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Published on: August 6, 2013
Truth and Memory: Linking Instantaneous and Retrospective Self-Reported Cigarette Consumption.
Hao Wang1, Saul Shiffman2, Sandra D Griffith3
1Johns Hopkins University.
The time-line follow-back (TLFB) method for tracking smoking behavior is prone to recall biases. Ecological momentary assessment (EMA) via electronic diaries offers more accurate daily cigarette consumption data.
Area of Science:
- Behavioral Science
- Psychology
- Public Health
Background:
- Smoking cessation studies often rely on the time-line follow-back (TLFB) method for retrospective daily cigarette consumption data.
- TLFB is known to be susceptible to recall and digit preference biases, limiting its accuracy in measuring daily consumption.
- Ecological momentary assessment (EMA) using electronic diaries allows for real-time recording of cigarette consumption, potentially overcoming retrospective recall limitations.
Purpose of the Study:
- To analyze and compare cigarette consumption data collected simultaneously using TLFB and EMA methods.
- To develop and evaluate a statistical model explaining the biases in TLFB data as a process of mis-remembering and rounding.
- To identify factors associated with greater discrepancies between recalled and recorded smoking.
Main Methods:
- Collected simultaneous data on daily cigarette consumption from 236 active smokers using TLFB and electronic diary-based EMA.
- Defined a statistical model incorporating fixed and random effects to describe the two-stage process of mis-remembering and rounding in TLFB data.
- Employed Bayesian methods for model estimation and evaluated model adequacy using histograms of imputed latent remembered cigarette counts.
Main Results:
- Both mis-remembering and heaping (rounding) significantly distort self-reported cigarette counts obtained via TLFB.
- Higher nicotine dependence, white ethnicity, and male sex were associated with greater recalled smoking relative to EMA-recorded consumption.
- The developed statistical model effectively captures the biases inherent in retrospective smoking recall.
Conclusions:
- EMA provides a more accurate measure of daily cigarette consumption compared to TLFB due to the absence of recall bias.
- A statistical model can quantify the extent of mis-remembering and rounding biases in retrospective smoking data.
- Understanding these reporting biases is crucial for accurate smoking behavior research and may be applicable to other self-report data.
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