{"id":"W6966782368","doi":"10.48336/8knd-my23","title":"Exploring opportunistic salpingectomy as a preventive strategy for ovarian cancer: uptake in Newfoundland and Labrador, Canada","year":2025,"lang":"en","type":"article","venue":"Memorial University Research Repository (Memorial University)","topic":"Ovarian cancer diagnosis and treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Tubal ligation; Salpingectomy; Hysterectomy; Serous fluid; Serous carcinoma; Ovarian cancer; Retrospective cohort study; Fallopian tube","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003927595,0.0003076454,0.0007578651,0.003349586,0.002214728,0.002842589,0.001764828,0.0006111471,0.002138589],"category_scores_gemma":[0.01279395,0.0003800104,0.001139876,0.007676056,0.001531369,0.0009272321,0.001480856,0.001008546,0.0001307167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07963667,"about_ca_system_score_gemma":0.1369304,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9938407,"about_ca_topic_score_gemma":0.9976451,"domain_scores_codex":[0.9956512,0.0005822927,0.0005097691,0.0005206807,0.001741907,0.00099423],"domain_scores_gemma":[0.9848185,0.003038567,0.003807669,0.0002999735,0.006205319,0.001830096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003287808,0.0001086093,0.8908577,0.005288952,0.0007214581,0.0006225549,0.01409245,0.0003069962,0.0003606208,0.00136329,0.01181967,0.07412902],"study_design_scores_gemma":[0.00005185148,0.0001366284,0.950905,0.005617502,0.0007010546,0.0004324286,0.02261522,0.0005277967,0.0002397837,0.00010827,0.01856125,0.0001032727],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8704214,0.07477627,0.0005243563,0.01759279,0.0001881505,0.0005785563,0.01816654,0.00003729182,0.01771465],"genre_scores_gemma":[0.9596245,0.03319576,0.0007457727,0.002626256,0.00005384524,0.0001441567,0.001996683,0.0000202593,0.001592842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07963667,"threshold_uncertainty_score":0.5778072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08341815776493738,"score_gpt":0.3070951566055927,"score_spread":0.2236769988406553,"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."}}