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75 Cards in this Set

  • Front
  • Back
______ studies provide the most convincing evidence for any hypothesis as it is generally possible to control for factors that may affect the outcome.
experimental
the clinical trial is an example of what type of study?
experimental
cohort and case-control studies are examples of what type of study?
observational
_____ studies are those in which the investigator does nothing to affect the outcome, but simply observes what happens.
observational
epidemiological studies are examples of what type of study?
observational
what study type is typically used for studying the etiology of a rare disease?
retrospective case-control
______ studies are carried out at a single point in time
cross-sectional
identify the type of bias: "where a spurious association arises due to a failure to adjust fully for factors related to both the risk factor and outcome."
confounding bias
the ________ is the smallest group of 'individuals' which can be regarded as independent for the purposes of analysis, for example, an individual patient.
experimental units
replication and sample size are two factors that can be manipulated to decrease the impact of ______ on a study.
variation
most clinical trials are ______ trials, in which each patient receives one of the two or more treatments that are being compared.
parallel
in a clinical trial setting, the __________ design is an example of a within-individual comparison.
cross-over
cross-over designs can only be used when studying what kinds of treatments?
treatments that temporarily alleviate symptoms rather than provide a cure. as well as the response time of treatment is not prolonged.
in what phase of a clinical trial must you report all main aspects of the trial in any publication? (i.e. phase I, II or III?)
phase III
what is the difference between primary endpoints and secondary endpoints?
primary - usually relates to treatment efficacy
secondary - usually relates to toxicity
what biases do we avoid by randomizing patients between treatment groups in a clinical trial?
allocation bias and confounding
trials in which patients are randomized to receive either the new treatment or a control treatment are known as ___________ and are regarded as optimal.
randomized controlled trials
before any clinical trial is carried out, a written description of all aspects of the trial, known as the ________, should be prepared.
protocol
a _____ study takes a group of individuals and usually follows them forard in time, the aim being to study whether exposure to a particular actiological factor will affect the incidence of a disease outcome in the future.
cohort
if individuals leave a cohort study, and are not replaced, this is known as what type of cohort study?

on the other hand, if individuals drop out and are then replaced by new individuals, this is known as what type of cohort study?
fixed

dynamic
what type of study allows you to assess risk factor (i.e. relative risk) for a disease outcome?
cohort study
can cohort studies be prospective? retrospective? both?
both, although the quality of retrospective/historical cohorts are often compromised by recall bias.
what is the general formula for estimated relative risk?
risk-exposed group divided by risk of unexposed group:
the ______ indicates the increased (or decreased) risk of disease associated with exposure to the factor of interest.
relative risk
a relative risk greater than one indicates that the risk is _______ (greater/smaller) in the exposed group than in the unexposed group.
greater
what are some advantages of a cohort study? (total of 7 according to textbook)
1. the time sequence of events can be assessed.
2. they can provide information on a wide range of outcomes.
3. it is possible to measure the incidence/risk of disease directly.
4. it is possible to collect very detailed information on exposure to a wide range of factors.
5. it is possible to study exposure to factors that are rare.
6. exposure can be measured at a number of time points, so that changes in exposure over time can be studied.
7. there is reduced recall and selection bias compared with case-control studies.
the possibility of studying exposure to factors that are rare is an advantage of what type of study?
cohort study
what are some disadvantages of cohort studies? (total of 5 according to textbook)
1. in general, cohort studies follow individuals for long periods of time, and are therefore costly to perform.
2. where the outcome of interest is rare, a very large sample size is needed.
3. as follow-up increases, there is often increased loss of patients as they migrate or leave the study, leading to biased results.
4. as a consequence of the long time-scale, it is often difficult to maintain consistency of measurements and outcomes over time. furthermore, individuals may modify their behavior after an initial interview.
5. it is possible that disease outcomes and their probabilities, or the etiology of disease itself, may change over time.
in general, _______ studies follow individuals for long periods of time, and are therefore costly to perform.
cohort
in contrast to randomized controlled trials, which often include a highly selective sample of individuals who are willing to participate in the trial, ___________ often include all patients with the condition at the hospitals in the study.
clinical cohorts
a ______ study compares the characteristics of a group of patients with a particular disease outcome to a group of individuals without a disease outcome, to see whether any factors occurred more or less frequently in the group with the disease outcome than the group without the disease outcome.
case-control
do case-control studies provide information on the prevalence or incidence of disease?
no. but they may give clues as to which factors elevate or reduce the risk of disease.
what is the difference between incident cases and prevalent cases in a case-control study?
incident cases - patients who are recruited at the time of diagnosis

prevalent cases - patients who were already diagnosed before entering the study.
in what type of study is an odds-ratio calculated?
case-control study
when a disease is rare, the _________ is an estimate of the relative risk.
odds ratio
what are advantages of case-control studies? (total of 4 in textbook)
1. quick, cheap, easy to perform
2. suitable for rare diseases
3. wide range of risk factors can be investigated.
4. there is no loss to follow-up
what are disadvantages of case-control studies? (total of 3 in textbook).
1. recall bias
2. if onset of disease preceeded exposure to the risk factor, causation cannot be inferred.
3. case-control studies are not suitable when exposures to the risk factor are rare.
an odds ratio of .39 means that the odds of disease is lesser or greater in the exposed group than in the unexposed group?
odds of disease is lesser in the exposed group than in the unexposed group.
what are two types of categorical/qualitative data?
nominal and ordinal
what are two types of numerical (quantitative) data
discrete and continuous
percentages, ratios, rates and scores are all examples of what type of data?
derived data
social security numbers are an example of what type of measurement?

