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Causes and probabilities
       for health
              Federica Russo

  Center Leo Apostel, Free University Brussels
    Center for Reasoning, University of Kent
Overview

Medical humanities and philosophy of science

Causes for health

Probabilities for health

For whom? For what?


                                               2
Medical Humanities

PHIL SCI PERSPECTIVE
ON MEDICINE

                       3
The ‘human’ study of medicine
Medicine, experimental medicine, and the
 biological understanding of wellness and
 disease

Medical humanities bring ‘Man’ into medicine
  Anthropological, psychological, sociological,
   philosophical understanding of wellness and
   disease

                                                  4
Phil med moves beyond ethics
Traditional phil med is about ethics

Fresh philosophical look at medicine:
  How do we know: epistemology and methodology
   of medical research
  What it is: metaphysics of the ‘objects’ of medicine




                                                         5
Medical Humanities

TYPICAL QUESTIONS IN PHIL MED


                                6
Ethics questions, e.g.:

Is it ethical to conduct research on stem cells?
Should we accept euthanasia?
Is it ethical to deliver web-based diagnoses
   online to patients?
…


                                                   7
Phil Sci questions, e.g.:
What notion of cause is applicable to biomedical
 contexts?
How to interpret probability in biomedical
 contexts?

What procedures grant extrapolation from
 animal models to humans?

…
                                               8
Medical Humanities

EXAMPLES


                     9
Do electromagnetic fields cause brain tumour?


John lived 40 years close to an antenna tower.
  Did this cause him cancer?


How much is the risk of developing CHD lowered
  if I quit smoking?


Did the campaign in schools lower smoking rates?
                                                   10
Causes for Health

GENERIC AND SINGLE CASE


                          11
Medical knowledge and
            Personalised medicine
Medical knowledge:               Personalised medicine:
Generic causal relations         Single Case causal relations

   Are in principle repeatable      Are tailored to the individual
                                      patient
   Are supposed to hold of
     the majority of the            Make use of specific, unique
     population                      information about the
                                     patient
   Epidemiological studies
     plus lab results

                                                               12
Causes for Health

LEVELS OF CAUSATION


                      13
A chicken-egg question?

No primacy of either level

Mutual need of both levels

An iterative process




                                 14
Probabilities for Health

GENERIC AND SINGLE CASE


                           15
Different levels of causation,
 different interpretations of probability
Generic
  Heavy smokers have 10 times more chances
   to develop lung cancer
  Frequency of occurrence of disease in a given population


Single Case
  John’s chances of recovery after operation are 80%
  Degree of belief in occurrence of a specific event

                                                         16
Causes for Health

CAUSES AS DIFFERENCE-MAKERS


                              17
What causes are, what causes do
A virus causes infection
Penicillin cures infection
Socio-economic status influences access to healthcare
Smoking restricts blood vessels


              Different ‘things’ can be causes
         What they all do is to make a difference
           to a condition of health or of disease

                                                        18
Causes for Health

VARIATIONAL EPISTEMOLOGY
AND METHODOLOGY

                           19
Look at variations in order to …
Find out causes of disease
Find out causes of recovery
Find out regulatory mechanisms


Comparisons between groups
   Exposed / unexposed; healthy / ill

What makes conditions vary across groups / individuals
                                                         20
Probabilities for Health

ODDS AND RISKS


                           21
Risks, Odds and Probabilities:
                 Easy to compute

Risks and odds compare proportions in groups

      n11 / n11 n12    p11
 RR                             Factor      Disease
      n21 / n21 n22    p21                 Yes    No
      Oddsexp      n11 / n12    Exposed    n11    n12
OR                                         p11    p12
      Oddsun exp   n21 / n22
                               Unexposed   n21    n22
    Odds          P                        p21    p22
 P        ; Odds
   1 Odds        1 P
Risks, Odds, and Probabilities
                  ‘explained’
… a RR equal to 2.0 means that an unexposed person is twice as likely
   to have and adverse outcome as one who is not exposed …
    (Sistrom&Garvan 2004)


… odds and probabilities are different ways of expressing the chance
   that an outcome may occur…
    (Sistrom&Garvan 2004)


… the probability that a child with eczema will also have fever is
   estimated by the proportion 141/561 (25.1%) …
    (Bland & Altman 2000)
Risks, Odds, and Probabilities
              explained
‘unexposed person’, ‘child’ are statistical individuals
   individuals randomly sampled from the population


Odds and risks compare proportions in groups
   They have a generic interpretation
   The corresponding probabilities are generic too


They are not directly applicable to the single-case
   To be applicable they need to be constrained by further single
     case knowledge

                                                                24
FOR WHOM?
LAYMEN
What do laymen understand:

Out of doctor’s explanation?

In self, web-based diagnoses?

In 123&me genetic mapping?

In Wiki Medicare?




                                25
FOR WHOM?
MEDICAL
PRACTITIONERS

How can a better
understanding
of phil med issues
improve medical
practitioners’
explanations?




                     26
For What?

FIGHT STATISTICAL HEGEMONY


                             27
Evidence-based people claim they can get
  ‘medical causes’ out of statistics
  Not so sure, though
A point about philosophy of science



What information is conveyed by statistics
A point about communication of science


                                             28
For What?

RECONCILE WESTERN AND
NON-WESTERN HEALINGS

                        29
Compare, set up a dialogue

What can Western medicine learn from other ways of
 healing? And vice-versa.

Salvage expert knowledge in the era of evidence.
   After ethno-biology, ethno-medicine?




