{"id":"W2765689199","doi":"10.1097/acm.0000000000001908","title":"EQual, a Novel Rubric to Evaluate Entrustable Professional Activities for Quality and Structure","year":2017,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":131,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Medical Council of Canada; Royal College of Physicians and Surgeons of Canada; Queen's University","funders":"Southeastern Ontario Academic Medical Organization","keywords":"Rubric; Generalizability theory; Inter-rater reliability; Reliability (semiconductor); Medicine; Medical education; Cornerstone; Educational measurement; MEDLINE; Psychology; Medical physics; Curriculum; Mathematics education; Pedagogy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.00199635,0.0001814541,0.0004410632,0.0001774624,0.0004776626,0.00001319677,0.000237651,0.0002832049,0.0003376078],"category_scores_gemma":[0.01343644,0.0001297753,0.000023492,0.0001409173,0.0003676185,0.0001827451,0.0001131287,0.0007134909,0.000004423902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001219005,"about_ca_system_score_gemma":0.0002892105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006301576,"about_ca_topic_score_gemma":0.000002972026,"domain_scores_codex":[0.998063,0.00003765682,0.0005200917,0.0003695007,0.0006627579,0.0003469635],"domain_scores_gemma":[0.9983844,0.0002817246,0.0003267545,0.0005251299,0.0002875784,0.0001944021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00150685,0.0001306781,0.0425214,0.002134521,0.0002611701,0.000003925495,0.01896172,0.000003711654,0.3620326,0.08690064,0.3835642,0.1019786],"study_design_scores_gemma":[0.02738697,0.002000877,0.560822,0.005917558,0.001061641,0.0002979415,0.02407661,0.003189104,0.01503671,0.04348817,0.3154994,0.001223],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9085614,0.0002062921,0.005740081,0.08176176,0.001677205,0.00120934,0.00002628192,0.00003948328,0.0007781273],"genre_scores_gemma":[0.976501,0.00005400935,0.003663159,0.01156393,0.002017291,0.0001509235,0.00009305344,0.00002543864,0.005931211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5183006,"threshold_uncertainty_score":0.9948738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1415198455226388,"score_gpt":0.5049754608543896,"score_spread":0.3634556153317509,"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."}}