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| False Cause, Misdiagnosis,
                  and the Fallacy of Affirming the Consequent I recently overheard two physicians
                discussing the following
                medical mistake.  A teenage
                girl had come
                down with mono that even after the fever and other signs
                went away, left her
                with a lump in her neck area.  At
                least
                one, if not both parents were physicians and they told
                her it was just from the
                mono.  Her pediatrician also
                had said
                that was what it was.  The
                girl complained
                about it repeatedly but every physician said the same
                thing until years later
                one did a biopsy and found out it was a malignancy that
                had been growing from
                the beginning and then spreading. The physicians discussing the story
                lamented about the case
                and felt bad for the parents (and the girl) but seemed
                to think it was just a
                dumb, uncharacteristic, accidental mistake on the part
                of the physicians
                involved. I want to argue here there is strong
                logical and
                psychological reason for the error and that it is
                indicative of many kinds of
                mistakes, not only in medicine but in all areas of life.  The reasons the misdiagnosis
                seems dumb in
                hindsight are that in hindsight mistakes are always more
                clear than at the
                time, but in this particular case we also, by just
                knowing the story is being
                told and likely has a point, know to look for the less
                than obvious and normal
                diagnosis.  The same people
                who hear the
                story and say “they should have checked for that” would
                have made the same
                mistake, most likely, if faced with the same combination
                of circumstances with
                a patient.  Physicians, like
                everyone
                else, rarely look for a different explanation once they
                have thought up one
                that fits the facts, unless new facts present themselves
                that confound or deny
                that explanation.  This is
                particularly
                true if the second explanation is so much less likely to
                occur than the first. There are a number of common reasons
                for why this error was
                made however.   What
                happened in the
                above case was that because the parents and the
                physicians knew she had mono
                and knew that mono easily caused swollen nodes, some of
                which stayed swollen or
                hard, they had a satisfactory
                explanation for the lump and didn’t seek a different one
                because they thought
                there was  no need.   The first reason they thought there
                was no need was that it
                would be rare for this lump to have formed independently
                of the mono but at the
                same time as the mono.  Thus,
                by Occam’s
                Razor, you don’t seek two causes for phenomena when one
                will serve (in this
                case mono and the lump), particularly if the one cause
                is highly likely (occurs
                with the phenomena frequently) and the two causes
                occurring simultaneously are
                highly unlikely since the second cause – in this case
                the malignancy – is very
                unlikely on its own.  The
                problem with using
                Occam’s Razor is that it will be wrong sometimes, and
                the simpler explanation
                will not be the correct one.  That
                only
                shows up though if you discover differentiating
                circumstances.  In science
                that occurs when someone notices
                that some (usually newly discovered), phenomena cannot
                be explained by the
                hypothesis that accounted for other  previously
                known phenomena thought to be
                relevant.  Then a different
                explanation
                has to be sought.  But not
                until then.
                However, that shows that in any situation, it is at
                least logically possible
                that the initial explanation may not be sufficient.   When it is known there are likely
                multiple possible causes
                for a sign or symptom, physicians know to do
                differential diagnoses.  The
                above kind of misdiagnosis tends to occur
                when multiple causes are thought to be too improbable to
                have to rule out.  Unfortunately,
                in a case where one of the
                possible causes, though rare, can be deadly, it does
                need to be ruled out
                because one should not only taken into account
                probabilities of a diagnosis
                being wrong but also the value and significance of the
                possible alternative
                causes/explanations for the sign or symptom. 
                Even if a potentially fatal cause has only a 1 in
                10,000 chance of
                occurring, you need to rule it out in every case because
                you don’t know which
                case is the 1.  If there are
                100,000
                cases of the symptom’s appearing every year, and none of
                them are investigated
                because each is considered to be highly unlikely, ten
                people will die
                unnecessarily. The second logical and psychological
                cause of this mistake
                is the error of “false cause” or often a corollary error
                known by its latin
                designation: post hoc ergo propter hoc,
                which means that if something occurs after an event it
                was caused by the
                event.  In most logic books,
                the examples
                are clearly not causally related and are examples of
                either stupidly jumping to
                a conclusion or examples of how a silly superstition can
                begin – such as an
                athlete’s winning or playing well after having had an
                unusual food the night
                before, and so he wants that same food before every
                event; and when he plays
                well, he attributes it to the food. 
