prevent his scheme. "Your eyes deceive," he had said. ''An egg, not a table correcdy typiftes this unexplored planet." Now three sturdy sisters sought proof. Forging along, sometimes through calm vastness, yet more often very turbulent peaks and valleys, days became weeks as many doubters spread fearful rumors about the edge. At last from nowhere welcome winged creatures appeared, signifying momentous If you are like me, you found this passage hard to decipher and would find it equally difficult to give a rough paraphrase of what it says. In fact, this story is about Columbus's voyage to the Americas. Reread the passage in light of this new information and note how much sense it makes. Obviously, nothing in the passage has changed. What has altered your experience of reading the passage is a new belief about it. Normally, we do not need to be too concerned with the influence exerted by expectation and belief over our experience. Many, perhaps most of our beliefS are well founded and our expectations usually reliable. Nonetheless, it is important to be aware of the extent to which our observations can be influ enced by belief and expectation. The point of making a set of scientific obser vations is to come up with an objective record of what is going on, often in cir cumstances where we are really not sure. When experience is processed through the filter of belief and expectation, distortion can creep into our account of what we are observing, particularly when we have strong convictions about how things are going to turn out. Several years ago, for example, some people claimed that the word "sex" could be discerned in a puff of smoke in a brief sequence from theWalt Disney film, The Lion King. I have shown the sequence to hundreds of students. Most of those who have not heard that "sex" is in the puff of smoke simply do not see it. However, once they are told what to look for, many people can see the word though many still do not. Seeing is believ ing, but in this case it seems what one believes can determine what one sees! Trained scientists are not immune to the influence of expectation and belief on observation. In 1877 and 1881, the Italian astronomer, Giovanni Schiaparelli, turned his telescope to Mars, which was unusually close to earth. Schiaparelli claimed that he had observed canali on the surface of the planet. Reports of this event in the English-speaking media translated the Italian canali 13 as "canals" though the word means both "canals" and "channels," the latter meaning being intended by Schiaparelli. Schiaparelli had observed straight lines arranged in a complex fashion but which he did not take to be unequivocal evidence of intelligent beings on Mars. A number of astronomers, among them the American Percival Lowell, claimed also to see Martian "canals," some going so far as to draw detailed maps of them. (At the time, astronomical photogra phy was not sufficiently developed to allow for pictures of Mars. The "canals" were observed visually, a fact that allowed for a good deal of leeway in inter preting what was observed.) Of course, there are no canals on Mars. Those astronomers who believed that they were seeing canals were victims of the influence belief can exert over observation. An even more remarkable example ofthe extent to which belief can influ ence scientific observation involves a long since discredited phenomenon, N-rays. Several years after the discovery of X-rays in the late 1800s, a highly respected French physicist, Rene Blondlot, announced that he had detected a subde new form of radiation, N-rays, named after the University of Nancy, where he was a professor. The evidence for the new form of radiation was provided by changes in the intensity of a spark when jumping a gap between two wires running from a cathode ray tube, the forerunner of the modern TV tube. In subsequent experiments, Blondlot discovered that the effects of N rays were the most pronounced for very weak and short sparks and that they could be refracted by a prism, something not true ofX-rays. The problem was that other experimenters had mixed results in trying to replicate Blondlot's experiments. Somt: confirmed his findings, others had no luck. One researcher, Augu�te Charpentier, claimed to have evidence that N-rays are emitted by people and animals. The main problem faced by researchers was that the effects of N-rays were quite subtle, involvi ng only slight variations in light intensity. Some critics claimed that the effects could be attributed to the way the human eye reacts to faint light sources. Against his critics, Blondlot and his colleagues insisted they had demonstrated the existence of a new form of radiation, even going so far as to suggest that people not properly trained to observe N-rays would have difficulty detecting them. Matters came to a head in 1905 when an American physicist, Robert Wood, came to Nancy to observe Blondlot's work. One crucial experiment was intended to demon strate the deflection of N-rays by a prism. Wood asked Blondlot to repeat the experiment but, unbeknownst to Blondlot, removed the prism from the appa ratus. Blondlot claimed to obtain the same quantitative measurements of N ray deflection by the prism even when the prism was missing! Wood published the results of his investigations and within a few years, N-ray research had come to an end. The researchers who for several years provided experimental backing for Blondlot's new phenomenon had simply allowed belief and expectation to contaminate their findings. The cases we have considered in this section suggest that it is always worth while to step back from a set of observations and gain some much needed crit JVhat am I actually seeing, hearing, etc., and what am I bringing to my observation via thefilterl>Omewhat obscure: "What can be done with fewer is done in vain with more." A more appro priate version of this principle for our purposes is the following: given com peting explanations, any of which would, if true, explain a given puzzle, we should initially opt for the explanation which itself contains the least num ber of puzzling notions. The rationale behind this admonition should be clear. If a puzzle can be explained without introducing any additional puz zling notions, there is no good reason to entertain any explanation that involves additional puzzles. By comparison with our two bizarre explanations, our first �lanation that you have put your keys somewhere you haven't looked yet-fits the bill here. So, to say that one of a series of rival explanations is the most plausible is to say it is the one most in keeping with Ockham's Razor. Keep in mind that Ockham's Razor does not rule out explanations which themselves involve notions not fully understood. Rather it only suggests tl'lat given com peting explanations, we should favor the one which involves tthe least num ber of problematic notions. Forced to choose between cleve-r burglars and black holes to account for the missing keys, Ockham's Razor would suggest the former PROPOSING EXPLANATIONS 43 E X P L A N AT I O N A N D D E S C R I P T I O N I n this and the last chapter we have discussed two key elements o f scientific method: observation and explanation. Unfortunately, many reports of extraor dinary happenings of the sort discussed in Chapter 2 blur the distinction between these two key notions. Ideally, observations should be couched in purely descriptive language, language that tells us what occurred-no more, no less. But often reports of extraordinary events contain a good deal that is not purely descriptive. Imagine, for example, someone were to report awakening in the middle of the night to discover what appeared to be their long-departed grandmother standing at the foot of the bed. They might subsequently claim: (1) I saw the ghost ofmy dead grandmother. But what, precisely, is factual in (l)?What, that is, can we be confident actu ally happened? That the person had an extraordinary experience is clear. Beyond this it is hard to know just what to say. Consider two rival accounts of what may have happened: (2) X had a vivid life-like dream in which X's grandmother appeared. (3) Somebody played an elaborate but vicious prank on X in the middle of the night. (1) through (3) implicitly contain explanations of the event in question. That is to say, each presupposes the truth of a very different explanation: (1) that what the person actually saw was a ghost; (2) that what he or she "saw" was part of a dream; and (3) that what was seen was real, but a hoax, not a ghost. Similarly, many anecdotal reports of the extraordinary contain much more than a simple, objective description of the experience. Such reports often blend fact with untested explanation and are what we might call explanation laden. For example,"The flying saucer hovered over the horizon and then accelerated away at a fantastic rate," tells us a couple of things about a person who might claim to have witnessed such an event. First, the person had an undeniably extraordinary experience. Second, the person believes the proper explanation for the experi ence is that he or she actually saw an intelligently controlled spacecraft. In evaluating such a report, we must do our best to separate the descriptive wheat from the explanatory chaff. If we are able to subtract out the explanation laden portions ofa report of the extraordinary, we may be able to arrive at a dear sense of what actually was experienced and, thus, what needs to be explained. Think once again of our flying saucer report. Suppose we could establish, for example, that the person making the report actually saw a bright light near the horizon, looked away to call to a friend, looked again and saw only a dim, twin kling light at some distance from the original light. Having gotten dear on this much, we would at least be in a position to think about rival explanations more plausible that the one implicit in the initial description of the event. I once spoke with a person who claimed to have lived in a haunted house. He recalled that every few nights he would hear a knocking at the front door 44 CHAPTER THREE despite the fact that there was never anyone there when he opened it.We agreed that a more accurate description of the experience would contain only the salient facts: on several occasion he heard a series of sounds, very much like knocking at the door, and the sounds seemed to come from the area of the house near the front door. He also added that he was never near the door when he heard the noise. Once we focused on this new, more objective description, sev eral plausible explanations inunediately came to mind; a tree or bush knocking against the house or perhaps wme activity outside or even inside that sounded, from a distance, like knocking. Now, we may never