Midterm Flashcards
What is nominal data?
categorical
-show differences in populations
ex. hair color or gender
Statistical tests for nominal data
independent- chi square
dependent
- McNemar or Cochran’sQ
Null hypothesis of nominal data
X2=0
Hypothesis of nominal data
X2 is not equal to 0
What type of data is ordinal data?
numerical scores to make a ranking over set of data points
ex. severity of disease or pain scale
Statistical tests for ordinal data sets
independent- mann-whitney or kuskal-wallis
dependent- wilcoxin matched pairs or friedmans
chi-square
Null hypothesis of ordinal data
mean difference = 0
hypothesis of ordinal data
mean difference is not equal to 0
What is continuous data?
numerical scores that are infinite and have meaning; shows difference in means
ex. pocket depth and temperature
Statistical test for continuous data:
independent- T test or ANOVA
dependent- T test or repeated measures ANOVA
Null hypothesis for continuous data
mean difference = 0
hypothesis for continuous data
mean difference is not equal to 0
What is risk ratio or relative risk?
the probability of an event occurring, shows the strength of association between exposure and disease
-used in RCT and cohort
What does a relative risk of 1 mean?
there were not differences between groups
What does a relative risk less than 1 mean?
risk of bad outcome is decreased
What does a relative risk greater than 1 mean?
risk of bad income is increased by the intervention
What is a Odds Ratio?
estimates risk ration
-comparing the odds of an event in one group to the odds of an event in a comparison group
-commonly used in case control studies in epidemiological research
What is absolute risk reduction?
difference in outcome rates between the control and experimental groups
-change in risk of a given intervention in relation to the control
-inverse od NNT
What is number needed to treat?
the number of patients that need to be treated in order for one patient to have a benefit
What is the ideal number needed to treat?
1
What does higher number to treat mean?
treatment is less effective
What does a negative number needed to treat mean?
intervention is harmful
What do confidence intervals give?
provide information about the most likely range of population parameter
-actual range is the odds ratio
What is the variability of confidence interval called?
standard deviation
Small sample size usually generates…
wider range of intervals
What is sensitivity?
probability that a subject with the disease will screen positive
What is specificity?
probability that a subject who is disease free will screen negative
How to calculate sensitivty:
true positive/ true positive + false negative
How to calculate specificity?
true negative/ true negative + false positive
How to calculate PV+
true positive/ (true positive + false positive)
How to calculate PV-
true negative/ (true negatives + false negatives)
What should we do to prevent cognitive bias?
-always question assumptions
-keep an open mind
-always question the evidence
What is logical fallacy?
error in logical argumentation
What is cognitive bias?
genuine deficiency or limitation in our thinking
-a flaw in judgement that arises from errors of memory, social attribution, and miscalculations
What is the bandwagon effect?
tendency to do (or believe) things because many people do (or believe) the same
What is confirmation bias?
looking for and valuing information that confirms what we believe
-misleads us about what is true
What is gamblers fallacy?
putting tremendous amount of weight on previous events
What is interviewer bias?
the distortion of response to an interview which results form differential reactions to the style and personality of the interview or to the their presentation questions
What is normalcy bias?
refusal to plan for, or reaction to, a disaster which which has never happened before
what is measurement bias (systemic error)?
systemically overstating or understanding the true value of a measurement
What is negativity bias?
paying more attention to negative news or perceiving it to be more important
What is observation selection bias?
suddenly noticing things that you did not notice before and wrongly assuming the frequency has increased
What is performance bias?
when one group of subjects gets more attention than another group which results in differences between groups
What is positive expectation bias?
a sense that our luck has to eventually change
What is publication bias?
when the outcome of a study influences the decision whether to publish it
What is question order?
inadvertently influencing responses due to the order questions are asked
What is recall bias?
participants do not remember previous events or experiences accurately
What is respondent fatigue bias?
phenomenon that occurs when survey participants become tired which results in the quality of data deteriorating
What is response bias (survey bias) ?
tendency for participants to answer questions untruthfully or inaccurately
What is sampling/selection bias?
sample obtained is not reflective of the target population
What is sponsor bias (funding bias)?
Study outcomes that support the interests of the study’s financial sponsor
What is status quo bias?
making choices that guarantee things remain the same or change as little as possible