{"id":"W4294024687","doi":"10.1186/s12909-022-03703-1","title":"COVID-19 and the transition to virtual teaching sessions in an orthopaedic surgery training program: a survey of resident perspectives","year":2022,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Curriculum; Medical education; Medicine; Diversity (politics); Coronavirus disease 2019 (COVID-19); Pandemic; Virtual learning environment; Psychology; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"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":[0.002447888,0.000123652,0.0001601257,0.0005311934,0.001420932,0.0008888498,0.0004474481,0.0005128055,0.001679756],"category_scores_gemma":[0.008253077,0.0002101538,0.0002117717,0.0005974857,0.0004793475,0.0005739738,0.0009745506,0.0007774819,0.0001925948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001880339,"about_ca_system_score_gemma":0.003519797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04042792,"about_ca_topic_score_gemma":0.06765076,"domain_scores_codex":[0.9980755,0.0005481573,0.0001377038,0.00008810605,0.0006394237,0.0005111507],"domain_scores_gemma":[0.9913368,0.001399415,0.001837225,0.00009157686,0.002254103,0.003080883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001387448,0.0003565694,0.9002846,0.0002685903,0.00002986076,0.0009245533,0.05367133,0.00007389523,0.001967798,0.0001052234,0.004708719,0.03747009],"study_design_scores_gemma":[0.000008853491,0.0007334467,0.7873022,0.0001747056,0.00001504337,0.0009480374,0.1973001,0.0002114651,0.0004129535,0.0000210539,0.0128437,0.00002844873],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969878,0.0002320098,0.00008783327,0.001208644,0.00002411905,0.00003502153,0.0001094037,0.00000507523,0.001310066],"genre_scores_gemma":[0.9969932,0.0006828497,0.0003133238,0.0007617048,0.00003264134,0.00004960558,0.0000998883,0.000004852933,0.001061819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04042792,"threshold_uncertainty_score":0.08038521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1473129631469269,"score_gpt":0.4783095823785777,"score_spread":0.3309966192316508,"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."}}