{"id":"W1571075157","doi":"10.1002/cncr.26618","title":"Reclassification of serous ovarian carcinoma by a 2‐tier system","year":2011,"lang":"en","type":"article","venue":"Cancer","topic":"Ovarian cancer diagnosis and treatment","field":"Medicine","cited_by":159,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"National Cancer Institute","keywords":"Medicine; Serous carcinoma; Hazard ratio; Serous fluid; Ovarian carcinoma; Stage (stratigraphy); Internal medicine; Gynecologic oncology; Confidence interval; Oncology; Multivariate analysis; Gynecology; Ovarian cancer; Cancer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008869926,0.0004089845,0.0004675519,0.002319471,0.0003177904,0.001009895,0.0005195529,0.0003837514,0.0009744606],"category_scores_gemma":[0.01723439,0.0001719943,0.0006416683,0.0009185895,0.0004983803,0.0007817359,0.0008922474,0.0002635359,0.0003049012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005078008,"about_ca_system_score_gemma":0.0005443115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001453966,"about_ca_topic_score_gemma":0.002353203,"domain_scores_codex":[0.9952755,0.002206133,0.0006200804,0.0005855996,0.001006355,0.0003063273],"domain_scores_gemma":[0.9852628,0.004627214,0.004896608,0.001652966,0.002987501,0.0005729184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003819319,0.00001513993,0.9942831,0.00002410846,0.00006418942,0.00004097992,0.00005042473,0.000176871,0.0005319235,0.00002804878,0.0001198927,0.004283256],"study_design_scores_gemma":[0.0001015519,0.0007561577,0.9896041,0.00003884947,0.0001548722,0.001116625,0.0001860511,0.005314357,0.001365331,0.0002585751,0.001078304,0.00002530205],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9959597,0.0004556468,0.002253498,0.00004808719,0.00003142251,0.0001002916,0.0003330212,0.0000232896,0.0007949634],"genre_scores_gemma":[0.9976332,0.00005024927,0.001787453,0.00003337123,0.00002036434,0.00003247692,0.0003841553,0.000005203647,0.00005349762],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.008869926,"threshold_uncertainty_score":0.04690921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05355123337613995,"score_gpt":0.2650168739257673,"score_spread":0.2114656405496273,"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."}}