{"id":"W2611551719","doi":"10.3747/co.24.3355","title":"Factors Influencing Treatment Selection and Survival in Advanced Lung Cancer","year":2017,"lang":"en","type":"article","venue":"Current Oncology","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Hazard ratio; Lung cancer; Confidence interval; Internal medicine; Cancer; Performance status; Targeted therapy; Oncology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00108524,0.0001435453,0.0002603043,0.0004000701,0.0003206515,0.0004942493,0.0002634369,0.0004957563,0.002056064],"category_scores_gemma":[0.008372754,0.00008726934,0.0002949324,0.0007440208,0.0003323279,0.000389782,0.0002339292,0.0006055688,0.0002075409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000348468,"about_ca_system_score_gemma":0.000498111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001196602,"about_ca_topic_score_gemma":0.001725309,"domain_scores_codex":[0.9991528,0.0003635148,0.0001148306,0.00009904907,0.0001647015,0.0001051105],"domain_scores_gemma":[0.9921464,0.00351201,0.003209467,0.000137475,0.0002882851,0.0007064021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009553728,0.00001635174,0.9972856,0.00001160597,0.00001586058,0.00007137167,0.00002031142,0.00009497378,0.00006972606,0.00001150801,0.0001185583,0.002188507],"study_design_scores_gemma":[0.000007962814,0.0001360847,0.9978873,0.00001810061,0.00002289974,0.0007353409,0.0001208349,0.0005084409,0.00009225401,0.00006789519,0.0003990669,0.000003797305],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957716,0.002611539,0.0001666838,0.0004725977,0.00001775325,0.000009798094,0.000174884,0.000006389102,0.0007687028],"genre_scores_gemma":[0.9994956,0.0002112802,0.00004963452,0.00004364066,0.00002601706,0.000002777425,0.0001240006,0.000001685694,0.00004543271],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002056064,"threshold_uncertainty_score":0.006878197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1146620595225405,"score_gpt":0.4521266296929186,"score_spread":0.3374645701703781,"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."}}