Study Design and Causality Flashcards
internal validity
Is an individual result valid? Or is it a result of experimental bias, random chance, or a confounding variable?
external validity
Is a result causal and generalizable?
Prospective studies
follow individuals forward in time and, at some point in the future, collect data on outcomes. These include prospective cohort studies and randomized controlled trials.
Retrospective studies
use existing data collected at some point in the past. These include case control studies (participants selected on the basis of outcome present / absent, and then their exposures are compared), and retrospective cohort studies
Cross-sectional studies
observational studies in which exposures and outcomes (e.g. a disease state) are measured simultaneously in a population at a single point in time
Cohort studies
observational studies in which we follow a population forward in time collecting data on exposures and the development of outcomes. Most cohort studies are prospective.
Hill’s Criteria
- Temporality
- Strength
- Consistency
- Specificity
- Dose-response (biological gradient)
- Plausibility
- Reversibility (or Experimental Evidence)
- Analogy
Nominal or Categorical variables
Named but not necessarily ordered (may be dichotomous) - (e.g. sex, death, ethnic or cultural background).
Ordinal variable
Necessarily ordered categories where the distance between each unit is not defined (e.g. military ranks; or, a satisfaction scale of poor, fair, good, very good, excellent).
Interval - Discrete variable
Take on discrete (e.g. integer) values with equal magnitude between points (e.g. number of medications, days hospitalized)
Interval - Continuous variable
May take on any value over a continuum (e.g. height or weight).
Ecological study
Comparing the health or risk of disease between populations
Case series study
Designed to describe characteristics of disease or exposure risks. Follows either the same disease or the same exposure. Brings out characteristics of disease and risk factors of particular populations.
A fundamental feature of the cross-sectional study is that it . . .
. . . cannot be used to determine causality, by definition.
Greatest challenges of case control studies
- Recall of the patients (especially when studying something like foodborne illness)
- Matching cases and controls well
Interventional study
Usually randomized controlled. Allocation and control groups are assessed and compared to see the effects of the intervention. Must be double blinded.
Systematic review vs meta-analysis
Systematic review means a summary of all studies done on a topic and their conclusions.
Meta-analysis is by definition an additional statistical analysis that compiles the raw data from many studies with similar questions and study design in order to create a compound dataset.
Passive surveillance
- Routine reporting of health data
- Ex, disease registries
Active surveillance
Health data actively sought out. such as during an outbreak. Also includes serosurveillance.
Think John Snow and Henry Whitehead.
Sentinel Surveillance
Uses select institutions or groups as microcosms to provide generalizable information on disease trends and detect outbreaks. Not so useful for rare or uncommon events though.
Rumour surveillance
Relies on unofficial forms of information, like social media. Nowadays since social media moves much faster than other information, processing it can pick up outbreaks or disasterous events faster than any other method.
Syndromic surveillance
Surveills nonspecific factors which might clue in to an outbreak, such as
- Reports of common symptoms like fever, respiratory illness, gastrointestinal illness
- Purchase rate of generic medications
- Absenteeism from work and school
Usually relies on automated surfeillance
Coherence in Hill’s Criteria
The cause-effect relationship does not conflict with what is known and there are no competing hypotheses
If an outcome is very rare, the most practical choice for a study design is likely to be
Case control
Zambia has one of the highest burdens of invasive cervical cancer, at 58.4 new cases per 100,000 person-years. This number describes the _______________ of invasive cervical cancer:
incidence rate
In the measles vaccine study, at day 91 after immunization, 85.4% of children in the aerosol group, as compared with 94.6% in the subcutaneous group, were newly seropositive for measles. What type of outcome measure is this?
Cumulative Incidence . . . so they say. I say it and prevalence are equivalent here.
The differences between cumulative incidence and prevalence come from two sources: pre-existing condition (which counts as prevalence, but not incidence) and conditions which disappear before the end of the specified cumulative incidence period (seroconversion does not dissappear in this window). Ergo, in this case, cumulative incidence is equal to prevalence.