Probability Flashcards
What problems to we have in science?
- The uncertainty in drawing conclusions
- The incompleteness of data
What does probabilistic reasoning tell us?
The human mind makes use of finite informaiton to draw reasonable inferences that can help us with decision-making
Bayes theorem
P(A/B) = [P(B/A)P(A)]/ [P(B/A)P(A) + P(B/A-)P(A-)
Base rate
The proportion of people in a population who have a specific medical condition before any testing or screening is done
Clinical guidelines
Recommendations to help doctors and patients make the best healthcare decisions
What are the 2 elements that determining the clinical guidelines?
- the base rate
- the sensitivity of the test
What can the base rate change according to?
environmental factors or genetic factors
What is base rate fallacy?
Intuitions tend to lead us to the wrong conclusions: it occurs when the overall prevalence of a disease is ignored leading to incorrect conclusions about the likelihood of a diagnosis
How does our rationality work?
In 2 modes:
1. calculative mode
2. Intuitive mode
Why may our sample not be representative?
Because we exclude big sections of a population such as pregnant women: the person giving consent to being in an experimental trial is not the same as the person in the uterus