{"id":"W3132671067","doi":"10.1503/cjs.022520","title":"COVID-19: pivoting from in-person to virtual orthopedic surgical evaluation","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Faculty of Medicine, University of British Columbia","keywords":"Medicine; Videoconferencing; Coronavirus disease 2019 (COVID-19); Telemedicine; Orthopedic surgery; Pandemic; The Internet; Medical emergency; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Surgery; Health care; Multimedia; Disease; World Wide Web","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.005067369,0.0004023644,0.0002659309,0.001592007,0.002019235,0.002591308,0.0009730801,0.000637163,0.03039702],"category_scores_gemma":[0.0150971,0.0002794013,0.0003602353,0.0006767171,0.00109981,0.0009522921,0.004181182,0.00124234,0.004376176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005372392,"about_ca_system_score_gemma":0.01015914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05538012,"about_ca_topic_score_gemma":0.1871696,"domain_scores_codex":[0.9963568,0.001226365,0.0002511883,0.0002325603,0.001180828,0.0007522476],"domain_scores_gemma":[0.9902768,0.001408765,0.0009299617,0.0003552262,0.002067907,0.004961322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004148903,0.0004620694,0.1244082,0.0003789068,0.00002955132,0.000968836,0.001526609,0.0005213632,0.001479129,0.00182171,0.4369278,0.431061],"study_design_scores_gemma":[0.0002526672,0.001178222,0.375313,0.001975681,0.00005574431,0.002859158,0.01008609,0.002313039,0.002766707,0.003486651,0.5994746,0.0002384229],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3832855,0.005523077,0.0228487,0.1488879,0.004866051,0.002764011,0.005778549,0.004976088,0.4210701],"genre_scores_gemma":[0.8687777,0.005321048,0.05025933,0.02203406,0.001856921,0.0006656357,0.004030612,0.0005856455,0.04646913],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05538012,"threshold_uncertainty_score":0.1101155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2097586463912172,"score_gpt":0.4045052242606951,"score_spread":0.1947465778694779,"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."}}