{"id":"W4298540627","doi":"10.17615/3dn1-zm49","title":"A Multi-Institutional Longitudinal Faculty Development Program in Humanism Supports the Professional Development of Faculty Teachers","year":2019,"lang":"en","type":"article","venue":"UNC Libraries","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Josiah Macy Jr. Foundation; Arnold P. Gold Foundation; Arthur Vining Davis Foundations","keywords":"Humanism; Faculty development; Professional development; Medical education; Engineering ethics; Sociology; Pedagogy; Political science; Medicine; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008669047,0.0001767536,0.0002087483,0.0000892814,0.0008103677,0.0001311147,0.0003910168,0.0001207236,0.0006717278],"category_scores_gemma":[0.0001650427,0.0001169942,0.0000517699,0.0003073488,0.0005144574,0.0004118331,0.0001480579,0.0002477771,0.0001055911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002207746,"about_ca_system_score_gemma":0.004629053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007262134,"about_ca_topic_score_gemma":0.0005780094,"domain_scores_codex":[0.9978606,0.0001195254,0.000504101,0.0002984903,0.0008092072,0.0004080496],"domain_scores_gemma":[0.9994313,0.00009484813,0.0001128133,0.0001288212,0.0001163573,0.000115819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00001709784,0.0010667,0.2465063,0.00004891711,0.00005252326,0.000003717711,0.2875516,0.000006133768,0.0000321427,0.4447164,0.001196432,0.01880204],"study_design_scores_gemma":[0.0004526578,0.00001462767,0.6000853,0.0001353595,0.00000460596,7.74155e-7,0.02232247,0.000007114788,0.0009192766,0.007324541,0.36849,0.0002433685],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876288,0.00006181054,0.0003968678,0.003229631,0.001136922,0.001155419,0.000007136545,0.000139446,0.006244035],"genre_scores_gemma":[0.7728054,9.561437e-7,0.2133052,0.0002640169,0.00004971801,0.0002211915,0.0001997617,0.00001023995,0.01314358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4373919,"threshold_uncertainty_score":0.8211741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08474736240917244,"score_gpt":0.3731601047034037,"score_spread":0.2884127422942312,"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."}}