Biostats_7_Biases Flashcards

1
Q

What is the term used when a test has interpreted increased survival, but has really detected the disease earlier and the clinical course of the disease has not changed … ?

A

Lead- time bias.

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2
Q

What is the solution for lead-time bias?

A

This can be rectified by measuring the “back-end” survival

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Adjust survival according to the severity of disease at the time of diagnosis.

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3
Q

What is the testing bias where the test only picks up the less aggressive forms of the disease, with long latency periods, while those with shorter latency period become symptomatic earlier and are picked up, when these are compared the survival time appears to be longer for the less aggressive form of the disease?

A

Length-time bias

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This is a phenomenon whereby a screening test preferentially detects less aggressive forms (with a longer-latency period) of a disease and therefore increases the apparent survival time. If a new screening test detects more non-aggressive diseases and fewer aggressive ones than the previous method of diagnosis, this may appear to increase survival.

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This can be rectified by a randomized controlled trial assigning subjects to the screening program or to no screening.

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4
Q

Ascertainment bias is a type of _______ bias.

A

Sampling bias

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These are selection biases that can occur when a study is conducted in a way that certain individuals are more likely to be selected for a study group, resulting in a nonrandomized sample of a population. This can lead to incorrect conclusions being drawn about the relationship between exposures and outcomes.

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5
Q

What is a referral bias?

A

Referral bias results when patients are sampled from specialized medical centers and therefore they do not represent the general population.

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6
Q

Ascertainment bias will cause a limitation in … ?

A

External validity

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Any ascertainment bias will limit the generalizability of the study results and interferes with the applicability of study results to the populations outside of the target population from which the sample population was drawn.

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7
Q

When given a choice of whether or not to participate in a study, what bias tends to occur?

A

Non-response bias is a sampling bias that may occur when study design allows subjects to decide whether or not to participate in the study. Health surveys conducted by a random selection of phone numbers are a prime example. The phone numbers selected are called and people are interviewed using a standardized questionnaire. There are always people who would refuse to participate in the survey. If the refusal is somehow related to their health status (e.g., they are sicker than the general population), then non-response selection bias results.

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8
Q

What bias results from participants lost to follow up have a different prognosis than those who complete the study?

A

Attrition bias and is a form of sampling bias and occurs in prospective studies. The remaining participants differ systematically from those lost to follow up.

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This bias can be mitigated with randomization.

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9
Q

In what type of studies does lose to follow up tend to occur?

A

Loss to follow-up is a form of selection bias. This occurs in cohort studies. If people from one group (exposed or unexposed) who are lost to follow-up are more likely to develop the outcome in question than those lost to follow-up from the other group, then selection bias results. A high rate of follow-up loss creates a high potential for selection bias in prospective studies.

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10
Q

What type of bias results when a research study mainly samples from the working population?

A

Healthy worker effect

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This tends to occur because workers tend to be healthier on average than the general population. Severely ill individuals do not usually work, so any sample consisting of only subjects that work is not representative of the general population.

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11
Q

What precaution needs to occur when a research study samples individuals who volunteer to participate in the study?

A

Ensure that the sample population maintains external validity because only sampling those who volunteer may have different characteristics than the general population.

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12
Q

When patients are enrolled on basis of ease of contact, this is called?

A

Convenience sampling and is a form of sampling bias.

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Sampling bias is a nonrandom sampling or treatment allocation of subjects such that the study population is not representative of target population.

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Fix with randomization

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13
Q

What is the bias where the cases and/or controls are selected from hospitals (bedside bias) and are less healthy and have different exposures?

A

Berkson bias and is a form of sampling bias.

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Selecting control subjects for a case-control study from hospitalized patients can potentially bias the results because the exposure frequency in hospitalized patients does not necessarily reflect that of the general population. This type of selection bias is called Berkson fallacy. Patients in a university hospital may have more severe illness and higher mortality rates than individuals with the same condition in a community hospital.

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Fix with randomization.

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14
Q

What distortion occurs with sampling bias?

A

Selection bias results from selection of study subjects that are not representative of the study population.

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15
Q

What type of bias is seen in this example:

Considering acute coronary syndrome, the healthier patients may be preferentially selected for coronary intervention, while sicker patients may instead be selected for medical therapy. Later, the outcomes due to coronary intervention appear superior to medical therapy simply because the subjects who underwent coronary intervention were healthier.

