Table 2.
Model evaluation results for each of the leave-one-out validation analyses of the TO and TC prediction models, which used text only and both text and coded data, respectively
| Model and test set | AUROC (95% CI) | AUPRC (95% CI) | Brier score (95% CI) |
|---|---|---|---|
| TO | |||
| AHON-UMCG | 0.7187 (0.6910 to 0.7452) | 0.0154 (0.0118 to 0.0271) | 0.0046 (0.0043 to 0.0050) |
| ANH-VUmc | 0.8235 (0.8051 to 0.8417) | 0.0515 (0.0387 to 0.0664) | 0.0052 (0.0048 to 0.0056) |
| JGPN-UMCU | 0.8054 (0.7908 to 0.8189) | 0.0371 (0.0310 to 0.0452) | 0.0049 (0.0046 to 0.0052) |
| AHA-AMC | 0.8133 (0.7951 to 0.8312) | 0.0210 (0.0169 to 0.0257) | 0.0038 (0.0035 to 0.0042) |
| Overall | 0.7875 (0.7778 to 0.7965) | 0.0282 (0.0248 to 0.0324) | 0.0046 (0.0044 to 0.0048) |
|
| |||
| TC | |||
| AHON-UMCG | 0.7167 (0.6923 to 0.7412) | 0.0181 (0.0129 to 0.0271) | 0.0044 (0.0041 to 0.0048) |
| ANH-VUmc | 0.8192 (0.7997 to 0.8365) | 0.0505 (0.0395 to 0.0658) | 0.0051 (0.0047 to 0.0055) |
| JGPN-UMCU | 0.8099 (0.7959 to 0.8243) | 0.0421 (0.0345 to 0.0522) | 0.0049 (0.0046 to 0.0052) |
| AHA-AMC | 0.8043 (0.7855 to 0.8218) | 0.0253 (0.0193 to 0.0332) | 0.0038 (0.0035 to 0.0042) |
| Overall | 0.7817 (0.7720 to 0.7906) | 0.0219 (0.0195 to 0.0247) | 0.0046 (0.0045 to 0.0048) |
AHA-AMC = Academic general practitioners network database, Amsterdam UMC location University of Amsterdam. AHON-UMCG = Academic General Practitioners Network Northern Netherlands database, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands. ANH-VUmc = Academic Network of General Practice database, Amsterdam UMC location Vrije Universiteit, Amsterdam, the Netherlands. AUPRC = area under precision-recall curve. AUROC = area under the receiver-operator characteristic. JGPN-UMCU = Julius General Practitioner’s Network database, University Medical Centre Utrecht University, Utrecht, the Netherlands. TC = with text and coded data. TO = text only.