{"id":"W3041512264","doi":"10.1080/10401334.2020.1784740","title":"Constructing Approaches to Entrustable Professional Activity Development that Deliver Valid Descriptions of Professional Practice","year":2020,"lang":"en","type":"article","venue":"Teaching and Learning in Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Construct (python library); Construct validity; Identification (biology); Autonomy; Promotion (chess); Professional development; Curriculum; Medical education; Psychology; Computer science; Engineering ethics; Medicine; Nursing; Pedagogy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1385114,0.001560483,0.0008841728,0.01271198,0.006051849,0.01507673,0.004403563,0.003015744,0.003998545],"category_scores_gemma":[0.182633,0.001399306,0.001895057,0.004705879,0.02671138,0.01544368,0.01615701,0.00520649,0.001348552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02173341,"about_ca_system_score_gemma":0.0344059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007157809,"about_ca_topic_score_gemma":0.01334123,"domain_scores_codex":[0.8539156,0.1158554,0.006536217,0.007069405,0.01497101,0.001652354],"domain_scores_gemma":[0.7494898,0.1725633,0.01556905,0.02523503,0.03364703,0.003495865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001022874,0.0005977506,0.02420599,0.003414546,0.0001357922,0.0003039958,0.2718697,0.004069572,0.00256755,0.3334719,0.005208823,0.3540521],"study_design_scores_gemma":[0.0002493405,0.0005700854,0.01809536,0.007599472,0.0002578427,0.0006480239,0.2624439,0.02334967,0.008396977,0.5389668,0.1391309,0.0002916832],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.06830274,0.001160646,0.8679544,0.01119738,0.0001808868,0.006359944,0.0002259534,0.0004364285,0.04418171],"genre_scores_gemma":[0.1723319,0.0004569047,0.8193427,0.0005182563,0.00001900814,0.004046693,0.0001775489,0.0001000574,0.003006992],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1385114,"threshold_uncertainty_score":0.7325271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1564238302924429,"score_gpt":0.3710267601005856,"score_spread":0.2146029298081427,"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."}}