{"id":"W2139051018","doi":"10.1136/bmj.328.7446.999","title":"The need for needs assessment in continuing medical education","year":2004,"lang":"en","type":"article","venue":"BMJ","topic":"Innovations in Medical Education","field":"Medicine","cited_by":208,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Competence (human resources); Autonomy; Medical education; Psychology; Graduation (instrument); Self-assessment; Pedagogy; Engineering ethics; Medicine; Political science; Social psychology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001386885,0.00005686527,0.00009977203,0.0001258822,0.00006801512,0.00001663392,0.00008522544,0.00008505015,0.00005032635],"category_scores_gemma":[0.003921235,0.00004011694,0.0000287651,0.00042569,0.00006302093,0.0000390322,0.00001319322,0.0002267527,0.000008947621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002659691,"about_ca_system_score_gemma":0.0015765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003349454,"about_ca_topic_score_gemma":0.00002303359,"domain_scores_codex":[0.9990367,0.00001869673,0.0003410835,0.00008732639,0.0003598414,0.0001563647],"domain_scores_gemma":[0.9994194,0.0000856146,0.00007158396,0.0001922139,0.0001808682,0.00005032269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000748044,0.0007127738,0.008916347,0.0000789808,0.0000248588,0.000002483584,0.002185102,0.00001150465,0.0002639454,0.1794147,0.1098636,0.6984509],"study_design_scores_gemma":[0.01122094,0.0004945536,0.2951181,0.002144533,0.0001036448,0.0001570096,0.03262677,0.004797109,0.000617125,0.02741147,0.6249066,0.0004021725],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6365114,0.00009724822,0.006618376,0.3459844,0.001828854,0.001355199,3.835225e-7,0.00003509206,0.007569091],"genre_scores_gemma":[0.9789361,0.0000122516,0.01349382,0.00485062,0.0009848477,0.0005967986,0.00004385892,0.00001199138,0.001069718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6980487,"threshold_uncertainty_score":0.4694368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01546507031091814,"score_gpt":0.4101290915268792,"score_spread":0.394664021215961,"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."}}