{"id":"W3041128630","doi":"10.1097/acm.0000000000003594","title":"Medical Education Amid the COVID-19 Pandemic: New Perspectives for the Future","year":2020,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Public health; Health care; Medical education; Promotion (chess); Pandemic; Psychology; Public relations; Medicine; Nursing; Coronavirus disease 2019 (COVID-19); Political science","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":[0.0114036,0.0007710625,0.001257627,0.002249626,0.00709357,0.01033447,0.001953791,0.01659155,0.02803818],"category_scores_gemma":[0.01535266,0.0004011681,0.001676675,0.00147463,0.008285911,0.02249282,0.008885915,0.02547786,0.003192562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007547362,"about_ca_system_score_gemma":0.02641669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006570204,"about_ca_topic_score_gemma":0.01653966,"domain_scores_codex":[0.993027,0.00327328,0.0002860791,0.000468393,0.001168534,0.001776603],"domain_scores_gemma":[0.9627461,0.01002791,0.001213841,0.000754596,0.004364376,0.02089325],"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":[0.000217254,0.0005789187,0.003413531,0.002900224,0.00007969905,0.001173774,0.007415716,0.0003030967,0.0006131441,0.09060292,0.6219448,0.2707569],"study_design_scores_gemma":[0.00006561099,0.0002909301,0.004305452,0.006535782,0.00006440262,0.001132215,0.03184313,0.0003418318,0.000226759,0.05025609,0.9047974,0.0001402335],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001063423,0.0879559,0.0004314263,0.8965449,0.00974167,0.00001023788,0.00005906446,0.00004390362,0.004149423],"genre_scores_gemma":[0.1028465,0.355577,0.007823541,0.4655963,0.05431902,0.0002282923,0.0004023756,0.000138212,0.01306863],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02803818,"threshold_uncertainty_score":0.09379703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0757862188466935,"score_gpt":0.4386679734403351,"score_spread":0.3628817545936416,"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."}}