discover what really hap pened on those nights when the person in this episode heard a " knocking" at the door. At the very least, however, we know what parts of the story are fact, what parts speculation. And this is the real value of carefully distinguishing between the descriptive and explanatory elements of an extraordinary claim. S U M M ARY An explanation, in science, is an account ofhow or why something has come to be the case. Both theories and hypotheses involve explanations. Theories tend to be broad, unifYing explanations while hypotheses are more limited in scope. Both can be tentative or well confirmed. Scientific explanations can make reference to causes, causal mechanisms, underlying processes, laws or function, all ofwhich are suii1l11le lri2 d in the Quick Review on p. 39. Explanations often leave some explanatory questions about the phenomenon in question unanswered. To enrich an explanation of one type, other types of explanation may need to be given. Correlations alone explain very little unless they are accompanied by evidence that the correlated terms are either direcdy or indirecdy linked. Competing explanations for a single set of facts can be evaluated by the use of Ockham's Razor---a principle to the effect that among rival explanations, the one containing the least number of puzzling notions is most likely to be true. Many apparendy descriptive claims contain explanatory elements. In such cases, it will be necessary to isolate the descriptive elements in order to begin thinking about possible explanations. EXERCISES Exercises 1� 15 involve explanations of one sort or other. For each exercise, answer thefollowing questions: 1. 2 3. What is being explained? What is the explanation? What, ifany, recognizable sorts of explanatory claims occur in the explanation? Your choices are: causes, causal mechanisms, laws, underlying processes, orfunction. Some of the exercises may involve more than one sort ofexplanation. (Note: On page 50 a solution is provided for Exercise 1.) 1. The spinal column is composed of bones (vertebrae) that are L PROPOSING EXPLANATIONS separated by cartilaginous pads simple task on a computer in a (discs) that act as shock room with plants, their produc absorbers for the column. tivity increased 12 percent when Nerves run out through the compared v.rith workers who spinal cord to the periphery performed the task in the same room without plants .Addition ally, people tested in the pres through openings in the verte bral bones. These nerves run ence of plants reported feeling about 10 percent more attentive very close to the discs, which is why protruding discs can cause pain along those nerves. As a after the task than those tested result of an injury, an infection, or a genetic predisposition, the no one is quite sure what ac without plants present. Though counts for this phenomenon, disc material can change consis 2. tency and produce pressure on one researcher speculated that the nerves that run out of the spinal cord. This pressure pro the presence of plants can lower blood pressure. By somehow duces pain along those nerves.4 causing us to be more relaxed, plants help us to be more pro ductive and focused. Have you ever heard of the Sports lllustrated Jinx? It seems that whenever a college football 5. utor to the spread of sexually transmitted diseases, according mance on the field declines. This to a government report that says example of regression to the 20 cents could reduce gonor rhea by up to 9 percent. The raising the tax on a six-pack by mean. In a series of events an outstanding performance is likely to be followed by one that Centers for Disease Control and Prevention study, released re is more or less average cently, compared changes in gonorrhea rJ.tes with changes in Two new drugs-angiostatin alcohol policy in all states from 1981 to 1996. In the years fol lowing beer tax increases, gon and endostatin-have proved to be very effective in combating cancerous tumors in mice. The drugs are unique for two rea orrhea rates usually dropped among young people. sons . First, they are composed of natural substances the body makes, so they are less likely to cause side effects. Second, they stop the growth of cancer cells by an indirect method. The drugs eliminate the blood vessels to the tumor and the tumor dies because it is left without the 4. Cheap beer is a leading contrib player is featured on the cover of Sports lllustrated, his perfor is nothing more than a simple 3 45 6. No one will ever build a flying vehicle that is capable of hover ing high in the air while sup ported by nothing but magnetic fields. This applies to inhabitants of other planets as well. UFO enthusiasts often claim that the nourishment and oxygen that flying saucers they "observe" are held suspended in the air and the blood supply provides obtain their propulsion from a A new study has shown that live indoor plants may increase pro ductivity and reduce stress. When people performed a self-generated magnetic field. However, it is not possible for a vehicle to hover, speed up, or change direction solely by 46 7. .l CHAPTER THREE means ofits own magnetic field. The proof ofthis lies in the fun damental principle of physics that nothing happens except through interactions between pairs of objects. A space vehicle may generate a powerful magnetic field, but in the absence of an other magnetic field to push against, it can neither move nor support itself in midair. The earth possesses a magnetic field, but it is weak-about one percent of that generated by a compass needle. For a UFO to be levitated by reacting against the earth's mag netic field, its own field would have to be so enormously strong that it could be detected by any magnetometer in the world. And, finally, as the magnetic UFO traveled about the earth, it would induce electric currents in every power line within sight, blowing out circuit breakers and in gen eral wreaking havoc. It would not go unnoticed. 5 & a boy swimming in the fun damentally rather chilly waters of Massachusetts Bay in sununer, I discovered, as others had done before me, that for comfort in swimming, the water near the shore was apt to be warmer when the wind was blowing onshore--towards the shore than when it was blowing off shore. By thoroughly unsystematic statistical methods I tested the discovery and found it to be true. But why should it be true? I shall try to give the essen tials of what I believe to be the correct, though obvious, expla nation, without spelling it out in all its logical, but boring, rigor. Warm water tends to rise. The sun warms the surface water more than the depths. For both reasons, surface water tends to be warmer than deeper water.The wind acts more on the surface water than it does on the depths, displacing it in the direction of the wind.Accord ingly, the onshore wind tends to pile up the warmer water along the shore, while an offshore wind tends to move it away from the shore, where, by the principle that "water seeks its own level," it is continuously replaced by other water, which, since it can only come from the depths, must be relatively cold. Therefore, water along the shore tends to be warmer when the wind is blowing onshore than when it is blowing offshore.6 8. 9. Snow begins as rising mist from the ocean or dew from leaves. The molecules of water rise in the warming sunshine, bound ing around. They rise as vapor until they are in the high cold air and the vapor molecules begin turning to solid water. One solid water molecule joins with another and then a third one comes along. Soon they form a six-sided figure. The molecules keep a six-sided pat tern as they grow into a six sided flake.Water molecules, made up of an oxygen and two hydrogen atoms, hold on to one another only in a certain way that always forms a hexagon.7 FLORIDA MOTHER ACCUSED OF MAKING DAUGHTER, 8, ILL FORT LAUDERDALE, Fla. Jennifer Bush, the Coral Springs, Fla. girl who spent much of her eight years beneath surgeon's knives, tethered to tubes and pumped full of medicine, will remain in state care until a judge decides whether the child's mother intentionally made her ill. PROPOSING EXPLANATIONS "We've got probable cause bey?nd _ question," Broward Co�nty CtrcUlt Judge Arthur Birken satd Tuesday as he ordered the state social-service agency to keep the child in protective cus tody. Birken quoted the child's psy white-colored fur serves as an effective means of camouflage. 12. chologist who said taking Jennifer from her home would be the "safe" decision. Health officials and prosecu tors believe her mother, Kathy, has Munchausen-by-proxy syndrome, a psychological condition in which a o Y ·u a i =�: ��fJ � : :��J=����! 10. 11. In 1961, PresidentJohn F. Kennedy, after meeting with his advisors, approved a CIA plan to invade Cuba (with 1400 Cuban exiles) and overthrow the gov ernment of Fidel Castro. The invasion, at the Bay of Pigs, was a total disaster. The invaders were killed or captured, the United States was humiliated, and Cuba moved politically closer to the Soviet Union. Why did the President and his advisors arrive at such a disastrous decision? Psychologists have long under stood that group members who like each other and who share attitudes and interests�like a President and his most trusted advisors....ft .-....o en suffer from group think�the tendency, in close-knit groups, for all mem bers to think alike and to sup press dissent and disagreement.9 Polar bears have evolved their white color as means of camou flage.You see, polar bears are predators and predators benefit from being concealed from their prey. Polar bears stalk seals rest ing on the ice. If the seal sees the bear coming from far away it can escape. And since the arctic environment is predomi nately white, the polar bear's 47 A little known fact is that the Spanish influenza of 1918 killed millions and millions of people in less than a year. Nothing else--no infection, no war, no famine--has ever killed so many in such a short period."Why then did people pay so little attention to the epidemic in 1918 and why have they so thoroughly forgotten it since? The very nature of the disease and its epidemiological charac teristics encouraged forgetfulness in the societies it affected. The disease moved so fast, arrived, flourished, and was gone before it had any but ephemeral effects on the economy and before many people had the time to fully realize just how great was the danger.The enormous dis parity between the flu's morbid ity and mortality rates tended to calm potential victims.Which is more frightening, rabies, which strikes very few and, without proper treatment, kills them all, or Spanish influenza, whi�h infects the majority and kills only two or three percent? For most people, the answer is rabies, without question.10 13. A softly glowing ball of light appears in the air nearby, hovers for a few seconds, passes through an object and then vanishes. It's a phenomenon known as ball lightning, which appears during thunderstorms as a luminous sphere about the size of an orange or grapefruit. Observers have reported seeing ball lighming for centuries, only to be greeted with skepticism. Now, two physicists from the Universidad CHAPTER THREE 48 dates for jobs exceeds the num Complutense in Madrid, Spain, describe a possible explanation ber of available jobs. Hence, for ball lightning; something fewer and fewer people opt to called an "electromagnetic train in that area, with the net knot," in which lines of an elec result that within a few years there are not enough trained tric or magnetic field join to professionals to fill the available form a closed knot. jobs.When this happens, more The researchers say the lines of force are powerful enough to people elect to train in the underemployed area and the trap a lump of the glowing, hot, electrically charged gas that can be created in a thunderstorm. Temperatures in the ball may cycle repeats itself. / Exerdses 16-25 all contain explanations. For each, come up with at least one rival explanation and then, �sing OckhamS )Razor, try to decide whtch is most likely to "' be correct. reach more than 50,000 degrees ' F�renheit. But the energy soon( ...