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Table 4 Results of the association parameter α obtained from joint model and TVCM fitted to data generated considering the sample size n∈(35,75,150,300,600) and different probability distributions (scenarios 3:6 of Table 1) for the random effect bi0 with variance Σ11=1.44, α=0.3 and σε=0.3 with CV =9.4%

From: Joint model robustness compared with the time-varying covariate Cox model to evaluate the association between a longitudinal marker and a time-to-event endpoint

  

Joint model

TVCM(1x/week)

Distribution

n

Est

ESE

ASE

%Bias

CP

Est

ESE

ASE

%Bias

CP

 

35

0.315

0.191

0.179

5.0

95

0.287

0.182

0.176

-4.3

95

 

75

0.308

0.123

0.116

2.7

94

0.286

0.117

0.114

-4.7

95

Normal

150

0.306

0.085

0.081

2.0

94

0.285

0.081

0.079

-5.0

94

 

300

0.302

0.057

0.056

0.7

95

0.282

0.055

0.055

-6.0

94

 

600

0.304

0.040

0.040

1.3

95

0.284

0.038

0.039

-5.3

93

 

35

0.323

0.054

0.051

7.7

95

0.315

0.066

0.062

5.0

96

 

75

0.309

0.033

0.033

3.0

95

0.303

0.038

0.038

1.0

95

Bimodal

150

0.305

0.023

0.023

1.7

95

0.301

0.025

0.025

0.3

96

 

300

0.302

0.016

0.016

0.7

96

0.299

0.017

0.018

-0.3

96

 

600

0.302

0.011

0.011

0.7

96

0.299

0.012

0.012

-0.3

95

 

35

0.366

0.256

0.211

22

93

0.309

0.215

0.195

3.0

95

 

75

0.334

0.134

0.125

11

94

0.297

0.121

0.118

-1.0

96

Chisquare

150

0.316

0.088

0.083

5.3

94

0.287

0.079

0.079

-4.3

95

 

300

0.318

0.059

0.057

6.0

94

0.289

0.054

0.054

-3.7

95

 

600

0.309

0.040

0.039

3.0

95

0.283

0.036

0.037

-5.7

94

 

35

0.352

0.232

0.200

17

93

0.305

0.197

0.187

1.7

96

 

75

0.327

0.135

0.122

9.0

93

0.291

0.120

0.116

-3.0

96

Gamma

150

0.316

0.079

0.081

5.3

96

0.287

0.073

0.077

-4.3

96

 

300

0.316

0.061

0.056

5.3

94

0.289

0.056

0.054

-3.7

94

 

600

0.311

0.041

0.039

3.7

94

0.286

0.037

0.037

-4.7

95

  1. Mean of the maximum likelihood estimates (Est), empirical Monte Carlo standard error (ESE), asymptotic standard error (ASE), percentage bias (%Bias) and 95% coverage probabilities (CP) are shown