# Survival prediction on LUAD TCGA, CPTAC, and NLST cohorts Source: [Survival prediction on LUAD TCGA, CPTAC, and NLST cohorts]() Collection index: [llms.txt]() Data updated: 2026-03-24T10:36:32.586Z Evaluation of survival prediction models across combined cohorts including Lung Adenocarcinoma (LUAD) from TCGA, CPTAC, and NLST datasets, typically reporting the Concordance Index. 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) | LUAD TCGA, CPTAC, and NLST cohorts | | Metric | Concordance Index | | Unit | SCALAR | | 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 - [Concordance Index](): Higher is better; unit: SCALAR. ## Recorded results | Method | Concordance Index | Result date | Report paper | | --- | --- | --- | --- | | CLAM | 61.89 | Not recorded | 69c21ad70636e5bf4afc4d7e | | TransMIL | 60.97 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Mean | 60.56 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Transformer | 60.49 | Not recorded | 69c21ad70636e5bf4afc4d7e | | ABMIL | 60.12 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Mean | 59.11 | Not recorded | 69c21ad70636e5bf4afc4d7e | | CLAM | 58.97 | Not recorded | 69c21ad70636e5bf4afc4d7e | | ABMIL | 58.7 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Transformer | 58.31 | Not recorded | 69c21ad70636e5bf4afc4d7e | | DSMIL | 58.14 | Not recorded | 69c21ad70636e5bf4afc4d7e | | ILRA | 58.1 | Not recorded | 69c21ad70636e5bf4afc4d7e | | DSMIL | 57.99 | Not recorded | 69c21ad70636e5bf4afc4d7e | | ILRA | 57.24 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Max | 57.18 | Not recorded | 69c21ad70636e5bf4afc4d7e | | TransMIL | 56.76 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Max | 55.95 | Not recorded | 69c21ad70636e5bf4afc4d7e | ### CLAM Concordance Index: 61.89. Result ID: 69c2692647f34ce924aa6033. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"State":"MAMMOTH"}. This record does not assert independent reproduction. ### TransMIL Concordance Index: 60.97. Result ID: 69c2692647f34ce924aa6035. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"State":"MAMMOTH"}. This record does not assert independent reproduction. ### Mean Concordance Index: 60.56. Result ID: 69c2692647f34ce924aa603b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"State":"MAMMOTH"}. This record does not assert independent reproduction. ### Transformer Concordance Index: 60.49. Result ID: 69c2692647f34ce924aa6037. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"State":"MAMMOTH"}. This record does not assert independent reproduction. ### ABMIL Concordance Index: 60.12. Result ID: 69c2692647f34ce924aa6031. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"State":"MAMMOTH"}. This record does not assert independent reproduction. ### Mean Concordance Index: 59.11. Result ID: 69c2692647f34ce924aa603a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"State":"Base"}. This record does not assert independent reproduction. ### CLAM Concordance Index: 58.97. Result ID: 69c2692647f34ce924aa6032. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"State":"Base"}. This record does not assert independent reproduction. ### ABMIL Concordance Index: 58.7. Result ID: 69c2692647f34ce924aa6030. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"State":"Base"}. This record does not assert independent reproduction. ### Transformer Concordance Index: 58.31. Result ID: 69c2692647f34ce924aa6036. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"State":"Base"}. This record does not assert independent reproduction. ### DSMIL Concordance Index: 58.14. Result ID: 69c2692647f34ce924aa603e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"State":"Base"}. This record does not assert independent reproduction. ### ILRA Concordance Index: 58.1. Result ID: 69c2692647f34ce924aa6039. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"State":"MAMMOTH"}. This record does not assert independent reproduction. ### DSMIL Concordance Index: 57.99. Result ID: 69c2692647f34ce924aa603f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"State":"MAMMOTH"}. This record does not assert independent reproduction. ### ILRA Concordance Index: 57.24. Result ID: 69c2692647f34ce924aa6038. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"State":"Base"}. This record does not assert independent reproduction. ### Max Concordance Index: 57.18. Result ID: 69c2692647f34ce924aa603d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"State":"MAMMOTH"}. This record does not assert independent reproduction. ### TransMIL Concordance Index: 56.76. Result ID: 69c2692647f34ce924aa6034. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"State":"Base"}. This record does not assert independent reproduction. ### Max Concordance Index: 55.95. Result ID: 69c2692647f34ce924aa603c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"State":"Base"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.