Table 1.
Types of bias
Type of bias | Description | Example | Prevention |
---|---|---|---|
Selection bias | Some participants are more likely to be selected for a study. Included participants are not representative of the population | Unemployed people more likely to participate in a time-consuming study | Allocation concealment, sequence generation |
Detection bias | A certain condition is more likely to be detected in a subgroup of participants due to systematic differences in how outcomes are determined | Detection of appendicitis by ultrasound in thin versus obese patients | Blinding of outcome assessment |
Reporting bias | Positive results and correlations are more likely to be reported | Non-finding or negative finding is not published | Preemptive determination of outcomes of interest |
Exclusion bias | A certain population is more likely to be excluded from a study | Pregnancy, vulnerable patients such as small children or elderly are not included | Preemptive definition of exclusion criteria and consideration of these during discussion of the results found |
Attrition bias | Loss of follow-up of a certain subgroup of participants | Elderly people not reachable via email | Reporting of incomplete outcome data, intention to treat analysis |
Performance bias | Systematic differences between the groups regarding the exposure or care other than the intervention | Group receiving a drug gets more frequent blood examinations | Double blinding |
Adapted from [38]