{"id":"W2468525182","doi":"10.1097/coc.0000000000000310","title":"Secondary Surgery Versus Chemotherapy for Recurrent Ovarian Cancer","year":2016,"lang":"en","type":"article","venue":"American Journal of Clinical Oncology","topic":"Ovarian cancer diagnosis and treatment","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Population and Public Health","funders":"National Cancer Institute","keywords":"Medicine; Debulking; Hazard ratio; Chemotherapy; Ovarian cancer; Surgery; Proportional hazards model; Confidence interval; Survival analysis; Cancer; Internal medicine","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":[0.001388043,0.0001449607,0.001534705,0.00009836363,0.00003043362,0.000005102268,0.0001006923,0.0001069405,0.0007821189],"category_scores_gemma":[0.0009666051,0.00008155351,0.0007756759,0.0001259212,0.0003850189,0.00006269801,0.0000144734,0.0002541776,0.00001129571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003384176,"about_ca_system_score_gemma":0.002846284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002941309,"about_ca_topic_score_gemma":0.0000371514,"domain_scores_codex":[0.9977269,0.000193901,0.001381201,0.0002295983,0.0001916149,0.0002768036],"domain_scores_gemma":[0.9903384,0.007223621,0.001500896,0.0001967257,0.0003426401,0.0003977129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.02043361,0.0008807757,0.04232699,0.000009249551,0.0009816139,0.00008172371,0.00002854012,1.630802e-7,0.00002030011,0.00008236675,0.02754417,0.9076105],"study_design_scores_gemma":[0.02196635,0.02861226,0.2010283,0.000224736,0.000477762,0.00008010487,0.00005772144,0.000001892497,0.0001607618,0.0001475141,0.7471222,0.0001203877],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7434495,0.001626836,0.001027664,0.2420777,0.009501109,0.0004562228,0.00005851238,0.0000205022,0.001781911],"genre_scores_gemma":[0.9707645,0.01246122,0.006378484,0.006270713,0.003831254,0.00005594634,0.000002454197,0.00003596824,0.000199502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9074901,"threshold_uncertainty_score":0.8563654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1302456897827856,"score_gpt":0.4824705152351497,"score_spread":0.3522248254523641,"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."}}