__, dissipates, th knot unta�gles, � and the lununous ball disappears into thin air. 14. Societies without exception exert strong cultural sanctions against incest. Sociobiologist E. 0.Wilson posits the existence ( (Note: On page 51 a solution is provided ' ·,\for Exercise 16.) )6 Thinking about quitting school for the sake of your mental health? Think again. College graduates across the mtion feel ofwhat he terms, "a far deeper, less :rational form ofenforcement;' better emotionally and physically than high school dropouts which he regards as genetic Because ofrecessive genes, because they have better jobs, take better care of themselves, children of incest carry a higher risk than others of mental retardation, physical deformity, and and have better access to health care. A recent survey released by early death; they are, therefore, less likely to mate and reproduce the Centers for Disease Control and Prevention found that col- than are children of parents who lege graduates felt healthy an average of26 days a month while high school dropouts felt avoid incest. Hence, individuals with a genetic inclination against incest contribute more genes to succeeding generations. 15 The availability ofjobs in just about every profession is bound to ebb and flow. Today there is a demand for teachers and a glut of nurses. A decade ago, the situation was just the reverse- too many unemployed teachers and not enough nurses. This is all due to the fact that people tend to opt for training in areas , W good 22.8 days a month. Academy award winners live nearly four years longer than their colleagues, according to a study that credits the effect ofan Academy Award on an actor's self esteem. "Once you get the Oscar, it gives you an inner sense of peace and accomplishment that can last for your entire life and that alters the way your body where jobs are currendy avail able. & more and more people copes with stress on a day-to-day basis," says Donald A. Redeimeier, a professor of medi market, the number of candi- Redeimeter found that Oscar in that area come into the job cine at the University ofToronto. ...._ _ PROPOSING EXPLANATIONS winners live nearly four years cluster to disassociate, allowing longer than either actors who were never nominated or those who were nominated but did not win. Multiple winners are even more fortunate, living an /.? (JJ' · much smaller individual water molecules to penetrate into the �·jinnermost parts of the fabric. £..2o/ A study done recently at Purdue University found that religious average of six years longer than � people are more likely to be . . thei silver-screen counterparts overweight than nonreligious . A scientist who studies VISion . and the bram has made a cunous people. In state-by-state com parisons, obesity was found to be the highest in states where discovery about portrait paint ing. Artists almost always place religious affiliation was more prevalent. Michigan, Mississippi, one eye of their subject at the horizontal center of the picture. and Indiana were among the states with the highest percent Dr. Christopher Tyler took pho tos of 170 famous portraits from age ofoverweight persons. Like wise, obesity figures were lower the past five centuries and marked the midpoint along the in states that had the least num ber of religious persons. Those horizontal top of the picture. Then he drew a straight vertical included Massachusetts, Hawaii, and Colorado. The author of the line that divided each painting at its horizontal center.To his as study, Sociology Professor Ken neth Ferraro, speculated that tonishment, one eye or the other almost always fell on or near the American churches are virtually horizontal center. In talking to art experts, Tyler found that silent on excess body weight, despite a Biblical dictate for ing an eye at the horizontal Though gluttony is listed as a sign of moral weakness, few none knew of any rule for plac moderation in all things. center. He concluded that artists must be doing it unconsciously as the result of some intuitive sense of the aesthetic appeal of this arrangement. 19. 49 .. � of coals. It seems that if you can focus all of your powers of con introduc�d called The Laundry Solution. It consisted of a hard plastic ball filled with a blue the washing machine with your laundry and everything will come clean without the need for soap! It seems that the ball con tains specially structured water that emits a negative charge through the walls of the con tainer into your laundry water. This causes the water molecule .' You ve probably heard or seen stones about people who are able to walk over red-hot beds Recently, a new product was liquid.Though the ball costs $75, its makers claim that you will never need to buy laundry soap again. Just put the miracle ball in religious groups have any proscriptions against overeating. � ' centration you can will your body not to feel the pain and to be inunune to the damage the hot coals might otherwise cause. Although the connection between conscious and uncon scious thoughts have remained obscure, psychologists theorize that a link exists. Now scientists have apparently provided some proof the first physiological evidence that unconscious brain processes can control a seem ingly voluntary act. The CHAPTER THREE 50 researchers found that the brain in the local newspapers. It seems signals initiating muscle move that the Pepsi-Cola Company ment for clenching the fist begin decided that Coke's three-to-one before a person becomes aware of deciding to do it. Benjamin lead in Dallas,Texas Libet, a psychologist at the Uni missioned a taste preference versity of California, asked five study.The participants were chosen from Coke drinkers in was no longer acceptable, so they com subjects to clench their fists the Dallas area and asked to whenever they felt like it. The subjects remembered when they express a preference for a glass of became conscious of the desire Coke or a glass of Pepsi.The to do so by watching a special glasses were not labeled "Coke" and "Pepsi" because of the obvi clock that enabled them to note the time to within a fraction of a ous bias that might be associated second. Meanwhile, the researchers monitored the sub with a cola's brand name. Rather, in an attempt to administer the two drinks in a blind fashion, the jects' brains for a kind of electri cal activity called the readiness potential that changes just before Coke glass was simply marked with a "Q" and the Pepsi glass a person is about to use a mus v.rith an "M." Results indicated cle. Libet found that the readi ness potential always changed that more than half chose Pepsi over Coke. It seems clear that, about a third of a second before subjects were aware of the deci when the effects of advertising are set aside, cola drinkers prefer sion to clench their fists. � A recent telephone survey of \..:/ 113,000 Americans about reli the taste ofPepsi to Coke.11 25. From time to time, one hears stories of strange, almost unbe gious affiliation came up with some rather interesting facts. Perhaps the most interesting was lievable animal behavior. Pets, for example, seem to sense that, while nationwide 7.5 per cent of the respondents said they belonged to no church, return. Dogs and cats have been when their masters are about to known to move their young to a safe place just before an earth 15 percent of the sampled resi dents of Oregon,Washington, quake. There are many docu mented cases in which animals and California claimed no reli gious affiliation. It seems clear have reacted strangely to their impending death or that of their that all the"new age" mumbo jumbo that goes on out west is turning people away from God. masters. These incidents involve knowledge that came to the animals in some apparendy paranormal way. There is no The following story appeared apparent explanation for them-except ESP. about an advertisement in a weekly news magazine as well as A S O L U T I O N TO E X E R C I S E 1 a. W'hat is being explaineJ? The b. W'hat is the explanation? Nerves manner in which a protruding run very close to discs and disc can cause nerve pain. when discs are injured, infected, I - __.l PROPOSING EXPLANATIONS etc., they can change consis intervening causal mechanism: tency and protrude. This in turn the sequence of events, begin causes pressure on the nerves, ning with damage to a disc and which results in pain. c. 51 ending in lower back nerve pain. The passage also gives a W'hat ifany recognizable sorts of functional explanation of the explanatory claims occur in the vertebral discs: they serve as a explanation? The passage explains a disc problem can cause nerve kind ofshock absorber. pain. It does so by discussing the A S O L U T I O N TO E X E R C I S E 1 6 One possible rival explatuition is that college graduates are more likely to exaggerate when asked to assess their own condition than are high school dropouts, so that the results we are trying to explain are largely illusory. The explanation in the passage seems more in keeping with Ockham's Razor.Aaess to health ca.re and job success and contentment seem to bejust the sorts of things that would contribute to a sense ofpersonal well-being. By contrast, it seems more than a little odd to suggest that a tendency to exaggerate increases with education. Why on earth should this be the case? N OTES 1. This example is adapted from Nuts and Boltsfor the Soda! Sdences, by Jon Elster, a very readable account of prominent causal mechanisms used in the social scientific explanation 2. The studies on which this example is based describe the situation before a vaccme for hepatitis B was developed. It is interesting to note that before the advent of the vaccine, chances of dying from accidental exposure to hepatitis B were almost identical to those today associated with accidental exposure to HIV Yet the without introducing the notion of correspondmg abstract entities. 