# Liver Fibrosis Staging on Cirrhosis S4 vs S1-3 Source: [Liver Fibrosis Staging on Cirrhosis S4 vs S1-3]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:29:01.154Z Evaluation of model performance for liver fibrosis staging using the Cirrhosis S4 vs S1-3 dataset, reporting Accuracy, AUC, and ECE. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Liver fibrosis staging | | Dataset (including any stated split) | Cirrhosis S4 vs S1-3 | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 5 of 5 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Accuracy](): Higher is better; unit: PERCENT. - [AUC](): Higher is better; unit: PERCENT. - [ECE](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Reliable and Interpretable Multi-view Learning Framework | 84.4 | Not recorded | 68fa6fc81e209131cea475cc | | Ensemble | 78.1 | Not recorded | 68fa6fc81e209131cea475cc | | VI | 77.6 | Not recorded | 68fa6fc81e209131cea475cc | | Softmax | 77.1 | Not recorded | 68fa6fc81e209131cea475cc | | Dropout | 77.1 | Not recorded | 68fa6fc81e209131cea475cc | ### Reliable and Interpretable Multi-view Learning Framework Accuracy: 84.4. Result ID: 6990fe273a6c31484904dcad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"uncertainty\_estimation":"Uncertainty-aware fusion"}. This record does not assert independent reproduction. ### Ensemble Accuracy: 78.1. Result ID: 6990fe273a6c31484904dcac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"uncertainty\_estimation":"Deep Ensemble"}. This record does not assert independent reproduction. ### VI Accuracy: 77.6. Result ID: 6990fe273a6c31484904dcab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"uncertainty\_estimation":"Variational Inference"}. This record does not assert independent reproduction. ### Softmax Accuracy: 77.1. Result ID: 6990fe273a6c31484904dca9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"uncertainty\_estimation":"Softmax Entropy"}. This record does not assert independent reproduction. ### Dropout Accuracy: 77.1. Result ID: 6990fe273a6c31484904dcaa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"uncertainty\_estimation":"Monte-Carlo Dropout"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.