{"id":"W2549875644","doi":"10.1097/prs.0000000000002780","title":"Medical Accreditation in the United States: What For?","year":2016,"lang":"en","type":"editorial","venue":"Plastic & Reconstructive Surgery","topic":"Innovations in Medical Education","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Certification; Excellence; Context (archaeology); Certification and Accreditation; Mission statement; Agency (philosophy); Curriculum; Graduate medical education; Medical education; Political science; Maintenance of Certification; Medicine; Public relations; Sociology; Law","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.003374845,0.0003704739,0.0007717566,0.00135628,0.0001220863,0.0001000737,0.0002800616,0.001186687,0.0004521304],"category_scores_gemma":[0.130383,0.0002398253,0.0001939596,0.001117098,0.0005769789,0.0003452183,0.00003444165,0.001426027,0.00005271834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005213941,"about_ca_system_score_gemma":0.003612376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000410938,"about_ca_topic_score_gemma":0.00002019699,"domain_scores_codex":[0.9956549,0.0002809465,0.001097894,0.000563852,0.001889594,0.0005128353],"domain_scores_gemma":[0.9207779,0.07598719,0.0006619858,0.0005708972,0.001847193,0.0001547943],"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":[0.0002624266,0.0001017148,0.0005478288,0.000312513,0.0001079649,0.0000263506,0.0004563742,8.11368e-7,0.000001093744,0.00009245505,0.90666,0.09143051],"study_design_scores_gemma":[0.001475776,0.0001276889,0.0007714608,0.006153678,0.0002112532,0.00009294099,0.005122508,0.0005701213,0.00001033037,0.002215278,0.9828532,0.0003958062],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0292041,0.0001505313,0.003968456,0.003004617,0.9624662,0.000839168,0.0001762384,0.0000579635,0.0001327229],"genre_scores_gemma":[0.002358703,0.002034792,0.0007855044,0.001143181,0.9777902,0.001008324,0.01461967,0.0001098803,0.0001497618],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1270081,"threshold_uncertainty_score":0.9779792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01899382462022134,"score_gpt":0.3222780994988595,"score_spread":0.3032842748786382,"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."}}