{"id":"W4404918996","doi":"10.32920/27934581.v1","title":"Beyond competence: rethinking continuing professional development in the age of competence-based medical education","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Competence (human resources); Medical education; Continuing medical education; Psychology; Continuing education; Continuing professional development; Professional development; Pedagogy; Engineering ethics; Medicine; Engineering; Social psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.08811612,0.0008328013,0.0008008826,0.003735468,0.01035877,0.03282655,0.004059297,0.01206786,0.005754389],"category_scores_gemma":[0.1250511,0.0006599214,0.0007900575,0.002074716,0.06433759,0.04635314,0.01941904,0.02690762,0.002300759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01904224,"about_ca_system_score_gemma":0.03991856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01774116,"about_ca_topic_score_gemma":0.02208281,"domain_scores_codex":[0.9391438,0.03904865,0.002789287,0.004720734,0.0110971,0.003200585],"domain_scores_gemma":[0.8626341,0.09457589,0.002938755,0.009653186,0.0182737,0.01192426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005107618,0.00008061816,0.001667778,0.0004458286,0.00002411214,0.0002629544,0.1015045,0.0002393127,0.0002787302,0.6386832,0.06862285,0.188139],"study_design_scores_gemma":[0.00003927551,0.00009978235,0.001379455,0.00230927,0.00001597824,0.0003557864,0.02521412,0.0005020772,0.000434653,0.3927538,0.5768102,0.00008550781],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.006346135,0.02604355,0.03786037,0.8552716,0.01108341,0.0001144826,0.00004736691,0.0003095685,0.06292354],"genre_scores_gemma":[0.5276368,0.04200268,0.1230316,0.2615243,0.01428478,0.000843258,0.0001640772,0.00098181,0.02953064],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08811612,"threshold_uncertainty_score":0.4660082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02228790761566134,"score_gpt":0.3530994107763372,"score_spread":0.3308115031606758,"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."}}