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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. |