Probability Flashcards
What is base rate neglect?
Ignoring pre test probability
What is anchoring bias?
is a cognitive bias that causes us to rely heavily on the first piece of information we are given about a topic
What is confirmation basis?
cognitive bias that favors information that confirms your previously existing beliefs or biases
How is probability expressed?
1-100% (0-1)
What can overestimated probability lead to?
- Medication overuse & excessive procedure
- Corrupt shared decision making with patients.
What are biases?
substitute judgements of representativeness for judgements of actual probability
representativeness: the degree to which something is representative of, or similar to, the stereotype
T or F
“An uncommon presentation of a common disease is more likely than a common presentation of a rare disease”
True
Bayesian reasoning essential keys (2)?
- Anchor your judgement of the probability to a plausible base rate (pretest probability)
- Question the diagnosticity of your evidence
Diagnosticity: the extent to which a source of data can discriminate between a particular hypothesis and its alternatives
What is pre-test & post test probability?
Pre test: The estimate of a disease probability before you do a test
Post test: The probability after doing a test
What is the best reference class?
the set of patients that most closely matches the current patient
What is a basic reference class? Pros & cons of it?
The prevalence of a disease in a population.
-prevalence: The proportion of the population affected by a condition
Pros:
1. relatively easy to search for
2. can specify for sub populations for more accurate estimate (Canadian women)
Cons:
1. May be an underestimate if it is something that people frequently seek medical attention for
2. Less helpful for acute conditions
What is a more specific reference class? Pros & cons?
Studies that give eventual diagnosis in patients presenting with complaints similar to your patients.
Pros:
1. Takes the presenting symptom into account to provide a more accurate initial judgement.
2. Takes into account people tend to seek medical conditions more than others.
Cons:
1. This research is less common (harder to find)
2. Clinical scenario in research may be different than your own.
What to NOT use for reference class & why?
- incidence in the population
- the frequency of a disease over time - lifetime prevalence
-the chances of developing a disease over a lifetime
These will tend to be an overestimate