A

Susceptibility bias

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When a treatment regimen selected for a patient depends on the severity of the patient’s condition. This type of bias results from one disease predisposing affected individuals to another disease, and the treatment for the first disease is mistakenly interpreted as a predisposing factor for the second disease.

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16
Q

When patients are systematically assigned in a RCT based on the severity of disease, the study may exhibit what type of bias?

A

Susceptibility bias

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17
Q

What bias occurs when data become skewed by selective survival?

A

Survival bias

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A type of selection bias in which those observed as having a disease have either more severe or less severe disease than is true for all those who truly have the disease. In comparison to the true population with disease: if those with severe disease die before the moment of observation, those with less severe disease are observed, and if those with less severe disease have a resolution of their disease before the moment of observation, those with more severe disease will be observed.

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18
Q

What are the other terms used to describe survival bias?

A

Prevalence bias (Neyman bias)

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19
Q

How does the survival bias skew results in a “negative” manner?

A

If individuals with severe disease die before the moment of observation, those with less severe disease are more likely to be observed.

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For example, diabetics are more likely to die from myocardial infarction than are non-diabetics. If living patients who have sustained myocardial infarction are asked about their diabetes status, it is likely that diabetics will be under-represented because non-diabetics ‘selectively survived’ their cardiovascular events.

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20
Q

How does the survival bias skew results in a “positive” manner?

A

If individuals with less severe disease have a resolution of their disease before the moment of observation, those with more severe disease are more likely to be observed.

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21
Q

In what studies does survival bias tend to occur?

A

Typically occurs in case-control and cross-sectional studies.

22
Q

What type of bias results from a distortion of the information from research due to the selective disclosure or suppression of information by the individuals involved in the study?

A

Reporting bias

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This is a type of information bias and can result in underreporting or overreporting of exposure or outcome.

23
Q

What type of bias results from an outcome that is diagnosed more frequently in a sample group than in the general population because of increased testing and monitoring?

A

Surveillance bias

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For example, the prevalence of endometrial cancer can be more higher in when more frequently detected due to evaluation in postmenopausal patients exposed to estrogen therapy than in those not exposed to estrogen therapy.

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This can be reduced by comparing a treatment group to an unexposed control group with a similar likelihood of screening.

24
Q

Information that is gathered in a systemically distorted manner in a research study is a form of ________ bias.

A

Information that is gathered in a systemically distorted manner is a form of measurement bias.

25
Q

Any form of measurement bias can be mitigated with … ?

A

Measurement bias can be mitigated with use of objective, standardized, and previously tested methods of data collection that are planned ahead of time. Also with use placebo group.

26
Q

Recall bias results from an exaggeration in …. ?

A

effect of exposure.

27
Q

Recall bias tends to problematic in what type of study?

A

Recall bias is a typical example of measurement bias which should always be considered as a potential problem in case-control studies.

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Recall bias can result in overestimation of the effect of exposure. An example is with a study that looks at women who have children with a neural tube defect. They are more likely to report use of the drug than women whose children are healthy. This over-reporting is likely due to psychological trauma induced by the birth of the baby with a congenital abnormality and search for the potential explanation of the problem.

28
Q

How do you alleviate recall bias, where the patient’s awareness of a disorder alters their recall in some manner or patients with disease recall exposure after learning of similar cases?

A

This bias is common in retrospective studies and can be mitigated by decreasing the time from exposure to follow-up, or use of medical records as sources.

29
Q

When participants change their behavior upon awareness of being observed is called … ?

A

Hawthorne effect

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This is a form of measurement bias.

30
Q

When subjects in different groups are not treated the same, this is a ________ bias

A

Procedural bias

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This can be mitigated by blinding (masking) and use of placebo reduce influence of participants and researchers on procedures and interpretation of outcomes as neither are aware of group assignments.

31
Q

What type of bias results form an error in which research subjects are classified into the wrong exposure or outcome groups, thereby distorting the observed association?

A

Misclassification bias

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An error in which research subjects are classified into the wrong exposure or outcome groups, thereby distorting the observed association.

32
Q

What is the effect of blinding studies?

