{"id":"W3153172127","doi":"10.2106/jbjs.oa.20.00124","title":"The Challenge of Defining Entrustable Professional Activities in Orthopaedics","year":2021,"lang":"en","type":"article","venue":"JBJS Open Access","topic":"Innovations in Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vetting; Argument (complex analysis); Publishing; Trustworthiness; Publication; Quality (philosophy); Audience measurement; Editorial board; Checklist; Medicine; Law; Library science; Computer science; Psychology; Political science; Internet privacy; Philosophy; Epistemology","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":[0.0008133131,0.0000672016,0.0001836294,0.00007174888,0.0001371438,0.0001112122,0.0004410919,0.00006667931,0.0006335743],"category_scores_gemma":[0.001401457,0.00004685245,0.00002446168,0.0006434545,0.00008746013,0.0004879096,0.0005664167,0.0003220841,0.000007559159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007670709,"about_ca_system_score_gemma":0.001001502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007498163,"about_ca_topic_score_gemma":0.0001255685,"domain_scores_codex":[0.9989402,0.00006670949,0.0003279133,0.0001599013,0.0003330437,0.0001722378],"domain_scores_gemma":[0.9991338,0.0001865291,0.000132341,0.0003047482,0.000216029,0.00002659687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004369521,0.002155285,0.3850841,0.0007094464,0.0001339556,0.00009391627,0.004941478,0.00002128622,0.0006044256,0.1599666,0.06648488,0.3793677],"study_design_scores_gemma":[0.006614903,0.0002250357,0.4942519,0.003378515,0.0001231909,0.00007916898,0.03950901,0.001746159,0.01618445,0.01638828,0.4209402,0.0005592299],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9000107,0.0007018623,0.000055111,0.03127329,0.00124234,0.0005392574,0.000005256969,0.00001319924,0.06615896],"genre_scores_gemma":[0.9922054,0.0002372465,0.001140626,0.000958175,0.0001003488,0.0001294259,0.00006657843,0.00001285418,0.005149313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3788085,"threshold_uncertainty_score":0.6937194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05558824995209995,"score_gpt":0.4535054166531388,"score_spread":0.3979171667010389,"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."}}