{"id":"W1952331996","doi":"10.1002/cncr.22049","title":"A prognostic model for advanced stage nonsmall cell lung cancer","year":2006,"lang":"en","type":"article","venue":"Cancer","topic":"Inflammatory Biomarkers in Disease Prognosis","field":"Medicine","cited_by":108,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"National Cancer Institute","keywords":"Medicine; Internal medicine; Stage (stratigraphy); Univariate analysis; Lung cancer; Body mass index; Oncology; Proportional hazards model; White blood cell; Cancer; Gastroenterology; Multivariate analysis; Performance status","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":[],"consensus_categories":[],"category_scores_codex":[0.00008948891,0.0002282239,0.000287135,0.00007907538,0.0001011352,0.00001976482,0.0001159426,0.0001080288,0.0003072899],"category_scores_gemma":[0.00003436962,0.0002113005,0.0001632271,0.0001457467,0.00007391235,0.00009421369,0.0000358306,0.0001101951,0.000006912452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003780796,"about_ca_system_score_gemma":0.000622074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005598495,"about_ca_topic_score_gemma":0.0001118971,"domain_scores_codex":[0.9985866,0.00001298035,0.0002844704,0.0004084698,0.0002353858,0.0004720725],"domain_scores_gemma":[0.9991283,0.00005444801,0.0001231965,0.0002982966,0.0002393485,0.0001563984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003111138,0.0006846952,0.827206,0.006551767,0.0003694964,0.00008786735,0.0004056355,0.02240447,0.0587281,0.0008840561,0.06885546,0.01071128],"study_design_scores_gemma":[0.01185582,0.0001451632,0.04617548,0.001160979,0.001804176,0.000003049482,0.0001047979,0.8619743,0.03826035,0.0003117351,0.03712808,0.001076086],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9607031,0.01519393,0.01109123,0.0009100067,0.0006977683,0.003880627,0.0006947599,0.0002768449,0.006551747],"genre_scores_gemma":[0.9687316,0.0001934371,0.006485506,0.0006872024,0.0004833682,0.006036793,0.00006098371,0.00009362429,0.01722748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8395698,"threshold_uncertainty_score":0.8616586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01465328849397629,"score_gpt":0.3036198031203702,"score_spread":0.2889665146263939,"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."}}