{"id":"W4404839969","doi":"10.32920/27926385.v1","title":"What the COVID-19 Pandemic Can Teach Health Professionals About Continuing Professional Development","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Public Health Policies and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Türkiye Bilimsel ve Teknolojik Araştırma Kurumu; McMaster University; Ege Üniversitesi; Royal College of Physicians and Surgeons of Canada; School of Medicine, Emory University; Arizona State University; Emory University","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; Continuing professional development; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Health professionals; Professional development; Continuing education; Political science; Medicine; Medical education; Virology; Health care; Infectious disease (medical specialty); Pathology; Outbreak; Disease","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01191532,0.0005056337,0.0003846898,0.0009913453,0.006644744,0.01012545,0.001153005,0.01510602,0.01222625],"category_scores_gemma":[0.04385369,0.0002877352,0.0006402651,0.0008535807,0.009682746,0.009806806,0.003820284,0.01712733,0.003903484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009793823,"about_ca_system_score_gemma":0.01864909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03169797,"about_ca_topic_score_gemma":0.05352821,"domain_scores_codex":[0.9918395,0.004695856,0.0002718079,0.0005364523,0.00180433,0.0008519654],"domain_scores_gemma":[0.9691671,0.02038403,0.000792777,0.001080535,0.004264609,0.004310947],"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":[0.00001358016,0.00003871296,0.0003496189,0.0002950692,0.000005686907,0.00017887,0.008169572,0.00005194233,0.00007796047,0.04709914,0.9184667,0.02525322],"study_design_scores_gemma":[0.00001733947,0.00001462601,0.0007001297,0.001003428,0.000006254069,0.0001337595,0.008926394,0.00006090837,0.00009921237,0.02585913,0.9631506,0.00002812277],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002806874,0.004094122,0.0002338945,0.967287,0.01891395,0.000009068202,0.00001518409,0.00001710234,0.009149],"genre_scores_gemma":[0.03188339,0.0197956,0.001472601,0.8638298,0.04737099,0.00008092192,0.00006833729,0.0001165766,0.03538176],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03169797,"threshold_uncertainty_score":0.07105947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1736452089616833,"score_gpt":0.549300826968286,"score_spread":0.3756556180066027,"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."}}