{"id":"W2102611540","doi":"10.1111/j.1365-2929.2004.02069.x","title":"Faculty development for teaching and evaluating professionalism: from programme design to curriculum change","year":2005,"lang":"en","type":"article","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":226,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Curriculum; Medical education; Faculty development; Context (archaeology); Professional development; Process (computing); Institution; Psychology; Pedagogy; Medicine; Sociology; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002614917,0.0001457945,0.0001961231,0.0001478324,0.0003002353,0.0000246712,0.0001053095,0.0001670949,0.0002610082],"category_scores_gemma":[0.01381521,0.0001183044,0.00002456777,0.0002286805,0.00005392987,0.0001320699,0.00004454879,0.0003983483,0.00003839132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003439884,"about_ca_system_score_gemma":0.002065861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001171846,"about_ca_topic_score_gemma":0.00001473615,"domain_scores_codex":[0.9979513,0.0001118263,0.0004481518,0.000353984,0.0008301881,0.0003045527],"domain_scores_gemma":[0.9990412,0.0001308569,0.0001076621,0.0001662895,0.0003637895,0.0001902071],"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":[0.00002403755,0.0007816615,0.001216976,0.00005657757,0.00001581549,1.660198e-7,0.008680144,3.483048e-7,0.0000723081,0.000198559,0.05182447,0.937129],"study_design_scores_gemma":[0.002392223,0.0004230046,0.04667002,0.002270589,0.0001395312,0.00003358875,0.009430719,0.02460437,0.0007203373,0.0004458271,0.9124122,0.0004575393],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.7964132,0.0002635878,0.05653177,0.1421172,0.001133205,0.003305466,0.000002992145,0.0001049015,0.0001275794],"genre_scores_gemma":[0.2401722,0.000002898729,0.7169827,0.03501527,0.002133338,0.004023054,0.001054153,0.00002707606,0.0005892828],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9366714,"threshold_uncertainty_score":0.9944918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1419504980751237,"score_gpt":0.4806936985644968,"score_spread":0.3387432004893731,"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."}}