Bias in Research Methods

Podcast

Play an AI-generated podcast conversation about this lesson

Questions and Answers

What is bias defined as in the context of research?

A random error in results

A type of confounding variable

A methodological flaw in study design

A systematic error or deviation from the truth in results (correct)

What type of bias occurs when there are systematic differences in baseline characteristics between groups?

Attrition bias

Performance bias

Detection bias

Selection bias (correct)

How can selection bias be avoided in RCTs?

By using randomization to minimize confounding variables (correct)

By using stratification to create subgroups

By using matching to create comparable groups

By using propensity scores to adjust for differences

What is an example of selection bias?

Different ages of participants in the treatment and control groups Signup and view all the answers

What is performance bias?

Unequal care between study groups Signup and view all the answers

What is an example of performance bias?

Different oral-hygiene instructions for patients wearing self-ligating brackets vs. conventional brackets Signup and view all the answers

Why is allocation concealment important in RCTs?

To prevent selection bias by concealing the allocation sequence from principal researchers Signup and view all the answers

What is the purpose of effective randomization in RCTs?

To ensure comparability between groups Signup and view all the answers

What is the purpose of blinding in a trial?

To prevent performance bias by making patients and clinicians unaware of the treatment Signup and view all the answers

What is allocation concealment?

A way to conceal treatment allocation from the person randomizing the patient Signup and view all the answers

What is attrition bias?

Bias due to participants dropping out of a study Signup and view all the answers

When is blinding not possible?

In trials involving medical devices or surgery Signup and view all the answers

What is the purpose of randomization in a trial?

To minimize differences between the treatment and control groups Signup and view all the answers

What is the difference between single-blind and double-blind trials?

Single-blind trials blind patients, while double-blind trials blind both patients and clinicians Signup and view all the answers

What is the purpose of concealment in a trial?

To prevent selection bias by concealing treatment allocation Signup and view all the answers

Why is allocation concealment universally recommended?

Because it prevents selection bias affecting patient allocation Signup and view all the answers

What is conflict of interest bias?

A situation where a professional's judgment is influenced by a secondary interest Signup and view all the answers

What is an example of a non-financial conflict of interest?

A researcher seeking career advancement Signup and view all the answers

What does the traffic light graph represent in a systematic literature review?

The risk of bias in each study reviewed Signup and view all the answers

What does a red color in the traffic light graph indicate?

A high risk of bias Signup and view all the answers

What is the purpose of assessing the risk of bias in a systematic review?

To identify potential sources of bias in each study reviewed Signup and view all the answers

What is an example of a financial conflict of interest?

A company funding a trial of a drug produced by the same company Signup and view all the answers

What is the main purpose of assessing bias in a systematic review?

To inform the reader about the quality of each study reviewed Signup and view all the answers

What does a yellow color in the traffic light graph indicate?

An unclear risk of bias Signup and view all the answers

What is a potential reason to exclude participants from a study after it has begun?

Failing to meet inclusion criteria Signup and view all the answers

What is the purpose of recruiting more participants than needed for a sample?

To avoid attrition bias Signup and view all the answers

What is detection bias also known as?

Assessment bias Signup and view all the answers

Why is it important to blind outcome assessors?

To avoid detection bias Signup and view all the answers

What is reporting bias related to?

Selective disclosure of information Signup and view all the answers

When does reporting bias occur?

During the design, conduct, analysis, or dissemination of study methods Signup and view all the answers

What is the primary goal of minimizing follow-ups in a study?

To reduce attrition bias Signup and view all the answers

Why is it important to maintain detailed contact information for participants?

To get in touch with participants even if they move Signup and view all the answers

Study Notes

Definition of Bias

Bias is a systematic error or deviation from the truth in results.
Biases can lead to underestimation or overestimation of the true intervention effect and can vary in magnitude.

Sources of Bias in RCT

Selection Bias

Occurs when there are systematic differences in baseline characteristics between groups.
Example: Selection of participants with differential age characteristics.
How to avoid: Use randomization to minimize confounding variables and ensure comparable groups. Allocation concealment can also help prevent selection bias.

Performance Bias

Occurs when there is unequal care between study groups.
Example: An investigator who believes that self-ligating brackets collect less plaque and lead to lower plaque and periodontal index scores might follow patients with self-ligating brackets closer and offer more exhaustive oral-hygiene instructions.
How to avoid: Blinding (single or double) can help prevent performance bias.

Attrition Bias

Occurs when there is loss of participants from a sample after randomization (dropout).
Attrition can lead to bias if the characteristics of participants with missing data are different between the randomized groups.
How to avoid:
- Recruit more participants than needed for the sample (oversample).
- Provide compensation for attending every session.
- Minimize the number of follow-ups as much as possible.
- Make all follow-ups brief, flexible, and convenient for participants.
- Send routine reminders to schedule follow-ups.

Detection Bias

Occurs when the outcome event is identified with different methods or criteria in the exposed and non-exposed groups.
Also known as observer, ascertainment, or assessment bias.
How to avoid: Blinding (or masking) outcome assessors.

Reporting Bias

Occurs when there are systematic differences between reported and unreported findings.
A distortion of presented information from research due to the selective disclosure or withholding of information by parties involved.
How to avoid: Blinding (or masking) outcome assessors.

Conflict of Interest Bias

A set of circumstances that creates a risk that professional judgment or actions regarding a primary interest will be unduly influenced by a secondary interest.
Examples: Financial (e.g., a company funding a trial of a drug produced by the same company) and non-financial (e.g., career advancement, publishable results, service to patients or students, fame, power, or family and friendships).

Traffic Light Graph for Systematic Literature Review

Red means a high risk of bias, yellow means an unclear risk of bias, and green means a low risk of bias.
A useful tool for telling the reader your assessment of each study reviewed.

Studying That Suits You

Use AI to generate personalized quizzes and flashcards to suit your learning preferences.

Description

Learn about the definition and sources of bias in research, including selection bias, and how to avoid it in randomized controlled trials.