4. Hister,Art. Dr. Art Hister's Do-it-yourself Guide to Good Health. Toronto: Random House, 1990, p. 178. 5. Rothmnun, Milton A. A Physicist's Guide to Skeptidsm. Buffalo: Prometheus Books, 1988, pp. 148-149. 6. Homas, George. The Nature of Sodal Science. NewYork: Harcourt, Brace World, 1967, p.21. hepatitis B risk received much less The Oregoninan, Jan. 2 1 , 1993 . accidental HIV exposure in the medical News Service, in The attention than that given today to conununity. 3. The use of"razor" here derives from the fact that Ockham used his principle to "shave away" certain metaphysical entities in which philosophers of the time generally believed. Ockham used the razor, for example, to argue that abstractions are not "real" things over and above the words used to express them One can, on Ockham's view, account for the significance of such expressions & 7. Marvin, Rob. "What in the World." 8. Donna Leinwand. Knight-Ridder 1996. Oregonian, Apr. 17, 9. Adopted fromWade andTavris Psychology, 2nd ed. NewYork: Harper Collins, 1990 10. Crosby, AlfredW. America's Forgotten Pandemic: The Influenza # 1918. Cambridge: Cambridge, 1989, p. 321 11. Adaptedfroma case study in Huck, SchuylerW, and Sandler, Howard M. Rival Hypotheses. NewYork: Harper & Row; 1976 4 Testing Explanations THE BASIC METHOD S uppose we've made a set o f observations and have uncovered something unusual. We have our suspicions about what might e�lain it but we are not sure. Now, we need to find a way to test our susp1crons. In this chap ter we will introduce the basic strategy involved in scientific tests. Then, in Chapter 5 we will focus on the way this strategy plays out in one very com mon and important type of scientific research---studies designed to investigate large scale causal relationships. How do we go about putting an explanation to the test? The basic strategy is really very simple. We begin by trying to find something that ought to hap pen if the explanation is correct. Suppose I've just flipped the switch on my desk lamp and nothing has happened. My guess is that the bulb is burned out. If I'm right, then it follows that if I remove the bulb I ought to be able to spot a break in its filament. Next, I check the bulb to see if I am right. If the ftla ment is ruptured, I've confirmed my suspicions. However, if the bulb is in working order I now have evidence that my explanation is wrong. Something else must be causing the problem. This simple strategy-making and testjpcr a prediction1 associated "'With an explanation-is at the heart of the method � which ideas are put to the test in science. As we shall soon see, however, explanation testing is rarely as straightfor ward as in the case we just considered. It may be difficult to setde on a pre diction that can provide unambiguous evidence for an explanation. Unlike our 52 __L__ TESTING EXPLANATIONS 53 example, moreover, we cannot test every explanation by simply looking to see what is the case in the natural world. Often, the testing of an explanation requires the creation of artificially imposed circumstances designed specifically to yield a decisive prediction. The net result is that a great deal ofeffort is often required to design and execute a competent scientific test. To get a grasp of the problems that may be encountered in designing and carrying out an experi ment, let's look at a few case studies from the world of science. Along the way, we will set forth two criteria that any good scientific test satisfy. H O W T O T E S T A N E X P L A N AT I O N One of the more interesting episodes in the history of science involves the the ory of spontaneous generation. As recently as the late 1800s many people believed that living organisms could be generated from nonliving material. One physician in the seventeenth century, for example, claimed that mice arose from a dirty shirt and a few grains of wheat placed in a dark corner. Similarly, it was thought that maggots-tiny white wormlike creatures, the larval stage of common houseflies-were generated spontaneously out of decaying food. In 1688, an Italian physician, Francesca Redi, published a work in which he chal lenged the doctrine that decaying meat will eventually turn into flies. The fol lowing passage is from Redi's Experiments in the Generation of Insects: . . I began to believe that all worms found in meat were derived directly from the droppings of flies, and not from the putrefaction of meat, and I was still more confirmed in this belief by having observed that, before the meat grew wormy, flies had hovered over it, of the same kind as those that later bred in it. Belief would be vain without the confirmation ofexperiment, hence in the middle ofJuly I put a snake, some fish, some eels from the Arno and a shce of milk-fed veal in four large wide mouthed flasks; having well closed and sealed them, I then filled the same number of flasks in the same way, only leaving these open.1 In this passage Redi does a number of things. He tells us of the observations that led him to his explanatory hypothesis and then gives us his explanation. Next, he describes the test he carried out. Though he doesn't explicitly set forth his prediction, it seems clear from what he says. Here are the various ele ments of his test: Explanation: worms (maggots} are derived directly from the droppings of flies. Experimental conditions: two sets of flasks are filled with meat or fish. One set is sealed and the other is left open so that flies can enter. Prediction: worms will appear only in the second set of flasks. Is Redi's test a good one? Is it, in other words, sufficiently well designed to enable him to decide whether his explanation is correct? To answer these 54 CHAPTER FOUR questions, we need to look at the conclusions we would be justified in draw ing given the experiment's two possible outcomes. Consider first what follows if the predicted result fails to occur-if worms appear in the sealed flasks as well, or if there are no worms in either set. Are we entitled to reject Redi's hypothesis? The answer here is not as clear as it may seem. What, for example, if the seals were not perfect? Perhaps then flies may have contaminated the sealed containers. Or what if flies for some reason did not lay eggs in the unsealed flasks? If either of these possibilities is the case, it may be that Redi's hypothesis is right after all. So we can reject Redi's expla nation, but only provided we have no reason to suspect anything has happened to compromise the experiment, anything, that is, like the two possibilities above. One feature of a well designed experiment, then, is that it will take suf ficient precautions to ensure that the prediction ought to occur if the expla nation is right. If the sealed flasks have not been compromised, and if both sets were exposed to sufficient numbers of flies, Redi's experiment meets what we might call the falsifiability criterion: A good test will be designed to rule out factors that could account for a failed prediction even if the explanation is correct. If this criterion is met, an experiment will enable us to reject a faulty explana tion. If we are sure that something will happen if the explanation is right, and if that something fails to occur, we can conclude that the explanation must be wrong.Though we can hardly expect to anticipate all ofthe things that could go wrong in designing and carrying out an experiment, it is always worthwhile to pause and think about potential problems that might compromise the results. For example, in any experiment involving an apparatus (like Redi's flasks) we would do well to make sure the apparatus is operating properly. Consider next what follows if the predicted result occurs. In fact, Redi did get the results he expected. The passage continues: It was not long before the meat and fish, in these second vessels, became wormy and flies were seen entering and leaving at will; but in the closed flasks I did not see a worm though many days had passed since the dead flesh had been put in them. Has Redi established his explanation? Can we be sure the worms are due to fly droppings? Once again, the answer requires a bit of qualification. Before we embrace Redi's explanation, we must be sure that nothing else---other than fly droppings-could account for his results. Many scientists of Redi's time believed in the doctrine of spontaneous generation and looked upon his results with some suspicion. They speculated that there might be some "active princi ple" in the air necessary for spontaneous generation. By depriving the meat and fish in the sealed containers of a sufficient flow of fresh air, they reasoned, Redi may have inadvertently prevented the spontaneous generation of worms. Thus, it seems at least a possibility that Redi's explanation is wrong even though his prediction turned out to be right. In light of this objection, Redi modified his experiment. Rather than seal ing the first set of flasks, he covered them with a "fine Naples veil" that kept TESTING EXPlANATIONS QUICK REVIEW 4.1 55 Falsifiability and Verifiability To be well designed, an experiment must meet two criteria: Falsifiability-A good test will rule out factors that could account for a failed prediction even if the explanation is right. Verifiability-A good test will rule out f�ctors that could explain a successful prediction if the explanation is wrong. A test that does not meet the falsifiability criterion cannot reject an explanation. One that does not meet the verifiability criterion cannot confirm an explanation. flies from coming into contact with the meat and fish but did allow air to cir culate. Carrying out this modified experiment Red.i once again obtained the expected results: worms appeared only in the covered flasks. By this maneuver Redi was able to rule out the possibility that some something in the air might be responsible for his results .As a result, the conclusion that fly droppings were responsible for the worms was on a much stronger footing. The modification Redi needed to make to test his explanation suggests a second criterion that a decisive explanatory test must satisfy: A good test will be designed to accommodate factors that could account for a successful prediction, even if the explanation is wrong. This second