A

Blinding refers to the study design technique whereby exposure status is kept hidden from the patient and/or the investigator.

33
Q

What is a single-blinded study and what is it used for?

A

Patients are not aware whether they are taking the drug or placebo. This minimizes the placebo effect. The placebo effect can be especially significant in studies measuring subjective symptoms (e.g., frequency of headaches, or overall wellbeing).

34
Q

What is a double-blinded study?

A

In double-blinded studies, both the patient and caregiver are unaware of the exposure status of the patient. Blinding the caregiver prevents conscious or unconscious misclassification of outcomes by the caregiver, a phenomenon called observer bias.

35
Q

What is the implication of a measurement bias?

A

Measurement (information) bias results from inaccurate estimation of exposure and/or outcome.

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Measurement bias implies that exposure and/or outcome data are systematically misclassified (e.g., exposed cases are labeled as unexposed).

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Misclassification can be ** differential ** (e.g., outcome in the exposed subjects is misclassified) or ** non-differential ** (e.g., outcome in all groups is misclassified).

36
Q

What type of skew occurs with a nondifferential misclassification bias bias?

A

There is a tendency of nondifferential misclassification to bias dichotomous variables toward the null because errors in classification dilute the true association between the exposure and the outcome. For example, if a study inaccurately classifies some exposed individuals as unexposed and vice versa, the contrast between the groups diminishes, resulting in an odds ratio closer to 1, even if there is a real association. When the variable is not dichotomous, the errors in classification can create more complex patterns of distortion, leading to less predictable effects on the association measure.

37
Q

What type of skew occurs with a differential misclassification bias?

A

When differential misclassification bias occurs, because the frequency of classification errors differs between the groups under comparison, there can be a skew of the odds ratio either toward or away from the null value.

38
Q

When the researcher’s belief in the efficacy of a treatment changes the outcome of that treatment (Pygmalion effect), what bias has occurred?

A

Observer-expectancy bias

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Observer bias detection bias or assessment bias) is a form of measurement bias that occurs when the investigator’s decision is adversely affected by knowledge of the exposure status. For example, while evaluating kidneys, some pathologists’ may have their decisions skewed by the fact that hypertensive nephropathy is a common cause of end-stage renal disease in black patients.

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This can be mitigated by blinding (masking) and use of placebo reduce influence of participants and researchers on procedures and interpretation of outcomes as neither are aware of group assignments.

39
Q

When is confounding variable observed in a research design?

A

When there is a difference in the composition of two populations and this affects a measured outcome, it is a confounding variable.

40
Q

What are the criteria for a variable to be considered a confounder?

A

It must be associated with the exposure, independently affect the outcome, and not lie on the causal pathway between them.

41
Q

How does confounding affect the observed relationship between exposure and outcome?

A

Confounding can create a false association or mask a true association. Adjusting for confounders can reveal the true relationship.

42
Q

What are the main methods to prevent confounding during the study design stage?

A

Randomization, matching, and restriction are key design-stage methods to prevent confounding.

43
Q

Matching is typically used in … ?

A

Case-control studies to limit confounders.

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This is a selection of study participants so that the distribution of variables is similar between study groups.

44
Q

Limiting study inclusion by setting certain criteria in research design is called?

A

Restriction

45
Q

What are the main methods to adjust for confounding during the analysis stage?

A

Stratified analysis and multivariable regression are commonly used to adjust for confounding during data analysis.

46
Q

How does effect modification differ from confounding?

A

Effect modification is when the strength of the relationship between exposure and outcome differs by levels of a third variable, whereas confounding distorts the true relationship.

47
Q

What is an example of effect modification in epidemiology?

A

Family history modifies the effect of oral contraceptive use on breast cancer risk, increasing risk only in those with a family history.

48
Q

Why is randomization effective in reducing confounding?

A

Randomization distributes both known and unknown confounders evenly across study groups, minimizing bias.

49
Q

What is the purpose of stratified analysis in addressing confounding?

A

Stratified analysis separates the data into groups based on the confounder, allowing evaluation of the exposure-outcome relationship within each group.

50
Q

What is an example of a confounder in a study of alcohol consumption and lung cancer?

A

Smoking, as it is associated with both alcohol consumption and lung cancer, but not part of the causal pathway.