{"id":"W4405402889","doi":"10.1080/0142159x.2024.2429612","title":"Disentangling faculty development: A scoping review towards a rich description of the concept and its practice","year":2024,"lang":"en","type":"review","venue":"Medical Teacher","topic":"Innovations in Medical Education","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre; University of Toronto; SickKids Foundation; Hospital for Sick Children; McMaster University","funders":"","keywords":"Medical education; Engineering ethics; Health professions; Faculty development; Psychology; Medicine; Professional development; Health care; Political science; 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002338641,0.0003057366,0.001289786,0.0001160472,0.0000847574,0.00002021982,0.000239017,0.0004210907,0.000698934],"category_scores_gemma":[0.02115884,0.0001678578,0.0001875112,0.001036357,0.0001808627,0.00009044362,0.0002154951,0.00153068,0.00005038601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003120766,"about_ca_system_score_gemma":0.003213589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003681802,"about_ca_topic_score_gemma":0.000001000083,"domain_scores_codex":[0.9964169,0.0003227351,0.001243322,0.0004059779,0.001379612,0.0002315021],"domain_scores_gemma":[0.9987348,0.00006421222,0.0004739607,0.0003163801,0.0002679018,0.0001427001],"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":[0.000001574297,0.0001058971,0.000009772302,0.1951456,0.0001837901,0.00001301177,0.0007284769,2.148129e-9,2.421915e-8,0.0001062857,0.009252149,0.7944534],"study_design_scores_gemma":[0.0001027907,0.00001075254,0.000002184527,0.4749748,0.001860881,0.0001926739,0.00007266472,0.00002671867,3.938802e-7,0.000002893544,0.5226571,0.00009616306],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004853838,0.9916453,0.00005629165,0.00398781,0.0007894177,0.002031466,0.000002866144,0.00004756189,0.001390701],"genre_scores_gemma":[0.00002231029,0.9950556,0.0006288312,0.00124819,0.0004425652,0.0002827107,0.0001706614,0.00004600058,0.002103144],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7943573,"threshold_uncertainty_score":0.9870864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1574151982316661,"score_gpt":0.4826329516343424,"score_spread":0.3252177534026763,"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."}}