{"id":"W2071121908","doi":"10.1016/j.cgh.2008.03.007","title":"Relationship Between Hospital Volume and Outcomes of Esophageal Variceal Bleeding in the United States","year":2008,"lang":"en","type":"article","venue":"Clinical Gastroenterology and Hepatology","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Volume (thermodynamics); Esophageal varices; General surgery; Internal medicine; Gastroenterology; High resolution manometry; Esophagus; Portal hypertension; Cirrhosis","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":[0.0004286869,0.0001517573,0.0002771351,0.0008549677,0.0002661724,0.0007265994,0.0003059046,0.0005276809,0.001661546],"category_scores_gemma":[0.003229022,0.0002132681,0.0004336612,0.001438796,0.0002553848,0.0005437119,0.0004098926,0.0006838936,0.0001503608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000513343,"about_ca_system_score_gemma":0.0004463026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01536349,"about_ca_topic_score_gemma":0.01876943,"domain_scores_codex":[0.9995771,0.0001383241,0.0000692738,0.0000641381,0.00006224854,0.00008905151],"domain_scores_gemma":[0.9954472,0.0009735418,0.0021775,0.0001910401,0.0004050486,0.0008055985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006921282,0.00001572528,0.9992173,0.000002738885,0.00004311109,0.00002903077,0.00001024962,0.00008061474,0.00002313785,0.00001370418,0.0001535205,0.0003416858],"study_design_scores_gemma":[0.000004509623,0.00002534333,0.9994648,0.000002718726,0.00001826789,0.00008202341,0.0000782861,0.0002182195,0.00001236237,0.00003426485,0.00005659937,0.000002594744],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977773,0.0004070373,0.00003806873,0.0002458379,0.00001785847,0.000001759406,0.0008144469,0.000006194592,0.0006915283],"genre_scores_gemma":[0.9993122,0.00008568412,0.00001263424,0.00003484342,0.00001481169,0.000001200217,0.0004782008,0.000001244973,0.00005935987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01536349,"threshold_uncertainty_score":0.0305481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05378702936993033,"score_gpt":0.3353893861655062,"score_spread":0.2816023567955758,"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."}}