Model database
Every published prediction model identified by the systematic review. Click a row for full extraction details, PROBAST domains, and a plain-language summary.
Showing 26 of 54 models
| Modelling Method | Publicly available | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Fujita et al. | 2026 | Japan | Surgery | Post-op Facial Nerve Function | Logistic Regression | 77 | AUC 0.853 | High risk of bias | Yes |
| Schouten et al. | 2025 | The Netherlands | Surveillance | Tumour Growth | Logistic Regression | 110 | AUC 0.850 | Low risk of bias | Yes |
| Fujita et al. | 2025 | Japan | Surgery | Post-op Facial Nerve Function | Logistic Regression | 265 | AUC 0.789 | Low risk of bias | Yes |
| Feghali et al. | 2025 | USA | Surgery | Post-op Facial Nerve Function | Logistic Regression | 360 | AUC 0.807 | Low risk of bias | Yes |
| Guan et al. | 2025 | China | Surgery | Post-op Facial Nerve Function | Logistic Regression | 166 | AUC 0.945 | High risk of bias | Yes |
| Wei et al. | 2025 | USA | Mixed management | Overall survival | Cox Regression | 20235 | C-index 0.763 | High risk of bias | Yes |
| Chen et al. | 2024 | The Netherlands | Surveillance | Tumour Growth | ANN / Deep Learning | 131 | — | High risk of bias | Yes |
| Zohdy et al. | 2024 | USA | Surgery | Post-op Facial Nerve Function | ANN / Deep Learning | 71 | AUC 0.906 | High risk of bias | Yes |
| Shi et al. | 2024 | China | Surgery | Post-op Facial Nerve Function | Logistic Regression | 185 | AUC 0.991 | Low risk of bias | Yes |
| Harris et al. | 2024 | USA | Surgery | Post-op Facial Nerve Function | Logistic Regression | 306 | AUC 0.830 | Low risk of bias | Yes |
| Zohdy et al. | 2024 | USA | Surgery | Post-op Facial Nerve Function | ANN / Deep Learning | 71 | — | High risk of bias | Yes |
| Lu et al. | 2024 | China | Surgery | Post-op Hearing Function | Logistic Regression | — | AUC 0.797 | High risk of bias | Yes |
| Wang et al. | 2023 | USA | Surveillance | Tumour Growth | ANN / Deep Learning | 103 | AUC 0.770 | High risk of bias | Yes |
| Wang et al. | 2023 | China | Surgery | Post-op Facial Nerve Function | ANN / Deep Learning | 110 | AUC 0.890 | High risk of bias | Yes |
| Di Perna et al. | 2023 | Italy | Surgery | Post-op Facial Nerve Function | Logistic Regression | 72 | — | High risk of bias | Yes |
| Tang et al. | 2022 | USA | Surgery | In-hospital outcomes: mortality, perioperative complications, routine discharge, postoperative length of stay, total length of stay, and hospital costs. | Logistic Regression | — | AUC 0.740 | High risk of bias | Yes |
| Macielak et al. | 2022 | USA | Surgery | Extent of resection: GTR vs NTR/STR | Logistic Regression | 502 | C-index 0.820 | Low risk of bias | Yes |
| Zhang et al. | 2022 | China | Surgery | Recurrence Free Survival (need for further treatment or tumour regrowth >5mm) | Cox Regression | 425 | AUC 0.912 | Low risk of bias | Yes |
| Hentschel et al. | 2021 | The Netherlands | Surveillance | Tumour Growth | Logistic Regression | 1217 | C-index 0.690 | Low risk of bias | Yes |
| Shi et al. | 2021 | China | Stereotactic Radiosurgery | Recurrence / Regrowth | Cox Regression | 67 | AUC 0.889 | High risk of bias | Yes |
| Song et al. | 2021 | China | Surgery | Intraoperative Tumour Vascularity | Logistic Regression | 191 | AUC 0.880 | High risk of bias | Yes |
| Russel et al. | 2017 | France | Surgery | Post-op CSF leak | Logistic Regression | 275 | — | High risk of bias | Yes |
| Senova et al. | 2016 | France | Stereotactic Radiosurgery | Trigeminal Neuropathy | Logistic Regression | 179 | AUC 0.890 | High risk of bias | Yes |
| Timmer et al. | 2011 | The Netherlands | Surveillance | Tumour Growth | Logistic Regression | 240 | AUC 0.723 | Low risk of bias | Yes |
| Isaacson et al. | 2003 | USA | Surgery | Post-op Facial Nerve Function | Logistic Regression | 229 | — | High risk of bias | Yes |
| Fenton et al. | 2002 | Australia and France | Surgery | Post-op Facial Nerve Function | Logistic Regression | 67 | — | High risk of bias | Yes |