requirement is called the verifiability criterion because we cannot accept a test as having verified an explanation unless we have good reason to believe that nothing else could have accounted for the predicted result. In tests of causal explanations like Redi's, experimental and control groups will often be used to satisfY the verifiability criterion. The members of the two groups will differ in only one respect. The experimental group but not the control group will be subject to the suspected cause. (In such experiments, the suspected cause will sometimes be called the independent variable and its claimed effect, the dependent variable.) The prediction, then, will be that only members of the experimental group will respond in the appropriate way. Thus, in Red.i's second test, the experimental group was composed ofthe bits ofmeat and fish in the veil-covered flasks and the control specimens were those in the open flasks. His prediction was that worms would be found only in the latter group, the open flasks. Control groups provide an effective counter to the nag ging possibility that some unknown explanatory factor may have been over looked, something that may account for a successful outcome even if the explanation is wrong. For if the experimental and control groups are identical it is hard to imagine some factor other than the suspected cause that could be responsible for the predicted difference in outcomes between the two groups. One further feature ofRedi's work is worth noting. Under naturally occur ring conditions it would probably have been impossible to isolate specimens of meat and fish having absolutely no contact with flies. To test his explanation CHAPTER FOUR 56 Redi found it necessary to put his specimens in a somewhat unnatural envi ronment. But explanation testing does not always involve the kind of con trived, "laboratory" conditions required by Redi. Sometimes nature will pro vide the clues necessary to test an explanation. Consider, for example, the test described in the following news story. Satellite Supports "Big Bang"Theory Phoenix-A NASA satellite has provided powerful evidence supporting the "big bang" theory, which holds that the universe began over 15 billion years ago with the most colossal explosion ever. John C. Mather, an astronomer with the space agency, said Thursday that precise measurements by the Cosmic Background Explorer satellite of the remnant energy from the big bang given readings that are exactly as the theory predicted. The theory, first aired in the 1920s, posits that all matter in the universe was once compressed into an exceedingly small and super-heated center that exploded, sending energy and particles outward uniformly in all directions. At the moment of the explosion, temperatures would have been trillions and trillions of degrees and have been cooling ever since. If the theory is correct, astronomers expected an even distribution of temperatures just fractionally above absolute zero to still exist in the universe as an afterglow from the explosion. Mather said that a Cobe instrument called the Far Infrared Absolute Spectrophotometer has now taken hundreds of millions ofmeasurements across the full sky and has determined that the primordial temperatures are uniformly distributed. He said the uniform temperature left from the big bang is 2.726 degrees above absolute zero--or about minus 456.9 degrees F.2 This story reports on the results of an experiment done to provide new evi dence for an explanation most astronomers and cosmologists accept: the big bang theory. (Even the most well entrenched explanations can benefit from further confirmation, particularly if they involve elements-like the big bang theory-that cannot be directly observed.) The theory predicts a uniform tem perature throughout the universe and consists of millions of measurements taken across the full sky. Now, this experiment clearly satisfies the falsifiability criterion, unless we have some reason to suspect the apparatus used to take the measurements. If the big bang theory is right, there should be a uniform afterglow and it ought to be detectable using the techniques mentioned. But does it meet the verifi ability condition? Can we, in other words, rule out the possibility that some thing else might explain the predicted result? Perhaps not, if the prediction were simply that there should be a uniform temperature throughout the uni verse. Other cosmological theories might be able to account for the unifor mity. Or a successful match between prediction and actual outcome may be a matter ofhappenstance. Mter all, the universe either has a uniform background temperature or it does not. Perhaps the match was just a bit of luck. But the actual prediction involves a bit more. The story goes on to say: _ _l TESTING EXPLANATIONS 57 Craig Hogan, a University of Washington astronomer, said the new research "is verifting the textbooks" by providing powerful evidence for the theory. Hogan said that the Cobe results exacdy match the theoretical curve of temperature energy decay that would be expected in the big bang theory. This new passage suggests the verifiability condition is met, largely because of the specificity of the prediction. The big bang theory predicts a very specific temperature at a very specific time in the development of the universe. And, as it turns out, the universe is just as advertised. The close fit between prediction and experimental outcome would be hard to explain if the big bang theory were wrong! Natural observations can also yield evidence that an explanation may be wrong. Here is another recent news story pertaining, coincidentally, to the big bang theory: Discovery Qffers Fresh Insight into Makeup cif Universe Astronomers have discovered a pair of collapsed stars, remnants of catastrophic supernova explosions, that may be composed entirely of free quarks, the never before observed building blocks of the protons and neutrons that make up normal matter. The discoveries imply that long standing theories governing how stars die when their nuclear fuel is exhausted need a major overhaul to explain the existence of "strange quark stars," the last possible step before the ultimate collapse into a black hole.' The story describes the work of David Helfand, an astronomer at Columbia University, using NASA's Chandra X-Ray Observatory. Helfand examined a spinning pulsar 10,000 light years away known as 3C58. The story goes on: Neutron stars cool offby radiating tiny particles called neutrinos. After 10 years, such a star's temperature should be about 5 million degrees. After that, it cools more slowly. Given its age, Helfand expected the temperature of 3C58 to be a bit less than 2 million degrees. "Our observations show in the case of this remnant that the temperature is far lower than that and the energy being radiated is down by at least a factor of10 from what was expected," he said. "This observation requires a fundamental revision in our models of the structure and evolution of neutron stars." Prevailing "models of the structure and evolution of neutron stars" predict the temperature of 3C58 should be a bit less than 2 million degrees. But the mea surements taken by Helfand suggest its temperature is much lower. The received explanation-the currently accepted model-predicts a certain tem perature, but observation reveals that the predicted result is quite wrong. If there is no way of accounting for this discrepancy as an artifact of the tech niques used to make the measurements, this experiment makes quite a strong case against the prevailing model. It is rare for a big idea in science to be verified or falsified by the results of a single experiment. Typically, the results of one test will provide tentative CHAPTER FOUR 58 QUICK REVIEW 4.2 Designing a Decisive Test for an Explanation Imagine experimental conditions under which something very specific the prediction-should happen if the explanation is right. Modify experimental design to accommodate problems. evidence and point in the direction of needed further experimentation, much as Redi 's initial experiment pointed to the need for a further experiment involving free flowing air. Even after Redi had confirmed his explanation, much remained to be done. Building on the work of Redi and others, later researchers were able to look much deeper into the phenomenon Redi had documented. Their work made use of a new scientific instrument, the micro scope, to observe the behavior of bacteria and other microorganisms to refine TESTING EXPLANATIONS 59 the explanatory ideas developed by Redi. Similarly, the negative results ofa sin gle test will rarely be sufficient to overturn an explanation, especially if it has been well confirmed by previous experimental results. No doubt current ideas about the structure and evolution of neutron stars will be modified in light of the experimental results discussed above. But the larger theory of which it is a part-the big bang theory-will remain intact though slightly modified to reflect these results. H O W N O T TO T E S T A N E X P L A N A T I O N We have said that a decisive test must satisfy two criteria-falsifiability and ver ifiability. Perhaps the most effective way to underscore their importance is by looking at an experiment in which neither is satisfied. The experiment described in the following passage is intended to shed light on the question of whether or not animals have ESP. At mealtime you might put out two feedpans instead of one for your dog or cat. The feedpans should be located so that they are equally convenient to the animal. They should be placed six to eight inches apart. Both should contain the same amount of food and avoid using a feedpan the animal is familiar with. Pick the dish you wish the animal to eat from and concentrate on it. In this test, the animal has a 50% chance of choosing correctly half the time.You may want to keep a record of his responses over several weeks to determine how well your pet has done.4 The explanation under scrutiny here is that animals are receptive to human thoughts via ESP and the prediction is that, under the experimental conditions outlined, pets will pick the dish we are thinking of more than 50 percent of the time. (Not a 50 percent chance "halfthe time" as the author of the passage claims!) Is the test described in the passage a good one? First we must ask whether it meets the falsifiability condition. Is there anything that could account for a failed prediction if the explanation is true? Suppose you were to say to your pet, in an entirely monotonous tone ofvoice,"Eat out of the red dish, the dish on the left, Fido." I doubt Fido would grasp the meaning of your words. Domestic animals tend to react to a complex of behavioral cues, some given by vocal inflection, but