The Big Picture

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by Carroll, Sean M.


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  hear “proof” used in casual conversation, where it’s closer to “sufficient evi-

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  dence that we believe something is true.”

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  In a court of law, where precision is a goal but metaphysical certitude can

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  never be attained, the flexible nature of proof is explicitly recognized by

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  invoking different standards depending on the case. In US civil courts,

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  proving your case requires that a “preponderance of evidence” be on your

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  side. In some administrative courts, “clear and convincing evidence” is re-

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  quired. And a criminal defendant is not considered to be proven guilty

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  unless the case has been demonstrated “beyond a reasonable doubt.”

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  None of these would impress a mathematician in the slightest; their first

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  instinct would be to start thinking about the unreasonable doubts. Scien-

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  tists, who have often taken a few math courses in their day, tend to have a

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  similar idea about what constitutes proving something— and they know

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  that it’s not what they do for a living. So if a scientist says “Human activity

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  is heating up the planet,” or “The universe is billions of years old,” or “The

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  Large Hadron Collider is not going to make a black hole that will gobble

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  up the Earth,” all you have to do is innocently ask whether they can really

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  prove it. Once they hesitate, you will have won a rhetorical victory. (You

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  will not have made the world a better place, but that’s your decision.)

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  •

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  Let’s see the distinction more explicitly. Here is a mathematical theorem:

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  There is no largest prime number. (Primes are whole numbers greater than

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  zero that can be evenly divided by only one and themselves.) And here is

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  a proof:

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  Consider the set of all the prime numbers: {2, 3, 5, 7, 11,

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  13 . . . }. Suppose that there is a largest prime, p. Then there are

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  only a finite number of primes. Now consider the number X

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  that we obtain by multiplying together all of the primes from

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  our list, exactly once each, and adding 1 to the result. Then X is

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  clearly larger than any of the primes in our list. But it is not di-

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  visible by any of them, since dividing by any of them yields a

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  remainder 1. Therefore either X itself must be prime, or it must

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  be divisible by a prime number larger than any in our list. In

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  either case there must be a prime larger than p, which is a con-

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  tradiction. Therefore there is no largest prime.

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  Here is a scientific belief: Einstein’s theory of general relativity (GR)

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  accurately describes how gravity works, at least within the solar system, and

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  at least to an extremely high accuracy. And here is the argument for it:

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  GR incorporates both the principle of relativity (posi-

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  tions and velocities can be measured only relative to other ob-

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  jects) and the principle of equivalence (in small regions of space,

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  gravity is indistinguishable from acceleration), both of which

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  have been tested to very high precision. Einstein’s equation of

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  GR is the simplest possible non- trivial dynamic equation for the

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  curvature of spacetime. GR explained a preexisting anomaly—

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  the precession of Mercury— and made several new predictions,

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  such as deflection of light by the sun and the gravitational red-

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  shift, which have successfully been measured. Higher- precision

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  tests from satellites continue to constrain any possible devia-

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  tions from GR. Without taking GR effects into account, the

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  Global Positioning System would rapidly go out of whack, and

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  by including GR it works like a charm. All of the known alter-

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  natives are more complicated than GR, or introduce new free

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  parameters that must be finely tuned with experiment to avoid

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  contradiction. Furthermore, we can start from the idea of mass-

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  less graviton particles that interact with all sources of energy,

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  and show that the only complete version of such a theory leads

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  to GR and Einstein’s equation. Although the theory is not suc-

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  cessfully incorporated into a quantum- mechanical framework,

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  quantum effects are expected to be negligible in present- day ex-

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  periments. In particular, quantum corrections to Einstein’s

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  equation are expected to be unobservably small.

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  None of the details here is important; what matters is the difference in

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  underlying method. The mathematical proof is airtight; it’s just a matter of

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  following the rules of logic. Given the assumptions, the conclusion neces-

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  sarily follows.

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  The argument in favor of believing general relativity— a scientific one,

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  not a mathematical one— is of an utterly different character. It’s abduction:

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  hypothesis testing, and accumulating better and better pieces of evidence,

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  seeking the best explanation of the phenomena. We throw a hypothesis out

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  there— gravity is the curvature of spacetime, governed by Einstein’s

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  equation— and then we try to test it or shoot it down, while simultaneously

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  searching for alternative hypotheses. If the tests get better and better, and

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  the search for alternatives doesn’t turn up any reasonable competitors, we

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  gradually start saying that the hypothesis is “right.” There is no sharp, bright

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  line that we cross, at which the idea goes from being “just a theory” to being

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  “proven correct.” When scientists observed the deflection of starlight

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  during a total eclipse of the sun, just as Einstein had predicted, that

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  didn’t prove that he was right; it simply added to a growing pile of evidence

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  in his favor.

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  It is an intrinsic part of this process that the conclusion didn’t have to

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  turn out that way. We could certainly imagine a world in which some more

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  complicated theory than Einstein’s was the empirically correct theory of

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  gravity, or perhaps even one in which Newtonian gravity was correct. De-

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  ciding between the alternatives is not a matter of proving or disproving; its

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  a matter of accumulating evidence past the point where doubt is reasonable,

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  updating our credences along the way like good Bayesians. This is a funda-

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  mental difference between the kind of knowledge given to us by mathemat-

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  ics/ logic/ pure reason and the kind we get from science. The truths of math

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  and logic would be true in any possible world; the things science teaches us

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  are true about our world, but could have been false in some other one. Most

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  of the interesting things it is possible to know are not things we could ever

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  hope to “prove,” in the strong sense.