a. nominal
b. ordinal
c. interval
d. ratio
a. nominal
consumer product rankings are an example of what type of measurement?

a. nominal
b. ordinal
c. interval
d. ratio
b. ordinal
temperature using the fahrenheit or celsius measurement systems is a classic example of what type of measurement?

a. nominal
b. ordinal
c. interval
d. ratio
c. interval
salaries measured in dollars is an example of what type of measurement?

a. nominal
b. ordinal
c. interval
d. ratio
d. ratio
_________ is defined as the similarity of results provided by independent but comparable measures of the same object.

a. validity
b. deviation
c. error
d. reliability
d. reliability
generally speaking, _____ addresses the question: "Are we measuring what we think we are measuring?"
validity
_______ validity refers to the degree to which a variable accurately reflects the phenomenon it purports to measure.

a. statistical conclusion
b. construct
c. internal
d. external
b. construct
selection bias can pose a threat to what type of validity?

a. statistical conclusion validity
b. construct validity
c. internal validity
d. external validity
c. internal validity
generally speaking, a lack of ______ validity represents an interaction between study variables and/or subjects and the environment.

a. statistical conclusion
b. construct
c. internal
d. external
d. external
what is one key way to increase external validity?
make cooperation in a study as convenient as possible
randomized controlled trials usually lack what type of validity?
external validity
bar/column chart and pie charts are often used to display what type of data?
categorical or some discrete numerical data
frequency distributions are used to represent how many different variables?
just one variable
if you want to display data from a study that has two variables which are both either numerical or ordinal, how would you graphically illustrated the data?
using a scatter diagram
the median is similar to the mean if the data are symmetrical. is the median less than or greater than the mean if the data are skewed to the right?
median is less than the mean whan data are skewed to the right.
if n = 30 in an ordered set, which value will represent the median?

a. 14
b. 15
c. 16
d. 15.5
c. 16

(n/2+1) = 15 + 1 = 16
what is one main disadvantage of the mean?
distorted by outliers
a geometric mean is only appropriate if the log transformation produces a _________ distribution
symmetrical
the 50th percentile is also known as what?
the median
the interquartile range contains the central __% of the observations in an ordered set.

the interdecile range contains the central __%

the reference interval/reference range/normal range contains the central ___%
50%

80%

95%
what are disadvantages of using the range as a measure of spread? (total of 3 in the textbook)
1) uses only two observations
2) distorted by outliers
3) tends to increase with increasing sample size
what type of measure of spread is appropriate for skewed data?

a. range
b. ranges based on percentiles
c. variance
d. standard deviation
b. ranges based on percentiles
the ______ distribution is particularly useful for analyzing categorical data.

a. normal
b. t
c. chi-squared
d. f
e. lognormal
c. chi-squared
the ______ distribution is particularly useful for comparing two variances, and more than two means using the analysis of variance (ANOVA).

a. normal
b. t
c. chi-squared
d. f
e. lognormal
d. f
the _____ distribution is particularly useful for calculating confidence intervals for and testing hypotheses about one or two means.

a. normal
b. t
c. chi-squared
d. f
e. lognormal
b. t
the _____ distribution is used when our data is highly skewed to the right. this produces an empirical distribution that is nearly normal.
lognormal
many variables in medicine follow what type of distribution?
a lognormal distribution (a.k.a a distribution that is highly skewed to the right)
we can use the properties of the binomial distribution when making inferences about _______.
proportions
the mean in a binomial distribution is n (sample size) multiplied by pi (the true probability of success for each individual included in the sample).

what is the equation for variance in the binominal distribution?
n*pi(1-pi)
the poisson distribution becomes more symmetrical as the _____ increases.
mean (which in this case refers to the average rate, mu)
we often apply the square root transformation if y is the count of a rare event occurring in time or space, i.e. it is a ______ variable.
Poisson (the poisson random variable is the count of the number of events that occur independently and randomly in time or space at some average rate, mu).
the ______ transformation is more effective at stabilizing variance than the log transformation if the variance increases very markedly with increasing values of y.
reciprocal (z = 1/y)
what kind of transformation would we use if our observations are skewed to the left?
the square transformation (z = y^2). it achieves the reverse of the log transformation, so if y is skewed to the left, the distribution of z=y^2 is often approximately normal.
the ________ transformation linearizes a sigmoid curve.

a. logarithmic
b. square root
c. reciprocal
d. square
e. logit (logistic)
e. logit (logistic).

(this is the transformation we apply most often to each proprotion, p, in a set of proportions.