not to the meaning of words uttered in their presence. Thus if saying aloud, "eat out of the red dish"will not do the trick, it is doubt ful that thinking the same thing silently will work. Nor will it do to "picture" in your "mind's eye" the red bowl. I doubt Fido would react in the appropri ate way to an actual picture of the bowl, so it seems highly unlikely Fido would react to nothing more than a "mental picture" of the red bowl. Thus, under the experimental conditions described in the passage, it seems entirely possible that Fido may fail even if he or she has some incipient extrasensory powers. A failed prediction, then, would not entitle us to conclude that animals do not have ESP unless we are Vlfilling to grant the entirely dubious claim that animals can understand human thoughts and words. CHAPTER FOUR 60 Does the test satisfY the verifiability condition? Is there anything that could account for a successful outcome if the explanation is false? A number of things come to mind here that might explain a successful outcome. First, suppose that our subject tended to go to one bowl instead of the other. It is possible that the experimenter, who is both sending the instructions and observing the out come, will inadvertently think of the dish the pet favors. Second, domestic ani mals are very good at discerning nonverbal cues. It may be that the experi menter is inadvertently looking at or standing in the direction of the dish being thought about and the experimental subject is picking up these cues. Finally there may be some bias at work on the part of the experimenter. Suppose our experimenter were convinced in advance of doing the experiment that animals have ESP. In recording or evaluating the subject's responses, the experimenter might inadvertendy leave out responses that would othern·ise provide evidence against animal ESP. As you can see, the experimental test sketched in the passage is poorly designed in that it will enable us to conclude neither that pets do or do not have ESP. The kind of analysis we have just completed should be done as a part of the design of any experiment. If our first attempts at designing an experiment fail to satisfY our two criteria we can go back to the drawing board armed with what we have discovered about potential weaknesses. Our subsequent design efforts are bound to do a more effective job of satisfying our two criteria. T E S T I N G E X T R A O R D I N A RY C L A I M S With a few modifications, the experimental strategy used t o test explanations can be used to test extraordinary claims of the sort discussed in Chapter 2. Consider one such claim. People, known as "water witches" or "dowsers" claim they can detect water with a simple forked wooden branch. Dowsers loosely grasp one of the forks in each hand and point the branch straight ahead, par allel to the ground When they approach a source of water, the dowsing rod, as the forked stick is called, will point in the direction of the water, much as a compass needle will point in the direction of magnetic north. Many successful dowsers claim to be able to pinpoint sources of water for purposes of well drilling and some even claim to have found water where conventional geolo gists have failed. As with most extraordinary claims, the evidence for dowsing is sketchy. We must rely on the testimony of dowsers and their clients about past perform ances. Moreover, the fact that a dowser, say, points to a location, a well is drilled and water discovered does not show that the dowser actually located water with his or her dowsing rod. That water was found at the indicated location may have been a coincidence, or there may have been vtsual clues to aid the dowser-patches of greenery near the chosen location, etc. And we have no real sense of dowsers' success rates, other than what they and their clients report. How often are they mistaken? Our challenge, then, is to devise an _ __ l_ TESTING EXPLANATIONS 61 experiment that will give us decisive evidence, one way or the other, about the dowser's claimed ability. To satisfY the falsifiability condition, we need to come up with a set of con ditions under which nothing could explain a dowser's failure other than an inability to find water with a dowsing rod. A good rule of thumb in setting up tests of extraordinary claims is to consult the experimental subject or subjects prior to designing the experiment. We want to set up conditions under which the experimental subjects will agree, in advance, that they ought to be able to perform. Otherwise failure in the actual test may be taken to show only that the experiment is hostile to the ability we are attempting to test. But if our subjects concur that the experiment approximates conditions under which they should be able to perform, such excuses lose much of their steam. If a per son says he or she can perform under a given set of conditions, it is hard to take seriously protestations to the contrary particularly after a failed test. To satisfy the verifiability condition we need experimental conditions under which nothing could explain our subject's success other than a real abil ity to dowse. What we want to try to rule out is the possibility of cheating, coincidence, inadvertent cuing on our part, visual or audio clues as to where the water is, and the like. If we succeed in imposing controls sufficiently tight to rule out these possibilities, success by the dowser can be taken to vindicate his or her claimed extraordinary ability. Now that we have a sense of what a good experiment ought to involve, let's try our hand at actually designing one. Imagine we have contacted a group of the country's most well known and successful dowsers and all have agreed to take part in our experiment. We propose the following test.We will place before each dowser ten identical large ceramic jars with covers, arranged in a straight line equidistant from one another. Only one of the jars will contain water. The other nine will be empty. The dowser will be allowed to approach each jar but not to touch any jar.We will only test subjects who agree that they should be able to find the single jar with water. f:We might give them a chance to dowse a jar they know contains water to insure that the experimental con ditions meet their approval.) If a dowser is successful, he or she will be retested once the jars are rearranged. Of course, our subject will be asked to leave the room while the jars are being rearranged. As an additional precaution, no one who knows the location of the jar containing water will be allowed to be in the room while a dowser is being tested. With all of the precautions we have built in, our experiment is well designed to provide unambiguous results. If a dowser can perform under such conditions we have strong evidence for dowsing. The odds of choosing the right jar in the first run are one in ten, in the first and the second, one in a hundred. It is hard to imagine anything other than dowsing that could explain such results in our tightly controlled experiment. If, instead, the dowsers fail, it would be hard to explain away the results given that the subjects have agreed that they should be able to perform under the test conditions. One feature of our test deserves special note.We have been careful to arrive at a prediction that sets a clear line of demarcation between success and failure. 62 CHAPTER FOUR If our dowser can find the jar containing water in two successive trials, he or she is successful; anything less constitutes failure. In designing controlled tests it is important to avoid predictions that blur the line between success and failure. Imagine, for example, we had decided to test our dowser by burying containers of water a few feet below the surface of a vacant lot. The dowser would then be instructed to place markers where he or she believed the con tainers to be located. Suppose the dowser placed markers within three or four feet of the location of one of the containers. Does this constitute a hit or a miss? Just how far off must a marker be before we consider it a miss? Or suppose markers are placed at ten locations when only five containers were buried and that seven of the markers are within a few feet of one or the other of the containers. How do we evaluate these results? Has our dowser suc ceeded or failed? The line between success and failure can be very difficult to draw when a prediction involves some sort of subjective impression on the part ofthe exper imental subject. Imagine, for example, we were to test a telepath-someone who claims to be able to read the thoughts of another. As part of our experi ment we instruct the telepath to sketch a simple picture that someone in another room is concentrating on. Suppose the person in the other room is looking at a postcard of a small sailboat moored at a marina and that the telepath produces a simple drawing that includes a vertical straight line and a narrow triangular shape that might correspond to a boat hull or sail.To make matters worse, several of the drawing's details conform clearly to nothing we can discern on the postcard. Is the telepath's impression accurate or inaccurate? Presuming we can decide what constitutes a detail or feature of the picture on the card, how many features or details must the telepath get right to be a clear indication of success? To take another example, imagine a tarot card reader were to give a per sonality analysis, based on the position and order of the cards, of someone unknown to the reader. The reading might indicate that the person in ques tion, say, "tends to be optimistic despite occasional moments of depression or pessimism" or "makes friends easily" or "displays clear leadership ability." How do we evaluate such claims? The problem here is not only with the generality of the predictions but with the lack of a clear basis for judging them. We must first arrive at an accurate personality profile of the person in question. Pre suming we could do this, what objective basis do we have for comparing our profile with that of the tarot card reader? No doubt any two sets of subjective impressions about a person's character will contain some words and phrases in common. How much similarity is required to put some stock in the analysis of the tarot card reader? In designing a test, then, it is crucial that we arrive at a prediction that clearly spells out the difference between success and failure. If in evaluating the results of a test we are unable to say precisely whether our subject has suc ceeded or failed, then our test has very little point. Fortunately, however, the prediction in our dowsing test seems to be clear and unequivocal; success and failure are clearly spelled out. TESTING EXPLANATIONS 63 QUICK REVIEW 4.3 Testing for an Extraordinary Ability