# Survival prediction on LUSC (TCGA, CPTAC, and NLST cohorts) Source: [Survival prediction on LUSC (TCGA, CPTAC, and NLST cohorts)]() Collection index: [llms.txt]() Data updated: 2026-03-24T10:36:32.615Z Evaluation of survival prediction models using a combined cohort of LUSC data sourced from TCGA, CPTAC, and NLST, 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) | LUSC (TCGA, CPTAC, and NLST cohorts) | | Metric | Concordance Index | | 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 - [Concordance Index](): Higher is better; unit: PERCENT. ## Recorded results | Method | Concordance Index | Result date | Report paper | | --- | --- | --- | --- | | ABMIL | 59.32 | Not recorded | 69c21ad70636e5bf4afc4d7e | | CLAM | 58.91 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Mean | 58.3 | Not recorded | 69c21ad70636e5bf4afc4d7e | | ABMIL | 56.62 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Mean | 56.04 | Not recorded | 69c21ad70636e5bf4afc4d7e | | DSMIL | 55.69 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Transformer | 55.68 | Not recorded | 69c21ad70636e5bf4afc4d7e | | CLAM | 55.63 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Transformer | 55.11 | Not recorded | 69c21ad70636e5bf4afc4d7e | | ILRA | 54.48 | Not recorded | 69c21ad70636e5bf4afc4d7e | | ILRA | 54.44 | Not recorded | 69c21ad70636e5bf4afc4d7e | | TransMIL | 53.48 | Not recorded | 69c21ad70636e5bf4afc4d7e | | TransMIL | 52.53 | Not recorded | 69c21ad70636e5bf4afc4d7e | | DSMIL | 51.26 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Max | 50.12 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Max | 49.39 | Not recorded | 69c21ad70636e5bf4afc4d7e | ### ABMIL Concordance Index: 59.32. Result ID: 69c2692647f34ce924aa6041. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"State":"MAMMOTH"}. This record does not assert independent reproduction. ### CLAM Concordance Index: 58.91. Result ID: 69c2692647f34ce924aa6043. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"State":"MAMMOTH"}. This record does not assert independent reproduction. ### Mean Concordance Index: 58.3. Result ID: 69c2692647f34ce924aa604b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"State":"MAMMOTH"}. This record does not assert independent reproduction. ### ABMIL Concordance Index: 56.62. Result ID: 69c2692647f34ce924aa6040. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"State":"Base"}. This record does not assert independent reproduction. ### Mean Concordance Index: 56.04. Result ID: 69c2692647f34ce924aa604a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"State":"Base"}. This record does not assert independent reproduction. ### DSMIL Concordance Index: 55.69. Result ID: 69c2692647f34ce924aa604f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"State":"MAMMOTH"}. This record does not assert independent reproduction. ### Transformer Concordance Index: 55.68. Result ID: 69c2692647f34ce924aa6047. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"State":"MAMMOTH"}. This record does not assert independent reproduction. ### CLAM Concordance Index: 55.63. Result ID: 69c2692647f34ce924aa6042. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"State":"Base"}. This record does not assert independent reproduction. ### Transformer Concordance Index: 55.11. Result ID: 69c2692647f34ce924aa6046. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"State":"Base"}. This record does not assert independent reproduction. ### ILRA Concordance Index: 54.48. Result ID: 69c2692647f34ce924aa6049. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"State":"MAMMOTH"}. This record does not assert independent reproduction. ### ILRA Concordance Index: 54.44. Result ID: 69c2692647f34ce924aa6048. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"State":"Base"}. This record does not assert independent reproduction. ### TransMIL Concordance Index: 53.48. Result ID: 69c2692647f34ce924aa6045. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"State":"MAMMOTH"}. This record does not assert independent reproduction. ### TransMIL Concordance Index: 52.53. Result ID: 69c2692647f34ce924aa6044. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"State":"Base"}. This record does not assert independent reproduction. ### DSMIL Concordance Index: 51.26. Result ID: 69c2692647f34ce924aa604e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"State":"Base"}. This record does not assert independent reproduction. ### Max Concordance Index: 50.12. Result ID: 69c2692647f34ce924aa604d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"State":"MAMMOTH"}. This record does not assert independent reproduction. ### Max Concordance Index: 49.39. Result ID: 69c2692647f34ce924aa604c. [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.