                                                     30
To sum up
A gentle introduction to phil med for non-philosophers
   (Hopefully!)
    Medical humanities, philsci in medicine


Causes and probabilities for health
   For populations, for individuals
   Medical knowledge, diagnosis


Whom is this philosophy good for? (Hopefully!)
   Laymen, medical practitioners



                                                         31

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Russo bielefed dec11

  • 1. Causes and probabilities for health Federica Russo Center Leo Apostel, Free University Brussels Center for Reasoning, University of Kent
  • 2. Overview Medical humanities and philosophy of science Causes for health Probabilities for health For whom? For what? 2
  • 3. Medical Humanities PHIL SCI PERSPECTIVE ON MEDICINE 3
  • 4. The ‘human’ study of medicine Medicine, experimental medicine, and the biological understanding of wellness and disease Medical humanities bring ‘Man’ into medicine Anthropological, psychological, sociological, philosophical understanding of wellness and disease 4
  • 5. Phil med moves beyond ethics Traditional phil med is about ethics Fresh philosophical look at medicine: How do we know: epistemology and methodology of medical research What it is: metaphysics of the ‘objects’ of medicine 5
  • 7. Ethics questions, e.g.: Is it ethical to conduct research on stem cells? Should we accept euthanasia? Is it ethical to deliver web-based diagnoses online to patients? … 7
  • 8. Phil Sci questions, e.g.: What notion of cause is applicable to biomedical contexts? How to interpret probability in biomedical contexts? What procedures grant extrapolation from animal models to humans? … 8
  • 10. Do electromagnetic fields cause brain tumour? John lived 40 years close to an antenna tower. Did this cause him cancer? How much is the risk of developing CHD lowered if I quit smoking? Did the campaign in schools lower smoking rates? 10
  • 11. Causes for Health GENERIC AND SINGLE CASE 11
  • 12. Medical knowledge and Personalised medicine Medical knowledge: Personalised medicine: Generic causal relations Single Case causal relations Are in principle repeatable Are tailored to the individual patient Are supposed to hold of the majority of the Make use of specific, unique population information about the patient Epidemiological studies plus lab results 12
  • 13. Causes for Health LEVELS OF CAUSATION 13
  • 14. A chicken-egg question? No primacy of either level Mutual need of both levels An iterative process 14
  • 15. Probabilities for Health GENERIC AND SINGLE CASE 15
  • 16. Different levels of causation, different interpretations of probability Generic Heavy smokers have 10 times more chances to develop lung cancer Frequency of occurrence of disease in a given population Single Case John’s chances of recovery after operation are 80% Degree of belief in occurrence of a specific event 16
  • 17. Causes for Health CAUSES AS DIFFERENCE-MAKERS 17
  • 18. What causes are, what causes do A virus causes infection Penicillin cures infection Socio-economic status influences access to healthcare Smoking restricts blood vessels Different ‘things’ can be causes What they all do is to make a difference to a condition of health or of disease 18
  • 19. Causes for Health VARIATIONAL EPISTEMOLOGY AND METHODOLOGY 19
  • 20. Look at variations in order to … Find out causes of disease Find out causes of recovery Find out regulatory mechanisms Comparisons between groups Exposed / unexposed; healthy / ill What makes conditions vary across groups / individuals 20
  • 22. Risks, Odds and Probabilities: Easy to compute Risks and odds compare proportions in groups n11 / n11 n12 p11 RR Factor Disease n21 / n21 n22 p21 Yes No Oddsexp n11 / n12 Exposed n11 n12 OR p11 p12 Oddsun exp n21 / n22 Unexposed n21 n22 Odds P p21 p22 P ; Odds 1 Odds 1 P
  • 23. Risks, Odds, and Probabilities ‘explained’ … a RR equal to 2.0 means that an unexposed person is twice as likely to have and adverse outcome as one who is not exposed … (Sistrom&Garvan 2004) … odds and probabilities are different ways of expressing the chance that an outcome may occur… (Sistrom&Garvan 2004) … the probability that a child with eczema will also have fever is estimated by the proportion 141/561 (25.1%) … (Bland & Altman 2000)
  • 24. Risks, Odds, and Probabilities explained ‘unexposed person’, ‘child’ are statistical individuals individuals randomly sampled from the population Odds and risks compare proportions in groups They have a generic interpretation The corresponding probabilities are generic too They are not directly applicable to the single-case To be applicable they need to be constrained by further single case knowledge 24
  • 25. FOR WHOM? LAYMEN What do laymen understand: Out of doctor’s explanation? In self, web-based diagnoses? In 123&me genetic mapping? In Wiki Medicare? 25
  • 26. FOR WHOM? MEDICAL PRACTITIONERS How can a better understanding of phil med issues improve medical practitioners’ explanations? 26
  • 28. Evidence-based people claim they can get ‘medical causes’ out of statistics Not so sure, though A point about philosophy of science What information is conveyed by statistics A point about communication of science 28
  • 29. For What? RECONCILE WESTERN AND NON-WESTERN HEALINGS 29
  • 30. Compare, set up a dialogue What can Western medicine learn from other ways of healing? And vice-versa. Salvage expert knowledge in the era of evidence. After ethno-biology, ethno-medicine? 30
  • 31. To sum up A gentle introduction to phil med for non-philosophers (Hopefully!) Medical humanities, philsci in medicine Causes and probabilities for health For populations, for individuals Medical knowledge, diagnosis Whom is this philosophy good for? (Hopefully!) Laymen, medical practitioners 31