No matter how well they are designed, tests of extraordinary abilities face a further difficulty. Suppose we run our test and all of our dowsers fail. Believ ers in dowsing are likely to explain away our results on the ground that we have tested the wrong people, that our experiment is flawed in ways neither we nor they understand, or even that dowsing only works "in the field" under noncontrolled conditions. They will probably go on to point out that dowsing has been practiced for hundreds of years; the earliest record of a successful dowsing dates to 1586, in Spain. Such objections are nearly impossible to counter, but for this reason they lack any real credibility. They boil down to nothing more than the claim that dowsing cannot be tested. We need only 64 reply that if it cannot be tested, then we have no reason to believe it works! Dowsing is something of an anomaly and as we found in Chapter 2, the bur den of proof lies with the believer, not the skeptic. Lacking any clear experi mental evidence for dowsing, then, it is reasonable to assume that dowsing does not work. S U M MARY The basic strategy used t o test a n explanation i s always the same. Isolate a pre diction that will occur if an explanation is correct. Tests can be undertaken under laboratory conditions where circumstances will be arranged to yield a prediction, or in the real world by checking the prediction against the facts. In either case, the prediction must enable us to reject the explanation ifit is wrong and to confirm it if it is correct. To accomplish this, any experiment must sat isfy two criteria. First, it must rule out factors that could account for predictive failure even if the explanation is correct (the falsifiability criterion) . Second, it must rule out factors that could explain predictive success even if the explana tion is wrong (the verifiability criterion). By a similar experimental strategy, extraordinary claims and abilities can be- tested. In such a test, care must be taken to insure that the predicted outcome is dear and measurable and that the sub ject or subjects believe they can perform under the conditions specified. EXERCISES Exercises 1-10 involve explanations and extraordinary claims or abilities. For each, design a decisive test, that is, one that satisfies both the verifiability andfalsifia bility criteria. In the case qf extraordinary claims and abilities, particularly, make sure the predicted dtfference between success tmd failure is clear and measurable. Be prepared to modify yourfirst rfforts when y ythm" would be "critical."As a result, his condi tion would be unstable, putting him in danger of a relapse. Few listeners took Thom 129 men's warning seriously. Gable days, and then comparing them and his doctors were probably unaware of it. On Wednesday, with your experiences of up and down days, of illness and health, 130 CHAPTER SIX of success and failure, you will be able to judge for yourself. 15. For years, stories have been cir culating about an internal com bustion engint>, invented sometime in the 1950s, that burns a simple combination of hydrogen and oxygen, instead of gasoline. This "water engine" as it is sometimes called, could revo lutionize the world economy freeing us of our dependence on fossil fuels and making trans portation virtually free to every one. But don't hold your breath. The major players in the global economy are a tight confedera tion of industries and countries involved in the manufacture, maintenance, and fueling of automobiles. So enormous is the global monetary investment in the status quo that it is virtually impossible that the water engine will even see the light of day.The major oil and automotive com panies have seen to it that all patents pertaining to this revolu tionary new invention are under their control and they have or chestrated the suppression of all information about this incredible new invention that would, if marketed, cost them billions of dollars. Ask any representative of the oil or automotive industry or any government official for that matter-about the water engine and I predict this is just what you will hear: either "no comment" or"there's simply no such thing." by 16. Thefollowing newspaper article appeared under the heading, "Ex USO Professor Theorizes About Alien Beings:'' Aliens from distant worlds maybe watching earth and making unofficial contact with selected humans, says a recently retired scientist at Oregon State University. His theory is that advanced and benevolent space beings may have adopted an embargo on official contact with earthlings, wish to avoid the chaos that could sweep the planet if their presence were suddenly revealed. Instead, they have adopted a "leaky embargo" policy that allows contact only with citizens whose stories are unlikely to be credible to scientists and the government, said the scientist, James W Deardorff, 58, professor emeritus of atmospheric sciences. 'They just want to let those know who are prepared to accept it in their minds that there are other beings," Deardorff said "They may want to slowly prepare us for the shock that could come later when they reveal " themselves. Deardorff is prepared to accept many ideas �oo�ed upon skeptically by other scientists, mduding telepathy and the possibility of time travel and physical dimensions other than space and time. His open-mindedness has made it more difficult to operate in the scien tific mainstream, where scientific committees have been formed to debunk theories about UFOs and psychic phenomena. "There's a l�t of polarization going _ on now," he sa1d, adding that he has had trouble getting some papers on extraterrestrials published in scientific journals. "There's a lot less middle ground than there used to be;• he said "lt:s n� accident that I'm getting more acnve tn this area now after retirement."11 ing 17. I have a new theory about that most mysterious of forces, grav ity. Though physicists can de- FALLACIES IN THE NAME OF SCIENCE experimenter instructs the com puter to proceed, one number at scribe for us the laws which gravity follows, they have failed a time. Prior to the generation entirely to explain the mecha of each number, an experimen nism by which gravity works. I think I have the answer. Every tal subject is instructed to think massive object in the universe "odd" or "even" and then to generates invisible, spring-like mark down their choice on a tendrils in the direction of every tally sheet. The experimenter other object in its inunediate then instructs the computer to vicinity. When these tendrils generate a number and the connect, they function like a result is tallied against the coiled spring, with the tension choice of the experimental subject. Several hundred trials varying in direct proportion to the product of the masses of the are run in this way. Under these experimental conditions, it is predicted that subjects with objects they connect and in inverse proportion to the square of the distance between the objects. I call these tendrils "vir telekinetic ability will score tual springs."Thus, virtual springs grow in strength as ob predict, i.e., the computer and much higher than chance would the experimental subject will agree more than 50 percent of the time. jects are closer together and weaken as objects recede from one another. That I am on to something remarkable is sug gested by the following. If my virtual spring theory is right, objects of differing masses should all accelerate toward another massive object, say, the surface of the earth, and, more over, should do so at roughly the same rate. By careful experimen tation I have established the truth of both these predictions. Massive objects all tend to fall toward the earth and tend to do so at precisely the same rate of acceleration, irrespective of mass! 18. 131 Telekinesis is the ability to bring about physical changes by purely mental processes. Is telekinesis for real? Consider the 19. Recently, I carried out a telepa thy experiment on 50 ofmy students. I shuffled a standard deck of playing cards. Sitting behind a screen that blocked me from my subject's line ofsight, I turned over the cards one at a time. I would concentrate on the value of the care--ace, three, king, etc.-and then instruct the subjects to record what they thought the card was. I did this for the entire deck. Now, simply guessing, we would expect someone to get about 8 percent right (1/13).And indeed, none of my subjects scored much higher or lower than this. But that is not the end of the story! Close analysis of the results following experiment. A com puter is programmed to gener shows that several students were within two cards of the card I ate numbers at random. When an odd number is generated, the was computer prints out "odd," and when an even number is gener ated, it prints out "even." An concentrating on nearly half the time! It seems clear to me that these subjects have demon strated at least some ability to pick up thoughts telepathically. CHAPTER SIX 132 20. From aflyer advertising a chiroprac tic clinic: bookends and other elephant figurines all around the house. Ronald Pero, Ph.D., researched the One man had an unpleasant life on a ship which ended when he was tied immune system at the University of and thrown overboard into the ocean Lund Medical School, Lund, Swe and drowned.The man had always den, and the Preventative Medical been afraid of water in this life and Institute, New York City. He meas ured both immune resistance to disease and the ability to repair ge netic damage. In a news report about his study in East/JtM>stjoumal, November 1989, chiropractic patients were compared to two groups: normal, healthy people, never learned to swim. I worked with this man to bring the drowning expe rience into the present time and helped him to release the emotions and fear connected with it. A month later he was swimming and inner tubing in Timothy Lake with his wife and sons. and cancer patients. The chiropractic patients were all in long term care on a wellness basis. Their immune func 22. mid. For example, you can in crease the life of a razor blade by four times stronger than the sick! And this increase occurred regardless of age. With ongoing chiropractic care, keeping it stored inside a simple plastic pyramid. If you don't believe me, try this simple ex the immune system does not deterio rate, as in other groups. 21. periment. After you use your razor, remove the blade, wash it in warm water and then dry the From an ad for past life drawings drawings by a psychic of the way we looked in ourpast lives: blade off. Finally, place it inside or under a small pyramid shaped container. I think you Since I've been doing Past Life Draw ings and Readings for people, I'm often amazed at how relevant the information is in their present lives. will be surprised at how long the blade retains its sharpness. 