{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000842997,0.0004107456,0.000591751,0.002851147,0.001912344,0.001494378,0.001912073,0.001039185,0.002195823],"category_scores_gemma":[0.003043483,0.0005456195,0.001137302,0.01190385,0.0007588046,0.0006345683,0.001174496,0.0009735803,0.0003141416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02188238,"about_ca_system_score_gemma":0.03278678,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9916932,"about_ca_topic_score_gemma":0.9931105,"domain_scores_codex":[0.9982357,0.0001295838,0.0001812252,0.0003687698,0.0004625493,0.000622189],"domain_scores_gemma":[0.9948119,0.0003033838,0.001235704,0.0002356171,0.002515619,0.000897728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005286687,0.00002149926,0.996985,0.00002135055,0.00009108782,0.00004121994,0.0002447487,0.00009911224,0.00008530103,0.00006750938,0.0007382094,0.001552092],"study_design_scores_gemma":[0.000002742878,0.000009797375,0.9986779,0.00001213496,0.00002234817,0.00003443086,0.0004970945,0.000273089,0.00001817033,0.00001019384,0.0004354293,0.000006778455],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814675,0.001186561,0.0002799974,0.0005259283,0.00002007588,0.00004782213,0.01468179,0.00003400009,0.001756289],"genre_scores_gemma":[0.9932367,0.0005869394,0.0002973903,0.000155804,0.00001011893,0.00002378476,0.00489357,0.00001505211,0.0007807547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02188238,"threshold_uncertainty_score":0.1587685,"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."}}