{"id":"W3048619818","doi":"10.1007/s12630-020-01788-0","title":"CPD By the Minute: an innovative mobile application for continuing professional development in medicine","year":2020,"lang":"en","type":"letter","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Mobile Learning in Education","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; University of Toronto","funders":"","keywords":"Continuing professional development; Medical education; Professional development; Medicine; Engineering ethics; Engineering","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":[0.001597509,0.0004007839,0.0002938104,0.0004401321,0.001422123,0.001442018,0.000844755,0.01037354,0.02416799],"category_scores_gemma":[0.007758499,0.000190265,0.0003983608,0.0001987072,0.0006295674,0.00143575,0.002143233,0.005017763,0.008573922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009694568,"about_ca_system_score_gemma":0.001429094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001668245,"about_ca_topic_score_gemma":0.00565408,"domain_scores_codex":[0.9984994,0.0004664595,0.0001312973,0.0000925998,0.0006061863,0.0002040856],"domain_scores_gemma":[0.9953715,0.002451776,0.0001726994,0.0001111712,0.00043702,0.001455916],"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":[0.0002197183,0.0002824496,0.001460162,0.0001546905,0.000008983791,0.004948681,0.0004220216,0.00007410815,0.001537458,0.00292669,0.7725412,0.2154237],"study_design_scores_gemma":[0.0001769337,0.0007442004,0.00286406,0.0002271839,0.00001743068,0.007537254,0.0004822025,0.0009528595,0.0006757278,0.002175992,0.9841028,0.00004320014],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0157845,0.00553855,0.0126506,0.7722189,0.02824678,0.0006838824,0.000461395,0.001895395,0.1625201],"genre_scores_gemma":[0.1067109,0.007288638,0.02913249,0.4859547,0.0309025,0.001584748,0.0005171241,0.0003184126,0.3375906],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02416799,"threshold_uncertainty_score":0.08084995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0148891589052181,"score_gpt":0.2531884498217387,"score_spread":0.2382992909165206,"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."}}