23. marvelous feat, consider the following explanation by sands of incarnations, I've found that there are usually three main past lives which are influencing our present hves G. Patrick Flannigen, self proclaimed pyramid power the most. expert: The shape of the pyra One woman that I did drawings for mid acts as a sort oflens or focus for the transmission of had a past life in India as a young male who rode and trained elephants to lift bio-cosmic energy. logs and move stones to build a tem completed, the man decided to spend the rest of his life meditating in the Ifyou are wondering how pyra mids manage to accomplish this Even though we may have had thou ple.Years later when the temple -was Many strange and wonderful things are attributed to the mysterious power of the pyra tion was measured to be two times stronger than the healthy people, and 24 A recent study has shown that, on average, a graduate of an ivy league college will make more temple. The woman revealed that she money over the course of his or had been doing Eastern meditation for her career than a graduate of many years and she also had a large any other college. Moreover, a graduate of an east coast college ceramic elephant lamp, elephant FALLACIES IN THE NAME OF SCIENCE will make more than a graduate of a midwestern, southern, or western college. It seems clear that if you want to make it financially, you ought to try to get into an ivy league school and, if you can't get in, at least go to college on the east coast. 25. Thefollowing newspaper story appeared under the headline, "Gyro scope Test Possibly Defies Grovity:" Japanese scientists have reported that small gyroscopes lose weight when spun under certain conditions, appar ently in defiance of gravity. If proved correct, the finding would mark a stunning scientific advance, but ex perts said they doubted that it would survive intense scrutiny. A systematic way to negate gravita tion, the attraction between all masses and particles of matter in the universe, has eluded scientists since the princi ples of the force were first elucidated by Issac Newton in the 17th century. The anti-gravity work is reported in the Dec. 18, 1989 issue of Physical results are presented with scientific understatement. The authors do not claim to have defied gravity, but simply say their results "cannot be explained by the usual theories." "It's an astounding claim," said Robert L. Park, a professor of director of the Washington office of the American Physical Society, which publishes Physical Review Letters. "It would be revolutionary if true. But it's almost certainly wrong. Almost all extraordinary claims are wrong." The experiment looked at weight changes in spinning gyroscopes whose rotors weighed 140 and 176 grams, or 5 and 6.3 ounces. When the gyro scopes were spun clockwise, as viewed from above, the researchers found no change in their weight. But when spun counterclockwise, they appeared to lose weight. 12 26. programs on conunercial televi sion tend to be lower achievers established that performance on standardized tests varies in in verse proportion to the amount of television a child under the articles are rigorously reviewed by other scientists before being accepted age of12 watches. The more television of this sort a child for publication, and it rejects far more than it accepts. Experts who have seen the report lapsed under close examination. The work was performed by Hideo Hayasaka and Sakae Takeuchi of the engineering faculty at Tohoku It seems that children who spend more time watching popular in school. Several studies have by no obvious sources of experimental error, but they cautioned that other seemingly reliable reports have col physics at the University of Maryland who is Review Letters, which is regarded experts as one of the world's leading journals of physics and allied fields. Its said that it seemed to be based on sound research and appeared to have 133 27. watches, the lower are his or her scores likely to be. Nostradamus, a sixteenth century French physician, is said to have predicted with great aauracy things that occu"ed long his death. tifter Nostradamus' prophedes were writ ten as short poems, called quatrains. The following are said toforetell recent events· University in Sendai,Japan. Unlike the exaggerated claims One burned, not dead, but apoplectical, made for low-temperature or"cold" Shall be found to have eaten up his nuclear fusion this year, the current hands, 134 CHAPTER SIX When the city shall damn the hereti cal man, Who as they thought had changed their laws. To the great empire, quite another shall come, Being distant from goodness and happiness, Governed by one of base parentage The kingdom shall fall, a great unhappiness. A prominent Nostradamus scholar gives the following in terpretations.The first quatrain refers to President Nixon's downfall and the Watergate scandal. The second is said to predict the rise and dominance of communism and the subse quent subjugation of the West ern democracies. 13 28. From aflyer headed "Does Sunday School Make a Dijference?": MaxJuken lived in NewYork. He did not believe in religious training. He refused to take his children to church, even when they asked to go. He has had 1,062 descendants; 300 were sent co prison for an average term of 13 years; 190 were prostitutes; 680 were admitted alcoholics. His family, thus far, has cost the state in excess of$420,000. They made no contribution to society. Jonathan Edwards lived in the same state, at the same time as the Jukes. He saw that his children were in church every Sunday. He had 929 descen dants, of these 430 were ministers; 86 became college professors; 13 became university presidents; 75 authored good books; five were elected to the United States Congress, and two to the Senate. One was Vice President of his nation. His family never cost the state one cent, but has contributed to the life of plenty in this land today. 29. Some dentists and "alternative" medical practitioners believe we are being poisoned by mercury contained in our dental fillings. When we chew, minute quanti ties of mercury are released from our fillings and are ingested into the body. Over time, the amount of mercury in the body is liable to reach toxic propor tions. A flyer on mercury toxic ity and dental fillings gives the following as symptoms related to mercury poisoning and sug gest that if you have more than a few, you ought to carefully consider having you mercury amalgam filling removed: Anxiety Apathy Confusion Depression Emotional instability Fits of anger Irritability Nervousness Nightmares Tension High blood pressure Low blood pressure Chronic headaches Dizziness Muscle twitches Ringing in Colds hands or feet Decreased sexual activity Leg cramps Pain in joints Weight loss Fatigue Drowsiness Lack of energy Allergies Over-sleeping Bad breath Bleeding gums Acne Rough skin Skin flushes 30. Unexplained skin rashes Dear Ann Landers: In a recent column, you recounted how Reader's Digest tested the hon esty of Europeans by dropping wallets in various cities. You FALLACIES JN THE NAME OF SCIENCE wondered how the United States would fare ifput to the same test.Well, we can tell you.WE did some U.S. testing and printed the results in the December 1995 issue. Here's a copy. Public Relations Associate Director, Reader� Digest Dear Lesta: Many thanks for the assist. I'm sure my readers will find the re sults interesting. I certainly did. Read if you're wondering how your city stacked up (I thought Chicago would have done very well), you might not find the answer here. The experiment was Of the 120 wallets dropped, 80 were returned with all the money intact. Seattle turned out to be the most honest city. Nine of the ten wallets dropped in Seatde were re turned with the $50 inside. Three smaller cities turned out to be Lesta Cordil ers, 135 done in only 12 cities. Here's how it was set up· One hundred and twenty wallets containing $50 each were dropped on the streets and in the shopping malls, restaurants, gas stations and office buildings in a number of U.S. cities. In each wallet was a name, local address, phone number, family pictures and coupons, as well as the cash. A Reader's Digest reporter followed on the heels of the wallet-croppers, and this is what his research revealed. very near the top for honesty; Meadville, Pa.; Concord, N.H.; and Cheyenne, \Vyo. In each of these cities eight wallets were returned and two were not. St. Louis came in next--of the ten wallets dropped, seven were returned and three were kept. The suburbs of Boston ties with St. Louis. The suburbs of Los Angeles were not quite as hon est. Six wallets were returned, four were kept. Four cities-Las Vegas; Dayton, Ohio; Atlanta; and the suburbs of Houston - shared the poorest records. Five wallets were returned and five were kept. Small towns scored 80 percent returns and proved to be more honest than larger cities, with the exception of Seattle. Women, it turned out, were more honest than men - 72 percent to 62 percent.Young people posted a 67 percent return rate - the same as the overall average. 14 A S O L U T I O N TO E X E R C I S E 1 The suggestion in this passage is that else. Now, even ifsuch a correlation could there is some sort of causal connection be established, serious questions could be between an interest in science and an raised about its significance. There are a interest in music. Thefacts about Einstein number of ways ofexplaining such a cor� and Newton are most likely meant to relation short ofsuggesting that an inter� though the passage does not come right ested in a career in science. imply a correlation between the two, out and say that a higher percentage of est in music causes one to bewme inter� The real problem with the passage, scientists than nonscientists are interested however, is that it involves the fallacy in music. Otherwise there would be no have called "FalseAnomalies. "� are told reason to believe that a child� interest in music would lead him or her to pursue a career in science rather than something we
Source Exif Data:File Type : PDF File Type Extension : pdf MIME Type : application/pdf PDF Version : 1.6 Linearized : No Author : Create Date : 2010:09:13 10:18:23+08:00 Modify Date : 2011:08:27 16:52:50+08:00 Subject : image XMP Toolkit : Adobe XMP Core 5.2-c001 63.139439, 2010/09/27-13:37:26 Format : application/pdf Creator : Description : image Title : Creator Tool : OKI Hotkey Metadata Date : 2011:08:27 16:52:50+08:00 Producer : Adobe Acrobat 10.1 Paper Capture Plug-in with ClearScan Document ID : uuid:9fdbfae9-a2b0-4e39-8a62-6496e85d369a Instance ID : uuid:abc590a5-97dc-4c8f-ac41-07246a747e39 Page Count : 153EXIF Metadata provided by EXIF.tools