{"id":"W4408266096","doi":"10.1016/j.lungcan.2025.108491","title":"Establishing survival benchmarks in the era of peri-operative immunotherapy","year":2025,"lang":"en","type":"letter","venue":"Lung Cancer","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Immunotherapy; Peri; Internal medicine; Oncology; Intensive care medicine; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005458168,0.0003756011,0.0007738114,0.000184807,0.00008403963,0.00007771664,0.0004658052,0.0005797918,0.002154207],"category_scores_gemma":[0.00003873047,0.0002519678,0.000320882,0.0006088705,0.0001799376,0.0001136741,0.00003818946,0.002588287,7.505038e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005021408,"about_ca_system_score_gemma":0.0009764457,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006940096,"about_ca_topic_score_gemma":0.000670472,"domain_scores_codex":[0.9977402,0.0002701798,0.000559994,0.0004339307,0.0005883319,0.0004073581],"domain_scores_gemma":[0.998538,0.0004041231,0.0002257287,0.0006707296,0.0001430934,0.00001833768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009904554,0.00005690012,0.00336511,0.0006523042,0.0007484953,0.0001195066,0.004152991,0.000006332891,0.001083153,0.00002033383,0.9738969,0.01490757],"study_design_scores_gemma":[0.002661695,0.0001393753,0.008295172,0.002582905,0.0001952216,0.00001146777,0.0005164428,0.00005943401,0.0003901289,0.00001641585,0.9848089,0.0003227931],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01232941,0.04445593,0.00003563247,0.9130269,0.003196329,0.001808766,0.0003039997,0.00003257184,0.02481048],"genre_scores_gemma":[0.01440424,0.01186146,0.0001309725,0.9596183,0.003824933,0.0005770564,0.0007471418,0.00008448082,0.008751445],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04659138,"threshold_uncertainty_score":0.9999933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01227964371366139,"score_gpt":0.3195714229083646,"score_spread":0.3072917791947032,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}