{"id":"W3212819776","doi":"10.1186/s40463-021-00546-6","title":"Online residency training during the COVID-19 pandemic: A national survey of otolaryngology head and neck surgery program directors","year":2021,"lang":"en","type":"article","venue":"Journal of Otolaryngology - Head and Neck Surgery","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôtel-Dieu de Québec; Université Laval","funders":"","keywords":"Otorhinolaryngology; Coronavirus disease 2019 (COVID-19); Head and neck surgery; Pandemic; 2019-20 coronavirus outbreak; Medicine; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medical education; Residency training; Family medicine; Surgery; Outbreak; Virology; Infectious disease (medical specialty); Internal medicine","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":[0.001390272,0.0001229899,0.0001471739,0.001043588,0.0007167093,0.000622977,0.0004482316,0.0003463977,0.001767246],"category_scores_gemma":[0.004622659,0.0002286675,0.0001625829,0.001397731,0.000447263,0.0006557882,0.0009324338,0.0005093784,0.0002445292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00164905,"about_ca_system_score_gemma":0.003023492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1114189,"about_ca_topic_score_gemma":0.1708436,"domain_scores_codex":[0.9987721,0.0002560882,0.0001037397,0.000113537,0.0004059421,0.0003487014],"domain_scores_gemma":[0.9948871,0.000656226,0.001932132,0.00007883311,0.0007288073,0.001716988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002510696,0.00009300997,0.9911576,0.00003911871,0.000007019881,0.00006893502,0.003058521,0.00002827068,0.000270656,0.00001429099,0.0006570199,0.004580306],"study_design_scores_gemma":[0.000001754251,0.00005631666,0.9920032,0.00001681402,0.000002634764,0.00006435694,0.00719092,0.00004458151,0.00004449431,0.000001915912,0.0005701703,0.000002925946],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986772,0.0001017009,0.00003508181,0.0002465579,0.000004758722,0.0000277467,0.0002822083,0.000003753296,0.0006209845],"genre_scores_gemma":[0.9988412,0.0002992769,0.00008277028,0.0001991596,0.000008873524,0.00003129611,0.000238341,0.000002140776,0.0002968783],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1114189,"threshold_uncertainty_score":0.2215407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1574851722341466,"score_gpt":0.4027957473481824,"score_spread":0.2453105751140358,"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."}}