{"id":"W3186009618","doi":"10.1097/acm.0000000000004245","title":"What the COVID-19 Pandemic Can Teach Health Professionals About Continuing Professional Development","year":2021,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Interprofessional Education and Collaboration","field":"Health Professions","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal College of Physicians and Surgeons of Canada; McMaster University","funders":"","keywords":"Pandemic; Health care; Professional development; Coronavirus disease 2019 (COVID-19); Continuing education; Interprofessional education; Agile software development; Medicine; Medical education; Population; Health professionals; Nursing; Continuing professional development; Political science; Disease; Infectious disease (medical specialty); Computer science","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":[0.01441623,0.0007927476,0.0007928427,0.001406273,0.007767762,0.008894486,0.002841746,0.03061768,0.006415649],"category_scores_gemma":[0.07145213,0.0004564294,0.001254214,0.001153832,0.01107457,0.0108003,0.004961094,0.03399549,0.00181594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01178845,"about_ca_system_score_gemma":0.02699758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03808372,"about_ca_topic_score_gemma":0.06538197,"domain_scores_codex":[0.9867281,0.007156397,0.000882321,0.001022938,0.002829094,0.001381153],"domain_scores_gemma":[0.9382774,0.0422519,0.0023895,0.0010953,0.009889516,0.006096386],"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":[0.00002870796,0.00003933016,0.0003108931,0.0008468626,0.00001452471,0.0003587633,0.006858489,0.00008424182,0.0001085808,0.02366803,0.9433181,0.02436351],"study_design_scores_gemma":[0.00003292953,0.00004165998,0.0006233483,0.00432182,0.00001651618,0.000342762,0.0086131,0.0001142841,0.0001149367,0.02262063,0.9630907,0.00006733734],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001045302,0.007028056,0.0001148902,0.9693457,0.02194054,0.000007811982,0.00000683384,0.000005626363,0.001445985],"genre_scores_gemma":[0.005667064,0.01450367,0.0003486007,0.9397359,0.03661987,0.00003265572,0.00001332019,0.00001745128,0.003061515],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03808372,"threshold_uncertainty_score":0.08553165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1099493757817547,"score_gpt":0.5276895029680739,"score_spread":0.4177401271863192,"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."}}