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Effect of different sampling techniques on odds ratio estimates using hospital-based cases and controls
M G Doherr1, T E Carpenter, W D Wilson
1Department of Medicine and Epidemiology, School of Veterinary Medicine, University of California, Davis 95616-8737, USA.
Preventive Veterinary Medicine
|November 15, 1997
Summary
Selecting appropriate sampling techniques is crucial for accurate odds ratio (OR) estimates in veterinary research. Simple random and systematic sampling methods minimize bias in retrospective case-control studies using hospital admission records.
Area of Science:
- Veterinary epidemiology
- Biostatistics
- Retrospective study design
Background:
- Hospital admission records are frequently used in veterinary research, but potential biases from sampling methods are often overlooked.
- Retrospective case-control studies rely heavily on accurate selection of control groups from a defined study base population.
Purpose of the Study:
- To evaluate the impact of different control selection techniques on odds ratio (OR) estimates in a veterinary retrospective case-control study.
- To identify sampling methods that minimize bias in disease risk factor analysis using hospital records.
Main Methods:
- Utilized University of California, Davis Veterinary Medical Teaching Hospital (VMTH) patient records for horses with Corynebacterium pseudotuberculosis abscesses.
- Derived a 'gold standard' OR and calculated sampling ratios (SRs) for various factors (admission type, age, breed, sex) under different sampling techniques (random, matched, diagnosis-based).
- Analyzed SR distributions and OR estimate biases using analysis of variance and covariance.
Main Results:
- Sampling ratios (SRs) deviating from 1.0 introduced bias into OR estimates compared to the 'gold standard'.
- Matched and diagnosis-based sampling ('colic', 'fractures') resulted in wider SR ranges and larger OR errors.
- Simple random and systematic sampling yielded SR distributions closest to 1.0 with smaller standard deviations, resulting in least biased OR estimates.
Conclusions:
- The choice of sampling technique significantly influences the accuracy of OR estimates in retrospective veterinary studies.
- Simple random and systematic sampling are recommended for control selection to minimize bias when using hospital admission records.
- Proper definition of the study base population and appropriate sampling design are critical for reliable epidemiological findings.