# Molecular Biomarker Prediction on BRCA 4 tasks Source: [Molecular Biomarker Prediction on BRCA 4 tasks]() Collection index: [llms.txt]() Data updated: 2026-03-24T10:36:32.505Z Evaluation of molecular biomarker prediction performance across four defined tasks within the BRCA cohort, typically reporting AUROC. 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 | Molecular Biomarker Prediction | | Dataset (including any stated split) | BRCA 4 tasks | | Metric | AUROC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [AUROC](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | ABMIL | 73.65 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Mean | 73.6 | Not recorded | 69c21ad70636e5bf4afc4d7e | | TransMIL | 73.41 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Trans. | 73.2 | Not recorded | 69c21ad70636e5bf4afc4d7e | | DSMIL | 73.18 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Max | 72.87 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Max | 72.47 | Not recorded | 69c21ad70636e5bf4afc4d7e | | CLAM | 72.27 | Not recorded | 69c21ad70636e5bf4afc4d7e | | ABMIL | 71.97 | Not recorded | 69c21ad70636e5bf4afc4d7e | | CLAM | 71.93 | Not recorded | 69c21ad70636e5bf4afc4d7e | | DSMIL | 71.92 | Not recorded | 69c21ad70636e5bf4afc4d7e | | ILRA | 71.68 | Not recorded | 69c21ad70636e5bf4afc4d7e | | TransMIL | 71.38 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Trans. | 71.35 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Mean | 71.34 | Not recorded | 69c21ad70636e5bf4afc4d7e | | ILRA | 70.4 | Not recorded | 69c21ad70636e5bf4afc4d7e | ### ABMIL AUROC: 73.65. Result ID: 69c2692647f34ce924aa5fe1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH (+Ours)"}. This record does not assert independent reproduction. ### Mean AUROC: 73.6. Result ID: 69c2692647f34ce924aa5feb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH (+Ours)"}. This record does not assert independent reproduction. ### TransMIL AUROC: 73.41. Result ID: 69c2692647f34ce924aa5fe5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH (+Ours)"}. This record does not assert independent reproduction. ### Trans. AUROC: 73.2. Result ID: 69c2692647f34ce924aa5fe7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH (+Ours)"}. This record does not assert independent reproduction. ### DSMIL AUROC: 73.18. Result ID: 69c2692647f34ce924aa5fef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH (+Ours)"}. This record does not assert independent reproduction. ### Max AUROC: 72.87. Result ID: 69c2692647f34ce924aa5fed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH (+Ours)"}. This record does not assert independent reproduction. ### Max AUROC: 72.47. Result ID: 69c2692647f34ce924aa5fec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### CLAM AUROC: 72.27. Result ID: 69c2692647f34ce924aa5fe3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH (+Ours)"}. This record does not assert independent reproduction. ### ABMIL AUROC: 71.97. Result ID: 69c2692647f34ce924aa5fe0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### CLAM AUROC: 71.93. Result ID: 69c2692647f34ce924aa5fe2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### DSMIL AUROC: 71.92. Result ID: 69c2692647f34ce924aa5fee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### ILRA AUROC: 71.68. Result ID: 69c2692647f34ce924aa5fe9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH (+Ours)"}. This record does not assert independent reproduction. ### TransMIL AUROC: 71.38. Result ID: 69c2692647f34ce924aa5fe4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### Trans. AUROC: 71.35. Result ID: 69c2692647f34ce924aa5fe6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### Mean AUROC: 71.34. Result ID: 69c2692647f34ce924aa5fea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### ILRA AUROC: 70.4. Result ID: 69c2692647f34ce924aa5fe8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.