{"id":"W2074328500","doi":"10.1097/prs.0b013e31819a352a","title":"The Emperor Has No Clothes","year":2009,"lang":"en","type":"letter","venue":"Plastic & Reconstructive Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Clair College","funders":"","keywords":"Mentorship; Medical education; Accreditation; Graduate medical education; Core competency; Medicine; Emperor; Preceptor; Management","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003765925,0.0004321267,0.0008832963,0.0002326528,0.0003879533,0.0001409047,0.0001202968,0.000611619,0.001244093],"category_scores_gemma":[0.00433766,0.0002818462,0.0005473463,0.0002261971,0.0006619459,0.00006925232,0.00002630586,0.001792197,0.0007086939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001149555,"about_ca_system_score_gemma":0.0004626148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009571183,"about_ca_topic_score_gemma":0.00000250942,"domain_scores_codex":[0.9974951,0.0001742165,0.0006484101,0.0005263036,0.0005313498,0.0006245924],"domain_scores_gemma":[0.9741337,0.02475107,0.0003110268,0.0003836608,0.0002763669,0.0001441819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004208262,0.00003370312,0.009598036,0.0001011972,0.0005509733,0.00108742,0.00006213394,0.000003011525,0.000005165319,0.00004893633,0.7939425,0.1941461],"study_design_scores_gemma":[0.0005983085,0.00005410962,0.01040023,0.0004428055,0.0001683015,0.0003487627,0.00004404592,0.0001065936,0.0000158906,0.0003447335,0.9871427,0.0003335371],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1069405,0.002325913,0.0003092638,0.6749647,0.03215899,0.002102373,0.000284695,0.001214559,0.1796991],"genre_scores_gemma":[0.2739825,0.000461263,0.0007060769,0.6798707,0.03027476,0.0001479927,0.0008659331,0.000354356,0.0133364],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1938126,"threshold_uncertainty_score":0.9999633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0485104997116453,"score_gpt":0.2619029236877723,"score_spread":0.213392423976127,"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."}}