                The
                problem is that the fallacy occurs even in cases that seem to be causally related because of
                frequency of combined
                occurrence, as in the mono and swollen nodes case, or
                because there seems to be
                a reasonable causal connection; that is, the connection
                seems to make sense
                even if it is not correct, e.g., attributing a misdeed
                to greed on the agent’s
                part because he had a vested interest in the result that
                occurred, whereas it
                might simply have been a mistake on his part (and he may
                not even have known
                the result would be in his favor). 
                The
                equivalent mistake of this sort in a medical diagnosis
                would be to know that a
                result could occur from some biochemical pathway that
                exists, and so it “makes
                sense” that the first condition caused the second, even
                though another
                (unconsidered) pathway would also give the result. Unfortunately, third, there is a
                different, even more
                prevalent and psychologically compelling fallacy that
                also applies, which is
                the fallacy of affirming the consequent, which means
                that one presumes that one
                can tell a cause from a result, forgetting that since
                other causes can have the
                same result, you therefore cannot tell the cause from
                the result.  Specifically in
                logic the fallacy is stated
                in the following form: Now clearly in this case, Lincoln was
                murdered, but we don’t
                know it from the information in 1 and 2. 
                We know it from historical accounts of the story
                of his assassination by
                John Wilkes Booth.  If you
                were to
                substitute the name “Jones” for Abraham Lincoln, you
                would not know whether the
                conclusion was true or not in the above argument.  That shows that argument form
                is never
                reliable, even when the conclusion happens to be
                correct: In science, in medicine, in everyday
                life, we often commit
                this fallacy, and often are right purely by coincidence
                or because we know
                something else that is not stated in our reasoning.  Most of the time, for example,
                the conclusion
                of the following argument would be true: This argument never works; it is
                always invalid, and what it
                serves to substitute for is either of the following two
                arguments, which, if
                stated would more likely have led to the correct
                diagnosis: Argument B: As explained in my essay “The Nature
                  of the Logic of
                  Confirmation in Science”, that is the form I
                believe accurately describes
                and validly justifies the scientific method. 
                The invalid justification of the scientific
                method is the one most often
                given, which is the fallacy of affirming the consequent:
                 But if argument B had been explicit
                in the minds of the
                parents or the pediatrician, there is a chance they
                would have realized the
                conclusion -- that the lump’s being malignant is highly
                improbable – meant it
                still needed to be checked because they would possibly
                have realized that even
                if improbable, it needed to be definitely ruled out
                because it was so
                potentially dangerous.  E.g.,
                the reason
                you don’t play Russian roulette – even with only 1
                bullet among 1000 guns is
                that the improbability of shooting yourself with the
                bullet is more than
                compensated for in a bad way by the harm caused if it
                did occur, and since
                there is no real “up side” of pulling the trigger if the
                bullet is not in that
                chamber, the low probability of the risk does not make
                it worth taking.  Similarly
                in the neck lump case, the low
                probability of the risk the lump is malignant does not
                justify taking that risk
                by not checking to rule it out as a possibility.  And that might have been
                realized by the
                physicians involved if they had just thought about the
                logic of the diagnosis
                correctly.  But that is
                difficult to do,
                particularly if one is unaware of the problem, as most
                people, even intelligent
                and educated people, are not.  And
                it is
                difficult to do in the rush of everyday circumstances,
                even when one is
                intellectually aware of the problem. | 
| This work is available here free, so that those who cannot afford it can still have access to it, and so that no one has to pay before they read something that might not be what they really are seeking. But if you find it meaningful and helpful and would like to contribute whatever easily affordable amount you feel it is worth, please do do. I will appreciate it. The button to the right will take you to PayPal where you can make any size donation (of 25 cents or more) you wish, using either your PayPal account or a credit card without a PayPal account. |