{"id":"W3025181813","doi":"10.1371/journal.pone.0233082","title":"Regional variation of hysterectomy for benign uterine diseases in Switzerland","year":2020,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Uterine Myomas and Treatments","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Hysterectomy; Medicine; Regional variation; Obstetrics; Gynecology; Socioeconomic status; Population; Demography; Surgery; Environmental health","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":[0.000769854,0.0002031533,0.0001725411,0.001193841,0.0001738988,0.0004523398,0.0001914724,0.0001790369,0.001773408],"category_scores_gemma":[0.002430691,0.0001103594,0.000527165,0.001052026,0.0003106158,0.0001845266,0.0005416271,0.0002082541,0.0001636163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006979615,"about_ca_system_score_gemma":0.0004393805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03627265,"about_ca_topic_score_gemma":0.03331707,"domain_scores_codex":[0.9993051,0.0002241074,0.0000512814,0.0002071763,0.0001073294,0.0001050125],"domain_scores_gemma":[0.9985439,0.0004589137,0.000593922,0.0001118749,0.0001831782,0.0001083018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006856547,0.000008323077,0.990493,0.00006936557,0.0001586698,0.0001260553,0.0004435209,0.001565591,0.0005640395,0.0002595441,0.0008398222,0.005403476],"study_design_scores_gemma":[0.000002156883,0.00001471709,0.9988047,0.00001400273,0.00001334466,0.0000759289,0.0001565635,0.0005201512,0.00004183901,0.0000416039,0.0003101912,0.000004726906],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944405,0.001136965,0.0006147158,0.0002279196,0.00001835604,0.00001035665,0.002627586,0.00002756204,0.0008961002],"genre_scores_gemma":[0.9987006,0.000162392,0.000111857,0.00001251953,0.00001062227,0.000007591653,0.0009041793,0.00000307727,0.00008709051],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03627265,"threshold_uncertainty_score":0.07212305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0756181827140866,"score_gpt":0.2752228204425762,"score_spread":0.1996046377284896,"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."}}