MRC Basic Science/Stats/Epi Flashcards
- ) What is a Case-Control Study? What Level of Evidence?
2. ) What stat is calculated?
- ) Group of patients compared RETROSPECTIVELY (ie. look at disease and see what risk factors they had) = Level 3
- ) Odds Ratio = probability event will occur/probability event will not occur
- ) What is a Cohort Study? What Level of Evidence?
2. ) What stat is calculated?
1.) Group of patients compared PROSPECTIVELY (ie. look at risk factors 1st and see who gets dz) = Level 2
2.) Relative Risk = risk in exposed/risk in unexposed
(RISK = INCIDENCE!)…only a cohort study can tell you incidence b/c it is going forward in time!
RR = 1: No association
RR > 1: positive association (risk in exposed > risk in unexposed) CANNOT INFER CAUSAL!! - can’t tell!
RR < 1: negative association (risk in exposed < risk in unexposed) CANNOT INFER PROTECTIVE!!
**If 95% CI crosses 1 = NOT SIGNIFICANT
1.) What type of study are:
Case-Control, Cohort, Case Series, and Case Report?
2.) What type of study is a RCT?
- ) Observational
2. ) Experimental
- ) What Level of Evidence is a RCT typically?
2. ) What can downgrade it?
- ) Level 1
- ) Poor f/u (<80%), heterogeneous results, no blinding, concerns about randomization. ANY OF THESE WOULD MAKE IT A LEVEL 2 STUDY!!
What is the difference b/t a systematic review and a meta-analysis?
Systematic review just looks at a bunch of studies.
Meta-analysis uses fancy STATS to combine the results!
FDA Phases of Research - what happens in each Phase I-IV?
I -> “First in Man” to determine safety
II -> Determine if device/drug is effective (MOST COMMON phase of failure)
III -> Confirm efficacy through large trials
IV -> Postmarketing surveillance
Does QI study require IRB?
NO! Not research!!
Name the studies that are Levels 1-5 of evidence?
o Level 1 – Randomized controlled trial or Meta-analysis
o Level 2 – Cohort study (PROSPECTIVE)
o Level 3 – Case-control study (RETROSPECTIVE)
o Level 4 – Case series, cross sectional
o Level 5 – Expert opinion
What types of Bias occurs BEFORE a study (3)?
o Selection – improper recruitment of subjects with different features
*Prevent this with randomization that is blinded
o Channeling – subjects unequally given treatment based on their features
o Chronology – use of historical controls
What types of Bias occurs DURING a study (5)?
o Detection – looking harder at one group than another
o Recall – relying on patients to remember events
o Interviewer – influence the interviewer has on responders
o Performance – procedures not performed in uniform way
o Hawthorne Effect – alteration of behavior of subjects based on knowledge they are being observed
What types of Bias occurs AFTER a study (3)?
o Citation – more likely to believe study in top journal
o Publication – positive results more likely to be published
o Conflict of Interest – researcher personal conflicts
What is the difference b/t incidence and prevalence?
Incidence = risk over time (looked at with cohort studies b/c they are PROSPECTIVE) Prevalence = proportion of existing cases in the population being looked at - at a single moment (snapshot)
What statistical tests are used to evaluate categorical data? And how do you know which one to use?
Chi-squared (most common to use)
Fischer exact -> use for SMALL groups (remember that exact count easier with small group!)
What statistical tests are used to evaluate continuous data? And how do you know which one to use?
T-test, ANOVA, Pearson correlation co-efficient, Regression, Mann-Whitney U test.
PARAMETRIC DATA: (bell curve, data normally distributed)
T-test (two groups)
ANOVA (3 or more) “OVA two!
NONPARAMETRIC DATA -> pick Mann-Whitney U test
Determine relationships -> Pearson correlation co-efficient
Predict outcomes from variables -> Regression
What is sensitivity?
How do you calculate sensitivity?
Sensitivity = ability of a test to detect dz
TP/TP+FN
SnOUT = negative result rules OUT a diagnosis if you have high sensitivity
What is specificity?
How do you calculate specificity?
Specificity = ability to detect health
TN/TN+FP
SpIN = positive result rules IN a diagnosis if you have high specificity
What is PPV?
How do you calculate PPV?
How likely you are to have dz w/ a positive result.
TP/TP+FP
What is NPV?
How do you calculate NPV?
How likely you are to not have dz w/ a negative result.
TN/TN+FN
What is a Type I error?
Alpha error = False positive error
Incorrectly rejected the null hypothesis -> said there was a difference and there IS NOT! (Cried wolf!) MORE DEVASTATING!
Only willing to except this 5% of the time
p < 0.05 is a marker of certainty -> which means the likelihood of the results happening by random chance is 5/100 when no association really exists. *NOTE: A HIGH P-VALUE DOES NOT MEAN IS STATISTICALLY INSIGNIFICANT, IT MEANS THAT THERE IS A HIGH DEGREE OF UNCERTAINTY!!
What is a Type II error?
Beta error = False negative
Incorrectly accepted the null hypothesis -> said there was no difference/association and there was - you missed it!
LESS devastating
Willing to accept this 20% of the time.
What is the Power of a study?
Probability of finding a significant association if it exists -> ability to find a true positive or true negative.
Calculated by 1-beta = 80% chance of doing a study that finds p < 0.05 if true association exists.
What test gives you detection of publication bias in meta-analysis?
Funnel plot
- ) What is the equation of Stress?
2. ) What is the equation of Strain?
- ) Stress = Force/Area
2. ) Strain = change in height/original height
What is the definition of Hooke’s Law?
Stress is proportional to strain in the elastic zone of the stress strain curve (initial linear part of curve)
What is the definition of the Yield Point?
Point at which when you go past adding more strain there is permanent deformation (move from the elastic/linear part of Stress/Strain curve to the plastic/nonlinear portion
What is Young’s Modulus?
The slope in the elastic zone - this is a unique characteristic of each material.
A higher Young’s Modulus can withstand greater force = more stiff.
Remember: Stiffness = slope = Youngs Modulus
The linear/elastic region of the stress/strain curve ends in “X” and the non-linear/plastic region ends in “Y”
X = Yield Point Y = Ultimate Strength
What is is Ultimate Strength?
Maximum stress the material can sustain. The highest point on the graph! (*NOTE: this is not the breaking point….that occurs at a lower stress b/c the material will deform/necking and cross-sectional area will decrease and then the material will fail under less stress)
What is necking?
Occurs after the Ultimate Strength - and is the reduction of cross-sectional area of the material, overall decrease stress
What is the breaking point = fracture point?
Failure of material that occurs after necking of the material
What is fatigue?
Failure of the material below the ultimate strength due to numerous loading cycles