{"id":"W3124192512","doi":"10.1016/j.jmig.2021.01.010","title":"Technicity in Canada: A Nationwide Whole-Population Analysis of Temporal Trends and Variation in Minimally Invasive Hysterectomies","year":2021,"lang":"en","type":"article","venue":"Journal of Minimally Invasive Gynecology","topic":"Uterine Myomas and Treatments","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan; Dalhousie University; Université Laval; Ottawa Hospital; Health Sciences Centre; University of Toronto; St. Michael's Hospital; Sunnybrook Health Science Centre; McMaster University; Queen's University; University of Calgary; Memorial University of Newfoundland; University of British Columbia; McGill University; University of Ottawa","funders":"Canadian Institutes of Health Research; Allergan; Physicians' Services Incorporated Foundation; Michael Smith Health Research BC; Canada Foundation for Innovation; AbbVie; Bayer","keywords":"Medicine; Variation (astronomy); Population; Demography; General surgery; Environmental health; Astronomy","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":[0.0002654681,0.0001602296,0.0009640536,0.001402423,0.00002205868,0.000009447377,0.00007423758,0.0001215028,0.0001000463],"category_scores_gemma":[0.001554206,0.0001464006,0.0001328533,0.001201959,0.0000375553,0.0001550788,0.00005443734,0.0002018864,3.363751e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009061162,"about_ca_system_score_gemma":0.002335571,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09536094,"about_ca_topic_score_gemma":0.9627517,"domain_scores_codex":[0.9980468,0.0001843515,0.001080644,0.0002182796,0.0002766367,0.0001932449],"domain_scores_gemma":[0.997617,0.0008368631,0.000851512,0.0001357696,0.0004714128,0.00008744113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002938327,0.0003009188,0.9696122,0.00006294686,0.0009198549,0.001551617,0.0004765244,0.0001824228,0.02513158,0.00002432068,0.00004080164,0.001402973],"study_design_scores_gemma":[0.00310464,0.00068852,0.9921346,0.0001157255,0.0008077188,0.0001815673,0.0004095929,0.0001893636,0.002170598,0.00005927096,0.00004030529,0.00009812888],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975709,0.0002170684,0.000006622845,0.001786381,0.00009650987,0.000113238,0.00003225847,0.000002480442,0.0001745574],"genre_scores_gemma":[0.9975641,0.000110372,0.001943301,0.0002056624,0.0000260685,0.000008312184,0.00006260638,0.00001017104,0.00006944079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8673908,"threshold_uncertainty_score":0.9106631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01489164326717488,"score_gpt":0.2597719512533206,"score_spread":0.2448803079861457,"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."}}