{"id":"W2043178214","doi":"10.1016/j.ygyno.2005.03.022","title":"Identifying patients unlikely to benefit from further chemotherapy: A descriptive study of outcome at each relapse in ovarian cancer","year":2005,"lang":"en","type":"article","venue":"Gynecologic Oncology","topic":"Ovarian cancer diagnosis and treatment","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Medicine; Chemotherapy; Ovarian cancer; Retrospective cohort study; Internal medicine; Cancer; Surgery; Oncology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002467819,0.0002675503,0.000919932,0.0002240199,0.00006063693,0.000008399761,0.0001663769,0.0002477932,0.00259209],"category_scores_gemma":[0.0001100132,0.0002186392,0.0001030699,0.0003277135,0.00003837327,0.00007066793,0.000150543,0.0002242228,0.0001165858],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003956262,"about_ca_system_score_gemma":0.0001327805,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004349479,"about_ca_topic_score_gemma":0.05482813,"domain_scores_codex":[0.9978357,0.0001313188,0.0007234332,0.0006268334,0.0002529504,0.0004297921],"domain_scores_gemma":[0.9987523,0.0002783125,0.0002748083,0.0003938968,0.000128947,0.0001717606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007960033,0.007749892,0.9347854,0.00001076791,0.0003170208,0.00008741485,0.0140102,0.0000976529,0.0002247842,0.00002795657,0.0005031989,0.0413897],"study_design_scores_gemma":[0.0158737,0.004899679,0.971599,0.00004231383,0.0002295963,0.000001772656,0.001970451,0.00001428076,0.0003317704,0.00009371078,0.004763247,0.000180412],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99095,0.0002679598,0.000008099228,0.004932098,0.00056812,0.002023108,0.00005213243,0.00003135005,0.001167104],"genre_scores_gemma":[0.9937236,0.00008592556,0.00185854,0.002771369,0.0001253751,0.0007589549,0.00002399573,0.00003386075,0.0006183977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05047866,"threshold_uncertainty_score":0.9998674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05348050769829091,"score_gpt":0.3516750492072854,"score_spread":0.2981945415089944,"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."}}