TABLE 3:
Comparison of Alternative Analytic Methods for the Analysis of Audiometric Data: Simulation Study Scenario 2a
| Both-ear Methodb | Worse-ear Methodc | Better-ear Methodd | Left-ear Methode | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Relative biasf (%) | Empirical standard deviationg | Estimated standard errorh | Converge ratei (%) | Relative bias (%) | Empirical standard deviation | Estimated standard error | Converge rate (%) | Relative bias (%) | Empirical standard deviation | Estimated standard error | Converge rate (%) | Relative bias (%) | Empirical standard deviation | Estimated standard error | Converge rate (%) | |
| x1,1 | −2.06 | 0.11 | 0.11 | 0.95 | −12.48 | 0.11 | 0.11 | 0.94 | −143.41 | 0.34 | 0.35 | 0.84 | −1.18 | 0.15 | 0.15 | 0.94 |
| x1,2 | 0.36 | 0.11 | 0.11 | 0.94 | −1.00 | 0.12 | 0.12 | 0.95 | 30.64 | 0.35 | 0.35 | 0.96 | 1.45 | 0.15 | 0.15 | 0.95 |
| x1,3 | −0.87 | 0.10 | 0.11 | 0.95 | 6.45 | 0.11 | 0.11 | 0.94 | −67.34 | 0.32 | 0.32 | 0.91 | 0.13 | 0.15 | 0.14 | 0.96 |
| x2 | 0.28 | −0.09 | 0.09 | 0.94 | 2.86 | 0.09 | 0.10 | 0.93 | 37.71 | 0.26 | 0.26 | 0.71 | 0.68 | 0.13 | 0.13 | 0.96 |
| x3 | −0.06 | 0.09 | 0.09 | 0.94 | 7.69 | 0.10 | 0.10 | 0.75 | 42.97 | 0.25 | 0.25 | 0.24 | 0.11 | 0.13 | 0.13 | 0.96 |
| x1,1×x2 | −1.86 | 0.13 | 0.14 | 0.95 | −10.85 | 0.14 | 0.14 | 0.94 | −129.65 | 0.38 | 0.40 | 0.87 | 1.86 | 0.18 | 0.19 | 0.95 |
| x1,2×x2 | 5.32 | 0.12 | 0.12 | 0.94 | 4.38 | 0.13 | 0.14 | 0.94 | 64.38 | 0.38 | 0.38 | 0.95 | −9.85 | 0.17 | 0.18 | 0.95 |
| x1,3×x2 | 0.76 | 0.12 | 0.13 | 0.94 | −13.68 | 0.13 | 0.13 | 0.94 | −118.55 | 0.36 | 0.37 | 0.92 | 4.18 | 0.17 | 0.17 | 0.95 |
| x1,1×x3 | 10.00 | 0.13 | 0.14 | 0.94 | −39.86 | 0.14 | 0.15 | 0.94 | 269.03 | 0.37 | 0.38 | 0.94 | 34.17 | 0.18 | 0.19 | 0.94 |
| x1,2×x3 | 0.35 | 0.13 | 0.13 | 0.95 | 34.94 | 0.15 | 0.15 | 0.94 | 1159.58 | 0.39 | 0.38 | 0.96 | 0.57 | 0.18 | 0.18 | 0.95 |
| x1,3×x3 | 1.48 | 0.12 | 0.12 | 0.94 | 98.149 | 0.13 | 0.14 | 0.93 | −111.93 | 0.34 | 0.35 | 0.93 | −9.17 | 0.17 | 0.17 | 0.95 |
| x4 | −0.43 | 0.02 | 0.02 | 0.96 | −4.05 | 0.02 | 0.02 | 0.95 | 38.25 | 0.04 | 0.03 | 0.96 | 8.94 | 0.02 | 0.02 | 0.95 |
Simulation Study Scenario with a 4-level categorical exposure, a 20% event rate and a sample size of 5000, based on 1000 simulation replicates; using exchangeable working covariance-covariance matrix.
Both-ear method: logistic regression with hearing data of both ears at three frequency categories as correlated outcome.
Worse-ear method: logistic regression with hearing data of the worse ear at three frequency categories as the outcome.
Better-ear method: logistic regression with hearing data of the better ear at three frequency categories as the outcome.
Left ear method: logistic regression with hearing data of the left ear at three frequency categories as the outcome; the generalized estimating equation approach was used in all the methods for estimation.
Relative Bias is 100 × (the mean of the estimated log (OR) over simulation replicates – the true log (OR))/the true log (OR) ), where OR stands for odds ratio.
Empirical standard deviation (SD) is the empirical SD of the log(OR) estimates from simulation replicates.
Estimated standard error (SE) is the average of the sandwich SE over the simulation replications.
Coverage Rate is the 95% confidence interval coverage rate based on the sandwich SE.
x1,1, x1,2, and x1,3: indicators for a categorical exposure; x2: dummy variable for mid-frequency; x3: dummy variable for high-frequency; x4 continuous ear-level baseline measurement.