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  Even when we do believe a theory beyond reasonable doubt, we still

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  understand that it’s an approximation, likely (or certain) to break down

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  somewhere. There could very well be some new hidden field that we haven’t

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  yet detected that acts to slightly alter the true behavior of gravity from what

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  Einstein predicted. And there is certainly something going on when we get

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  down to quantum scales; nobody believes that general relativity is really the

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  final word on gravity. But none of that changes the essential truth that GR

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  is “right” in a certain well- defined regime. When we do hit upon an even

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  better understanding, the current one will be understood as a limiting case

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  of the more comprehensive picture.

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  These features of science— a form of knowledge gathering that we under-

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  stand relatively well— apply more broadly. The basic recognition is that

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  knowledge, like most things in life, is never perfect. Inspired by logically

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  rigorous proofs of geometry, Descartes wanted to establish an absolutely

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  secure, bedrock foundation for our understanding of the world. That’s just

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  not how knowledge of the world works.

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  Think about Bayes’s Theorem: the credence we place in an idea after re-

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  ceiving some new information is the prior credence we started with for that

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  idea, times the likelihood of obtaining that new information if our idea was

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  correct. At first glance, it seems easy to achieve perfect certainty: if the like-

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  lihood for a particular outcome is exactly zero according to some idea, and

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  we observe that outcome to occur, our credence in that idea gets set to zero.

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  But if we’re being scrupulous, we shouldn’t ever think that the likeli-

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  hood of observing a particular outcome is precisely zero. You might think

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  something like “In special relativity, particles never travel faster than light,

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  so I have zero credence that I would ever observe a faster- than- light particle

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  if special relativity were correct.” The problem is that your observations

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  could always be mistaken. Maybe you think you’ve seen a particle traveling

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  faster than light, but instead your apparatus was faulty. This is always pos-

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  sible, no matter how careful you are. We should always imagine that there

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  is some nonzero likelihood for absolutely any observation in absolutely any

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  theory.

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  As a result, our credences never go all the way to zero— nor precisely to

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  100 percent, since there are always competing possibilities. And it’s a good

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  thing that credences never reach these points of absolute certainty; if they

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  did, no amount of new evidence could ever change our minds. That’s no

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  way to go through life.

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  Not everyone agrees, of course. You may have heard that there is a long-

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  running dispute about the relationship between “faith” and “reason.” Some

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  argue that there is perfect harmony between them, and indeed there have

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  historically been many successful scientists and thinkers who have been

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  extremely devout. Others argue that the very notion of faith is inimical to

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  the practice of reason.

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  The discussion is complicated by the presence of multiple incompatible

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  notions of what is meant by “faith.” A dictionary might define it as “trust”

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  or “confidence” in a belief, but it will go on to offer meanings along the lines

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  of “belief without justification.” The New Testament (Hebrews 11:1) says

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  “Now faith is the substance of things hoped for, the evidence of things not

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  seen.” For many, faith is simply a firm conviction in their religious beliefs.

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  The word “faith” is highly charged, and this isn’t the place to argue over

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  how it should be defined. Let us merely note that sometimes faith is taken

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  as something that is absolutely certain. Consider these statements from the

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  Catechism of the Catholic Church:

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  • The faithful receive with docility the teachings and directives

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  that their pastors give them in different forms.

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  • To obey (from the Latin ob-audire, to “hear or listen to”) in

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  faith is to submit freely to the word that has been heard, be-

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  cause its truth is guaranteed by God, who is Truth itself.

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  Abraham is the model of such obedience offered us by Sacred

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  Scripture. The Virgin Mary is its most perfect embodiment.


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  • Faith is certain. It is more certain than all human knowledge

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  because it is founded on the very word of God who can-

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  not lie.

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  It is this kind of stance— that there is a kind of knowledge that is certain,

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  which we should receive with docility, to which we should submit— that I’m

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  arguing against. There are no such kinds of knowledge. We can always be

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  mistaken, and one of the most important features of a successful strategy for

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  understanding the world is that it will constantly be testing its presupposi-

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  tions, admitting the possibility of error, and trying to do better. We all want

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  to live on a stable planet of belief, where the different parts of our worldview

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  fit together harmoniously; but we want to avoid being sucked into a black

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  hole of belief, where our convictions are so strong that we can never escape,

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  no matter what kind of new insight or information we obtain.

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  You will sometimes hear the claim that even science is based on a kind

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  of “faith,” for example, in the reliability of our experimental data or in the

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  existence of unbreakable physical laws. That is wrong. As part of the prac-

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  tice of science, we certainly make assumptions— our sense data is giving us

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  roughly reliable information about the world, simple explanations are pref-

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  erable to complex ones, we are not brains in vats, and so forth. But we don’t

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  have “faith” in those assumptions; they are components of our planets of

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  belief, but they are always subject to revision and improvement and even, if

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  necessary, outright rejection. By its nature, science needs to be completely

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  open to the actual operation of the world, and that means that we stand

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  ready to discard any idea that is no longer useful, no matter how cherished

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  and central it may once have seemed.

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  Because we should have nonzero credences for ideas that might seem com-

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  pletely unlikely or even crazy, it becomes useful to distinguish between

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  “knowing” and “knowing with absolute logical certainty.” If our credence

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  for some proposition is 0.0000000001, we’re not absolutely certain it’s

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  wrong— but it’s okay to proceed as if we know it is.

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