{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005229287,0.00009120262,0.0002106183,0.00003641069,0.00002415883,0.000003218582,0.00004555187,0.00006107493,0.0004191531],"category_scores_gemma":[0.000004240379,0.00007329616,0.00005553427,0.0001124079,0.00003233725,0.00003326557,0.000008845259,0.0000486655,0.00002246563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003035274,"about_ca_system_score_gemma":0.000127632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001395113,"about_ca_topic_score_gemma":0.00001997792,"domain_scores_codex":[0.9993626,0.00001696049,0.00018297,0.0001931844,0.0001178386,0.000126458],"domain_scores_gemma":[0.9994282,0.000008532875,0.00009810631,0.0002889887,0.00009004107,0.00008620367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005903528,0.0008955388,0.8622661,0.0009474743,0.0005837333,0.00006835683,0.003003506,0.000001036047,0.007450257,0.007401904,0.0527004,0.06409139],"study_design_scores_gemma":[0.003672582,0.0005531403,0.8682268,0.0005561559,0.0006358314,0.00003578097,0.0005655094,0.0001235892,0.09482455,0.00003604059,0.03055481,0.0002152096],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9370355,0.006628878,0.0003267518,0.001111687,0.0007655122,0.0007991918,0.0001449641,0.00008876474,0.05309876],"genre_scores_gemma":[0.9979506,0.0001179626,0.0004100453,0.0001235496,0.000097629,0.0002273192,0.00001585763,0.00001778771,0.001039266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08737429,"threshold_uncertainty_score":0.4589433,"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."}}