{"id":"W2004809976","doi":"10.1097/sga.0b013e3181e82c72","title":"MIDWEST BENCHMARKING GROUP","year":2010,"lang":"en","type":"article","venue":"Gastroenterology Nursing","topic":"Global Healthcare and Medical Tourism","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Benchmarking; Medicine; Endoscopy; Family medicine; Center (category theory); Gastroenterology; Nursing; Internal medicine; General surgery; Management","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006092823,0.0001486922,0.0002650446,0.00008895822,0.0006648413,0.000004089264,0.0001529323,0.0003517781,0.001109167],"category_scores_gemma":[0.0001051929,0.0001361862,0.00006700162,0.00008334245,0.0002415875,0.00007627794,0.00005253536,0.001913041,0.0002330262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006764291,"about_ca_system_score_gemma":0.00006647656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001332746,"about_ca_topic_score_gemma":0.0007628701,"domain_scores_codex":[0.9976342,0.0003468064,0.0004236191,0.0003106812,0.0001736208,0.001111047],"domain_scores_gemma":[0.9989844,0.000114673,0.0001451906,0.000292872,0.00006749052,0.000395379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005048731,0.0004426877,0.5735291,0.0001644974,0.00004479954,0.0001127031,0.003309355,9.200156e-7,0.01061667,0.006350976,0.2716424,0.133281],"study_design_scores_gemma":[0.003055859,0.001093751,0.8014286,0.0008797565,0.00006272862,0.0002436865,0.001710679,0.0001786206,0.00002558346,0.003954485,0.187127,0.0002391986],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9414343,0.00003564742,0.001823201,0.008564005,0.01252788,0.0003310738,0.000006603763,0.0001483125,0.03512893],"genre_scores_gemma":[0.9840438,0.00001359881,0.003990612,0.008630043,0.002813057,0.00004049574,0.00003080567,0.00002106735,0.0004165136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2278995,"threshold_uncertainty_score":0.999804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02755959531205403,"score_gpt":0.4197045696768442,"score_spread":0.3921449743647902,"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."}}