# Survival Prediction on TNBC cohort (test) Source: [Survival Prediction on TNBC cohort (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:40:20.270Z Evaluation of Survival Prediction models using the test split of the TNBC (Triple-Negative Breast Cancer) cohort, reporting performance across various survival endpoints using the C-index (e.g., OS, RFS). 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 | Survival Prediction | | Dataset (including any stated split) | TNBC cohort (test) | | Metric | DRFS C-index | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 29 of 29 | | 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 - [DRFS C-index](): Higher is better; unit: SCALAR. - [RFS C-index](): Higher is better; unit: SCALAR. - [IBFS C-index](): Higher is better; unit: SCALAR. - [IDFS C-index](): Higher is better; unit: SCALAR. - [OS C-index](): Higher is better; unit: SCALAR. ## Recorded results | Method | DRFS C-index | Result date | Report paper | | --- | --- | --- | --- | | PathoSpatial | 0.637 | Not recorded | 6992a4ac9ebc499c97406d1e | | TransMIL | 0.636 | Not recorded | 6992a4ac9ebc499c97406d1e | | PathoSpatial | 0.631 | Not recorded | 6992a4ac9ebc499c97406d1e | | TransMIL | 0.628 | Not recorded | 6992a4ac9ebc499c97406d1e | | TransMIL | 0.628 | Not recorded | 6992a4ac9ebc499c97406d1e | | TransMIL | 0.623 | Not recorded | 6992a4ac9ebc499c97406d1e | | Patch-GCN | 0.62 | Not recorded | 6992a4ac9ebc499c97406d1e | | Patch-GCN | 0.617 | Not recorded | 6992a4ac9ebc499c97406d1e | | Patch-GCN | 0.617 | Not recorded | 6992a4ac9ebc499c97406d1e | | MCAT | 0.617 | Not recorded | 6992a4ac9ebc499c97406d1e | | PANTHER | 0.613 | Not recorded | 6992a4ac9ebc499c97406d1e | | Patch-GCN | 0.611 | Not recorded | 6992a4ac9ebc499c97406d1e | | TransMIL | 0.605 | Not recorded | 6992a4ac9ebc499c97406d1e | | CLAM | 0.596 | Not recorded | 6992a4ac9ebc499c97406d1e | | Patch-GCN | 0.595 | Not recorded | 6992a4ac9ebc499c97406d1e | | CLAM | 0.592 | Not recorded | 6992a4ac9ebc499c97406d1e | | PANTHER | 0.592 | Not recorded | 6992a4ac9ebc499c97406d1e | | ProSurv | 0.591 | Not recorded | 6992a4ac9ebc499c97406d1e | | CLAM | 0.588 | Not recorded | 6992a4ac9ebc499c97406d1e | | CLAM | 0.587 | Not recorded | 6992a4ac9ebc499c97406d1e | | PIBD | 0.584 | Not recorded | 6992a4ac9ebc499c97406d1e | | PANTHER | 0.582 | Not recorded | 6992a4ac9ebc499c97406d1e | | SurvPath | 0.58 | Not recorded | 6992a4ac9ebc499c97406d1e | | PANTHER | 0.577 | Not recorded | 6992a4ac9ebc499c97406d1e | | PANTHER | 0.56 | Not recorded | 6992a4ac9ebc499c97406d1e | | PORPOISE | 0.548 | Not recorded | 6992a4ac9ebc499c97406d1e | | ProSurv | 0.546 | Not recorded | 6992a4ac9ebc499c97406d1e | | CLAM | 0.538 | Not recorded | 6992a4ac9ebc499c97406d1e | | PORPOISE | 0.527 | Not recorded | 6992a4ac9ebc499c97406d1e | ### PathoSpatial DRFS C-index: 0.637. Result ID: 699a57285698665ec4ded0de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"Multimodal","KH":12,"KS":8}. This record does not assert independent reproduction. ### TransMIL DRFS C-index: 0.636. Result ID: 699a57285698665ec4ded0d0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Unimodal Fusion","Features":"H+S","Fusion strategy":"mean"}. This record does not assert independent reproduction. ### PathoSpatial DRFS C-index: 0.631. Result ID: 699a57285698665ec4ded0df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"Multimodal","KH":32,"KS":24}. This record does not assert independent reproduction. ### TransMIL DRFS C-index: 0.628. Result ID: 699a57285698665ec4ded0c4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Unimodal","Features":"H histology"}. This record does not assert independent reproduction. ### TransMIL DRFS C-index: 0.628. Result ID: 699a57285698665ec4ded0cf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Unimodal Fusion","Features":"H+S","Fusion strategy":"dot product"}. This record does not assert independent reproduction. ### TransMIL DRFS C-index: 0.623. Result ID: 699a57285698665ec4ded0ce. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Unimodal Fusion","Features":"H+S","Fusion strategy":"concatenation"}. This record does not assert independent reproduction. ### Patch-GCN DRFS C-index: 0.62. Result ID: 699a57285698665ec4ded0c9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Unimodal","Features":"S spatial transcriptomics"}. This record does not assert independent reproduction. ### Patch-GCN DRFS C-index: 0.617. Result ID: 699a57285698665ec4ded0d1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Unimodal Fusion","Features":"H+S","Fusion strategy":"concatenation"}. This record does not assert independent reproduction. ### Patch-GCN DRFS C-index: 0.617. Result ID: 699a57285698665ec4ded0d2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Unimodal Fusion","Features":"H+S","Fusion strategy":"dot product"}. This record does not assert independent reproduction. ### MCAT DRFS C-index: 0.617. Result ID: 699a57285698665ec4ded0d9. [Reporting paper]() Recorded evaluation configuration: {"Modality":"Multimodal","Features":"H+G"}. This record does not assert independent reproduction. ### PANTHER DRFS C-index: 0.613. Result ID: 699a57285698665ec4ded0ca. