{"id":"W4385752321","doi":"10.1001/jamanetworkopen.2023.27198","title":"Salpingectomy and the Risk of Ovarian Cancer in Ontario","year":2023,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Ovarian cancer diagnosis and treatment","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital; Institute for Clinical Evaluative Sciences; Public Health Ontario; Women's College Hospital; University of Toronto","funders":"Canadian Institutes of Health Research; Women's College Hospital; Ontario Ministry of Health and Long-Term Care; Cancer Care Ontario","keywords":"Medicine; Salpingectomy; Tubal ligation; Fallopian tube; Ovarian cancer; Gynecology; Hysterectomy; Hazard ratio; Obstetrics; Population; Proportional hazards model; Surgery; Family planning; Cancer; Pregnancy; Ectopic pregnancy; Internal medicine; Confidence interval","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008115985,0.0000869375,0.0003266496,0.00003244427,0.0000566776,0.00004722437,0.0001212106,0.00004965673,0.0003936211],"category_scores_gemma":[0.00003040927,0.00005188774,0.00004371112,0.000334023,0.00006039597,0.00005850935,0.0001799706,0.0001885031,0.00001160661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001267905,"about_ca_system_score_gemma":0.0002111796,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3338933,"about_ca_topic_score_gemma":0.4133125,"domain_scores_codex":[0.9992266,0.00009621364,0.0001963725,0.000184916,0.0001078227,0.0001880463],"domain_scores_gemma":[0.9993482,0.0002412057,0.00009439329,0.0002425453,0.00002420196,0.00004950974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007662318,0.00003867431,0.9687218,0.00001180805,0.0002397747,0.00002994799,0.001113249,0.0006007077,5.675555e-7,0.001659727,0.008894645,0.01792289],"study_design_scores_gemma":[0.009074455,0.00006158912,0.9691101,0.0003835689,0.000161403,0.000002794075,0.00005689993,0.0004917945,0.00000879572,0.001209947,0.01938566,0.00005297218],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9635221,0.001669775,0.000003404857,0.01780751,0.0002441029,0.001406451,0.00001326329,0.0000175576,0.01531588],"genre_scores_gemma":[0.994856,0.002499655,0.0002108683,0.0005295645,0.0001828108,0.0002988184,0.000009214653,0.00001269225,0.001400384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07941918,"threshold_uncertainty_score":0.6705424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02477259277430605,"score_gpt":0.2936103529349412,"score_spread":0.2688377601606352,"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."}}