{"id":"W4416277535","doi":"10.1016/j.jaclp.2025.10.296","title":"50. Creating Entrustable Professional Activities for CL Psychiatry Fellowship Training","year":2025,"lang":"en","type":"article","venue":"Journal of the Academy of Consultation-Liaison Psychiatry","topic":"Behavioral and Psychological Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Training (meteorology); MEDLINE; Curriculum; Professional development","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":[],"consensus_categories":[],"category_scores_codex":[0.001014959,0.0002756597,0.0006093915,0.0002078864,0.0005383283,0.00003351091,0.000706553,0.0003730287,0.0002717494],"category_scores_gemma":[0.0003214401,0.0001809495,0.0004962981,0.0005222868,0.0002925634,0.0002072179,0.00006589364,0.0009534559,0.000005158732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004125049,"about_ca_system_score_gemma":0.0002963009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001013514,"about_ca_topic_score_gemma":0.000005618672,"domain_scores_codex":[0.99732,0.0002842601,0.00129864,0.000283797,0.0003899351,0.0004233607],"domain_scores_gemma":[0.9969085,0.001049745,0.001598752,0.000165489,0.0001890478,0.00008850669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005515159,0.002249948,0.3959245,0.0005480861,0.001805686,6.056771e-7,0.01742151,0.0001152367,0.002661616,0.237847,0.2972575,0.03865315],"study_design_scores_gemma":[0.01050678,0.0006540826,0.6266263,0.002412494,0.0008634304,0.00007721664,0.059219,0.00002906005,0.0004007688,0.1483275,0.1502531,0.0006301707],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9068457,0.01145456,0.001253034,0.04954143,0.0217216,0.0008438663,0.00007928973,0.0000391383,0.008221393],"genre_scores_gemma":[0.9704425,0.0001177183,0.01574085,0.003807379,0.001115188,0.00008963337,0.000002997938,0.00003150491,0.008652243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2307018,"threshold_uncertainty_score":0.7378908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1133945753816149,"score_gpt":0.388810495628347,"score_spread":0.275415920246732,"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."}}