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Unimodal","Features":"S spatial transcriptomics"}. This record does not assert independent reproduction. ### Patch-GCN DRFS C-index: 0.611. Result ID: 699a57285698665ec4ded0c5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Unimodal","Features":"H histology"}. This record does not assert independent reproduction. ### TransMIL DRFS C-index: 0.605. Result ID: 699a57285698665ec4ded0c8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Unimodal","Features":"S spatial transcriptomics"}. This record does not assert independent reproduction. ### CLAM DRFS C-index: 0.596. Result ID: 699a57285698665ec4ded0c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"Unimodal","Features":"H histology"}. This record does not assert independent reproduction. ### Patch-GCN DRFS C-index: 0.595. Result ID: 699a57285698665ec4ded0d3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Unimodal Fusion","Features":"H+S","Fusion strategy":"mean"}. This record does not assert independent reproduction. ### CLAM DRFS C-index: 0.592. Result ID: 699a57285698665ec4ded0cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"Unimodal Fusion","Features":"H+S","Fusion strategy":"concatenation"}. This record does not assert independent reproduction. ### PANTHER DRFS C-index: 0.592. Result ID: 699a57285698665ec4ded0d5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Unimodal Fusion","Features":"H+S","Fusion strategy":"dot product"}. This record does not assert independent reproduction. ### ProSurv DRFS C-index: 0.591. Result ID: 699a57285698665ec4ded0dd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Multimodal","Features":"H+G","Fusion strategy":"bilinear"}. This record does not assert independent reproduction. ### CLAM DRFS C-index: 0.588. Result ID: 699a57285698665ec4ded0cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"Unimodal Fusion","Features":"H+S","Fusion strategy":"mean"}. This record does not assert independent reproduction. ### CLAM DRFS C-index: 0.587. Result ID: 699a57285698665ec4ded0cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"Unimodal Fusion","Features":"H+S","Fusion strategy":"dot product"}. This record does not assert independent reproduction. ### PIBD DRFS C-index: 0.584. Result ID: 699a57285698665ec4ded0db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"Multimodal","Features":"H+G"}. This record does not assert independent reproduction. ### PANTHER DRFS C-index: 0.582. Result ID: 699a57285698665ec4ded0d6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Unimodal Fusion","Features":"H+S","Fusion strategy":"mean"}. This record does not assert independent reproduction. ### SurvPath DRFS C-index: 0.58. Result ID: 699a57285698665ec4ded0da. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Multimodal","Features":"H+G"}. This record does not assert independent reproduction. ### PANTHER DRFS C-index: 0.577. Result ID: 699a57285698665ec4ded0d4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Unimodal Fusion","Features":"H+S","Fusion strategy":"concatenation"}. This record does not assert independent reproduction. ### PANTHER DRFS C-index: 0.56. Result ID: 699a57285698665ec4ded0c6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Unimodal","Features":"H histology"}. This record does not assert independent reproduction. ### PORPOISE DRFS C-index: 0.548. Result ID: 699a57285698665ec4ded0d8. [Reporting paper]() Recorded evaluation configuration: {"Modality":"Multimodal","Features":"H+G","Fusion strategy":"bilinear"}. This record does not assert independent reproduction. ### ProSurv DRFS C-index: 0.546. Result ID: 699a57285698665ec4ded0dc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Multimodal","Features":"H+G","Fusion strategy":"concatenation"}. This record does not assert independent reproduction. ### CLAM DRFS C-index: 0.538. Result ID: 699a57285698665ec4ded0c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"Unimodal","Features":"S spatial transcriptomics"}. This record does not assert independent reproduction. ### PORPOISE DRFS C-index: 0.527. Result ID: 699a57285698665ec4ded0d7. [Reporting paper]() Recorded evaluation configuration: {"Modality":"Multimodal","Features":"H+G","Fusion strategy":"concatenation"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.