{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.02004557,0.0007075402,0.0006071118,0.003721136,0.002282877,0.004146161,0.001949911,0.001476413,0.1208861],"category_scores_gemma":[0.04140737,0.000621564,0.0005955055,0.004467703,0.0004050184,0.00248648,0.004820331,0.001812661,0.0240787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004116989,"about_ca_system_score_gemma":0.0184085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01519441,"about_ca_topic_score_gemma":0.02045337,"domain_scores_codex":[0.9800514,0.006530221,0.001970606,0.001723632,0.007119075,0.002605055],"domain_scores_gemma":[0.9504643,0.004401942,0.002991862,0.003277225,0.02932137,0.009543275],"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":[0.0002065719,0.0002171693,0.01044557,0.0002122461,0.00001543685,0.00005108899,0.0003654135,0.0001847992,0.000147767,0.003797763,0.7631865,0.2211698],"study_design_scores_gemma":[0.00006781122,0.0002391728,0.03170886,0.0006789832,0.00001140365,0.0001286022,0.00103491,0.0004089311,0.000275565,0.001249203,0.9641669,0.00002962995],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02822131,0.009806568,0.01745777,0.07016048,0.01292603,0.003545125,0.03192326,0.003122448,0.8228369],"genre_scores_gemma":[0.1779588,0.01115768,0.03547046,0.01938397,0.002733503,0.01147734,0.04990642,0.002328203,0.6895837],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8791139,"threshold_uncertainty_score":0.4044042,"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."}}