{"id":"W3154616058","doi":"10.1097/acm.0000000000004122","title":"ALiEM Connect: Large-Scale, Interactive, Virtual Residency Programming in Response to COVID-19","year":2021,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Conferences and Exhibitions Management","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; McMaster University Medical Centre","funders":"","keywords":"Accreditation; Event (particle physics); Medical education; Graduate medical education; Videoconferencing; Coronavirus disease 2019 (COVID-19); Scale (ratio); Pilot program; Psychology; Computer science; Multimedia; Medicine","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":[0.003779357,0.0006074764,0.0001588177,0.0003876374,0.001789315,0.001821309,0.001924014,0.001077079,0.02824198],"category_scores_gemma":[0.009910689,0.0003285792,0.0005055214,0.0002541811,0.001167244,0.00248408,0.007901619,0.002302953,0.004223075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006552509,"about_ca_system_score_gemma":0.002141338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008504114,"about_ca_topic_score_gemma":0.003270972,"domain_scores_codex":[0.9978961,0.00122759,0.00004240568,0.0001973047,0.000253418,0.0003832337],"domain_scores_gemma":[0.9923095,0.002199228,0.000452304,0.000521348,0.0003095147,0.004208026],"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":[0.002153672,0.003925441,0.02359087,0.00142568,0.0001107483,0.002255746,0.01624957,0.003857395,0.009916312,0.007161031,0.5778936,0.3514601],"study_design_scores_gemma":[0.001521345,0.008762427,0.06182701,0.0009030791,0.0001144488,0.004154171,0.03281124,0.01364862,0.00949253,0.008033546,0.858415,0.0003167008],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6790936,0.0009178094,0.07463536,0.02468297,0.004224589,0.005949427,0.003872939,0.02522664,0.1813967],"genre_scores_gemma":[0.8534859,0.0007297901,0.08481678,0.006155335,0.00166862,0.005389976,0.003826636,0.001665065,0.04226194],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02824198,"threshold_uncertainty_score":0.09447885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04948197953876485,"score_gpt":0.4007043348535888,"score_spread":0.3512223553148239,"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."}}