{"id":"W2053110990","doi":"10.1111/j.1365-2923.2010.03650.x","title":"Using a commitment‐to‐change strategy to assess faculty development","year":2010,"lang":"en","type":"article","venue":"Medical Education","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medical education; Session (web analytics); Empathy; Psychology; Faculty development; Continuance; Scale (ratio); Medicine; Professional development; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02780413,0.001062168,0.0009721891,0.006689559,0.00235905,0.002615952,0.002236238,0.001624013,0.003954979],"category_scores_gemma":[0.07320623,0.0007263563,0.001928853,0.004424037,0.002937952,0.003454108,0.005723736,0.00316267,0.0007176922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002763461,"about_ca_system_score_gemma":0.003033884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001733035,"about_ca_topic_score_gemma":0.003987914,"domain_scores_codex":[0.965717,0.01957255,0.004463582,0.001409099,0.007267193,0.001570565],"domain_scores_gemma":[0.9211724,0.03959525,0.01498565,0.006094262,0.01425668,0.003895701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002478201,0.007426834,0.5348955,0.00277637,0.0009056855,0.0005161624,0.1033987,0.002805477,0.007631341,0.006419746,0.01391353,0.3168324],"study_design_scores_gemma":[0.0005034615,0.008686989,0.8505245,0.0005024015,0.0002012881,0.0005208648,0.06901827,0.01714022,0.009421642,0.005902973,0.03716327,0.0004140842],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9569051,0.0001784841,0.01728236,0.0009849386,0.0001701896,0.01246827,0.001059893,0.0002852252,0.01066566],"genre_scores_gemma":[0.9040682,0.0001610168,0.05907414,0.0005355366,0.0000635993,0.0322615,0.0009743182,0.0000901064,0.002771556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02780413,"threshold_uncertainty_score":0.147044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2919062221738698,"score_gpt":0.4852005652346672,"score_spread":0.1932943430607974,"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."}}