{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007970382,0.0001051708,0.0002456685,0.00006642248,0.0001212034,0.00001325811,0.00003970047,0.00006601358,0.00006057579],"category_scores_gemma":[0.00002978624,0.00007873774,0.00003999879,0.00003998076,0.00005983444,0.00007812343,0.00001751905,0.00009803995,5.161365e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009068217,"about_ca_system_score_gemma":0.0001956236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008431558,"about_ca_topic_score_gemma":0.004164967,"domain_scores_codex":[0.9994187,0.00002915192,0.000145415,0.0001804113,0.00005917577,0.0001671181],"domain_scores_gemma":[0.9996566,0.00003390476,0.0001061222,0.000123887,0.00002868785,0.00005076843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004798916,0.00009793217,0.7289703,0.00002796028,0.00003776596,0.000002438742,0.0005559265,0.00000212821,0.004152155,0.000005851379,0.00002740955,0.2656402],"study_design_scores_gemma":[0.004568827,0.0005055678,0.9585963,0.0001013039,0.00004781993,0.000003952096,0.0001702255,0.0002063645,0.001563806,0.000005876675,0.03414911,0.00008080911],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933569,0.004335489,0.000006929311,0.0003827951,0.001232911,0.0002702877,0.000004304997,0.00001680763,0.0003935862],"genre_scores_gemma":[0.9966413,0.003055997,0.00001621955,0.00002126997,0.0001121129,0.00005334505,0.000005293758,0.000007535083,0.00008691811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2655594,"threshold_uncertainty_score":0.3210832,"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."}}