Investigator bias
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Conscious or unconscious preference given to one group over another by the investigator |
Evaluator bias
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Introduced when an investigator making endpoint-variable measurements favours one group over another. Common with subjective endpoints |
Performance bias/ set of Hawthorne effects
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Introduced when participants know their allocation to a particular group and change their response or behaviour during a particular treatment |
Selection bias
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Introduced when samples (individuals or groups) are selected for data analysis without proper randomization; includes admission bias and non-response bias, in which case the sample is not representative of the population |
Ascertainment or information bias
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Errors in measurement or classification of patients; includes diagnostic bias and recall bias |
Allocation bias
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Systematic differences in the allocation of participants to treatment groups and comparison groups, when the investigator knows which treatment is going to be allocated to the next eligible participant |
Confirmation bias
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Information is processed in a manner consistent with someone’s belief |
Belief bias
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The strength of arguments is judged on the basis of the plausibility of their conclusions rather than how strongly they support that conclusion. |
Expectation bias
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Introduced during publication by a personal preference for positive results over negative results when the results deviate from expected outcomes |
Detection bias
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Systematic errors in observation of outcomes in different groups results in detection bias when outcomes in one group are not as vigilantly sought as in the other. |
Attrition bias/loss-to-follow-up bias
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Preferential loss-to-follow-up in a particular group leads to attrition bias. |
Commercial bias
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Introduced for commercial reasons in the form of advertising or economic pressure on editors, particularly in studies involving new medical devices and drugs |