{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002510771,0.0001209235,0.0004937021,0.0008283293,0.00009901015,0.00003945271,0.00005683763,0.0001185467,0.002523137],"category_scores_gemma":[0.01726463,0.0001184261,0.0001763885,0.0006450728,0.00003204427,0.0001238771,0.000006732156,0.000408594,0.00001787552],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00196024,"about_ca_system_score_gemma":0.06213418,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03548162,"about_ca_topic_score_gemma":0.1235143,"domain_scores_codex":[0.9980185,0.0002688217,0.0005801926,0.0001662115,0.000532177,0.0004340691],"domain_scores_gemma":[0.9928163,0.001286611,0.0001714781,0.000170481,0.0005086476,0.005046451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002223442,0.0000381588,0.8627197,0.00008455016,0.00005775885,0.0248708,0.003243179,0.0002942451,0.0001797053,0.00003956875,0.02267118,0.08557881],"study_design_scores_gemma":[0.002593795,0.0002198096,0.7179336,0.001290111,0.0001553662,0.002643242,0.004931447,0.0002195013,0.0001616227,0.0000933601,0.269443,0.0003151447],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9475131,0.00204137,0.00006736214,0.0489032,0.0009607032,0.0001260926,0.00002405728,0.000005505205,0.0003585983],"genre_scores_gemma":[0.9812973,0.0000693151,0.00005734376,0.01752083,0.0008860017,0.000002181174,0.00003158567,0.00001781875,0.0001176435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2467718,"threshold_uncertainty_score":0.9983887,"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."}}