{"id":"W4409210123","doi":"10.1007/978-981-97-9372-3_13","title":"Faculty Development: A Catalyst for Health Professions Curriculum Renewal","year":2025,"lang":"en","type":"book-chapter","venue":"Innovation and change in professional education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children; University of Alberta; McGill University Health Centre","funders":"","keywords":"Curriculum; Health professions; Medical education; Engineering ethics; Political science; Sociology; Engineering; Pedagogy; Medicine; Health care; Law","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007737295,0.0003505382,0.0005030271,0.001712181,0.0003528529,0.00002183881,0.0001135433,0.0005752816,0.0001527309],"category_scores_gemma":[0.000494668,0.0003214035,0.00004768004,0.0007795394,0.0000845501,0.0001551266,0.00007992558,0.0007394491,0.00001306777],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008339196,"about_ca_system_score_gemma":0.006730266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000700267,"about_ca_topic_score_gemma":0.00008100808,"domain_scores_codex":[0.9974245,0.00002666818,0.001223929,0.0005663736,0.0004592882,0.0002992505],"domain_scores_gemma":[0.9974682,0.00004647032,0.0006988356,0.000287344,0.001434647,0.00006452288],"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":[0.00008057405,0.0007608805,0.001626472,0.002449154,0.00005280887,6.270858e-7,0.004538973,3.375622e-8,0.00001583141,0.2643411,0.2556857,0.4704478],"study_design_scores_gemma":[0.00127958,0.0001097369,0.01039986,0.01280641,0.00005300328,0.00001876722,0.00158157,0.00009645953,0.0000410812,0.01268103,0.9604719,0.000460573],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.08860511,0.007376974,0.001749584,0.5614433,0.06200908,0.04555277,0.000908587,0.0008389025,0.2315157],"genre_scores_gemma":[0.0162277,0.0001292912,0.01337399,0.02877165,0.001553069,0.004748115,0.04177066,0.00008612231,0.8933394],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7047862,"threshold_uncertainty_score":0.9999238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07015932363008458,"score_gpt":0.4332362031515878,"score_spread":0.3630768795215032,"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."}}