{"id":"W2319575229","doi":"10.1097/acm.0000000000000481","title":"Effects of Hospital Accreditation on Medical Students","year":2014,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Healthcare Quality and Management","field":"Health Professions","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"ECW Press (Canada)","funders":"","keywords":"Accreditation; Hospital accreditation; Context (archaeology); Medical education; Medicine; Workload; Health care; Nursing; Family medicine; Political science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007155658,0.0003152652,0.0002905539,0.0007830969,0.003807951,0.002859087,0.0009454366,0.001157948,0.005627799],"category_scores_gemma":[0.0434121,0.0002384648,0.0005858548,0.0005944389,0.003296296,0.0008640437,0.004985185,0.002368822,0.0004393617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003726817,"about_ca_system_score_gemma":0.006516001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005895723,"about_ca_topic_score_gemma":0.009437819,"domain_scores_codex":[0.986617,0.008229463,0.0005334103,0.000371324,0.002386955,0.001861947],"domain_scores_gemma":[0.927031,0.02963151,0.01876925,0.001923013,0.009408457,0.01323675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007130438,0.003123712,0.7710049,0.0006558198,0.0001586813,0.001131078,0.1058969,0.0004464027,0.002351311,0.00196741,0.007434424,0.1051163],"study_design_scores_gemma":[0.0001035433,0.001901213,0.8166088,0.0005989146,0.0001068953,0.0004240819,0.1624629,0.0004917862,0.002219092,0.0008707567,0.01412326,0.00008880228],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901307,0.0003243913,0.0001411722,0.003209394,0.00005938163,0.00003263018,0.0000242501,0.00001739413,0.006060774],"genre_scores_gemma":[0.9990686,0.00009689677,0.00006026483,0.0003256789,0.00001699605,0.00001793877,0.000009570374,0.000002265632,0.0004018424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007155658,"threshold_uncertainty_score":0.03784317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05654757743497638,"score_gpt":0.5155736338586129,"score_spread":0.4590260564236365,"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."}}