{"id":"W2884298535","doi":"10.1080/10872981.2018.1497374","title":"An innovative approach to identifying learning needs for intrinsic CanMEDS roles in continuing professional development","year":2018,"lang":"en","type":"article","venue":"Medical Education Online","topic":"Innovations in Medical Education","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Ottawa","funders":"","keywords":"Medical education; Continuing professional development; Professional development; Continuing education; Medicine; Psychology; Engineering ethics; Engineering","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":[0.01440914,0.0008025458,0.0003914926,0.0069242,0.003870336,0.005551046,0.001691048,0.001586336,0.003947705],"category_scores_gemma":[0.03824355,0.0005289824,0.0008893488,0.003496959,0.003595937,0.005349235,0.00734079,0.001729068,0.0004755854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01042332,"about_ca_system_score_gemma":0.02287864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01318379,"about_ca_topic_score_gemma":0.05428727,"domain_scores_codex":[0.9901292,0.005975654,0.0006217381,0.0006561814,0.001831857,0.0007853497],"domain_scores_gemma":[0.9750294,0.01473602,0.00266021,0.001785863,0.004514168,0.001274342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001569454,0.0004901637,0.09942251,0.001532763,0.00004971261,0.001017691,0.6963228,0.0002566942,0.003284718,0.02308594,0.003567961,0.1708121],"study_design_scores_gemma":[0.00007573593,0.0003182808,0.07706941,0.001892138,0.00008828558,0.001222525,0.8426505,0.002145521,0.002084755,0.01650201,0.05586471,0.00008614427],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.89063,0.0006719432,0.04336445,0.008969426,0.000179339,0.00444697,0.0008004157,0.0001081364,0.05082937],"genre_scores_gemma":[0.8636265,0.0005081674,0.1234416,0.001050745,0.00003726488,0.004838465,0.0004376537,0.00002577647,0.006033688],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01440914,"threshold_uncertainty_score":0.0762037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02643744908416285,"score_gpt":0.406975464957671,"score_spread":0.3805380158735082,"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."}}