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 34 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 |
| Song et al. | 2025 | China | Surgery | Post-op Facial Nerve Function | ANN / Deep Learning | 117 | AUC 0.935 | High risk of bias | No |
| Fujita et al. | 2025 | Japan | Surgery | Post-op Facial Nerve Function | Logistic Regression | 265 | AUC 0.789 | Low risk of bias | Yes |
| Ma et al. | 2025 | China | Surgery | Post-op Facial Nerve Function | Logistic Regression | 170 | AUC 0.865 | High risk of bias | No |
| 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 |
| 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 |
| Heman-Ackah et al. | 2024 | USA | Surgery | Post-op Facial Nerve Function | Random Forest | 242 | — | High risk of bias | No |
| Przepiorka et al. | 2024 | Poland | Surgery | Post-op Facial Nerve Function | XGBoost | 256 | AUC 0.910 | High risk of bias | No |
| 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 |
| Dichter et al. | 2024 | USA | Surgery | Unplanned Re-operation & Complications | ANN / Deep Learning | 1783 | — | High risk of bias | No |
| Wang et al. | 2023 | China | Surgery | Post-op Facial Nerve Function | ANN / Deep Learning | 110 | AUC 0.890 | High risk of bias | Yes |
| Yu et al. | 2023 | China | Surgery | Post-op Facial Nerve Function & Degree of Tumour Resection | ANN / Deep Learning | 188 | AUC 0.872 | High risk of bias | No |
| Di Perna et al. | 2023 | Italy | Surgery | Post-op Facial Nerve Function | Logistic Regression | 72 | — | High risk of bias | Yes |
| Yang et al. | 2023 | China | Surgery | Post-op Hearing Function | XGBoost | 79 | AUC 0.970 | High risk of bias | No |
| Suresh et al. | 2023 | USA | Surgery | Post-op Dizziness | Logistic Regression | 1137 | AUC 0.890 | Low risk of bias | No |
| Wang J. et al. | 2022 | China | Surgery | Post-op Facial Nerve Function | XGBoost | 128 | AUC 0.770 | High risk of bias | No |
| Dixon et al. | 2022 | USA | Surgery | Post-op Hearing Function | Random Forest | 144 | — | High risk of bias | No |
| 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 |
| De Boer et al. | 2022 | The Netherlands | Surgery | Post-op Tumour Recurrence | Cox Regression | 596 | AUC 0.890 | Low risk of bias | No |
| Smith et al. | 2021 | USA | Surgery | Post-op Surgical Complications | Logistic Regression | 185 | C-index 0.754 | High risk of bias | No |
| Song et al. | 2021 | China | Surgery | Intraoperative Tumour Vascularity | Logistic Regression | 191 | AUC 0.880 | High risk of bias | Yes |
| Cha et al. | 2020 | South Korea | Surgery | Post-op Hearing Function | SVM | 50 | — | High risk of bias | No |
| Abouzari et al. | 2020 | USA | Surgery | Self-reported tumour recurrence after treatment | SVM | 698 | AUC 0.830 | High risk of bias | No |
| Russel et al. | 2017 | France | Surgery | Post-op CSF leak | Logistic Regression | 275 | — | High risk of bias | Yes |
| Rivas et al. | 2011 | USA | Surgery | Post-op Facial Nerve Function | Logistic Regression | 281 | AUC 0.925 | High risk of bias | No |
| 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 |
| Fenton et al. | 2002 | Australia and France | Surgery | Post-op Facial Nerve Function | Logistic Regression | 67 | — | High risk of bias | No |