{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00313701,0.0001407099,0.0003430281,0.0002062768,0.0003378446,0.000007113263,0.00007115441,0.00009769176,0.0001220566],"category_scores_gemma":[0.01328724,0.0001106893,0.00001645018,0.0003503591,0.0001443389,0.0001559787,0.00008356625,0.002030447,0.000004628118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000140428,"about_ca_system_score_gemma":0.0002786607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009792201,"about_ca_topic_score_gemma":0.000002549066,"domain_scores_codex":[0.99803,0.0005214509,0.000383323,0.0002958074,0.0005448845,0.0002245196],"domain_scores_gemma":[0.9989484,0.0004875668,0.0002149007,0.00009995211,0.0001055083,0.0001437045],"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":[0.0007070442,0.0007602216,0.1845066,0.0009564746,0.0001113872,0.00001991893,0.1563292,0.0002138808,0.005904597,0.003681054,0.005746485,0.6410632],"study_design_scores_gemma":[0.007823149,0.001483425,0.3120809,0.009072232,0.0003787184,0.0003739641,0.4978088,0.02801537,0.00303103,0.00008111616,0.1390421,0.0008092504],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9334329,0.00008397894,0.00718496,0.05596552,0.0003211737,0.0003904259,4.386131e-7,0.00005783128,0.002562739],"genre_scores_gemma":[0.9166796,0.000003790492,0.0798113,0.002370264,0.0002162962,0.00003319297,0.00003463047,0.00001519372,0.0008357681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6402539,"threshold_uncertainty_score":0.9950243,"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."}}