{"id":"W3081397440","doi":"10.1177/2382120520951806","title":"Educational Alternatives for the Maintenance of Educational Competencies in Surgical Training Programs Affected by the COVID-19 Pandemic","year":2020,"lang":"en","type":"article","venue":"Journal of Medical Education and Curricular Development","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Pandemic; Personal protective equipment; Medicine; Coronavirus disease 2019 (COVID-19); Telemedicine; Medical emergency; Medical education; Health care; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.007956509,0.0004390207,0.0003502707,0.00135387,0.003470907,0.004689367,0.003457626,0.003415576,0.03553988],"category_scores_gemma":[0.02000153,0.0003377604,0.0008699499,0.0006941484,0.001654048,0.003941814,0.0106902,0.004537583,0.003957961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001943366,"about_ca_system_score_gemma":0.01105274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002436484,"about_ca_topic_score_gemma":0.006510688,"domain_scores_codex":[0.9935912,0.002948614,0.0001415894,0.0003302558,0.0009448642,0.002043566],"domain_scores_gemma":[0.9835458,0.002424432,0.001014117,0.0006287237,0.001117713,0.01126928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009055124,0.01225074,0.009612613,0.001194765,0.00007936803,0.0009950629,0.007245788,0.00127154,0.002477382,0.02853592,0.08813971,0.8472915],"study_design_scores_gemma":[0.003332033,0.0137057,0.1194562,0.008639948,0.0002977567,0.002098954,0.05256943,0.006581114,0.004548064,0.07186529,0.7164567,0.0004490473],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.37914,0.006208953,0.03170468,0.3964466,0.008100043,0.002641695,0.0003369551,0.001734236,0.1736868],"genre_scores_gemma":[0.8733475,0.003947105,0.05946099,0.02746103,0.002074413,0.002149574,0.0003113723,0.0002025928,0.03104537],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03553988,"threshold_uncertainty_score":0.1188927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1126520421850973,"score_gpt":0.4289394240680279,"score_spread":0.3162873818829305,"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."}}