{"id":"W2032496636","doi":"10.1038/ajg.2010.180","title":"Measuring Quality of Care in Patients With Nonvariceal Upper Gastrointestinal Hemorrhage: Development of an Explicit Quality Indicator Set","year":2010,"lang":"en","type":"article","venue":"The American Journal of Gastroenterology","topic":"Gastrointestinal Bleeding Diagnosis and Treatment","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia; McGill University; McMaster University; Montreal General Hospital","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Delphi method; Quality management; Quality (philosophy); Multidisciplinary approach; Endoscopy; Health care; Intensive care medicine; Set (abstract data type); Medical physics; Medical emergency; Surgery; Operations management; Management system","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001107562,0.0002230079,0.001077914,0.0002490336,0.0000457531,0.00000612554,0.0002990043,0.00002154108,0.00002176741],"category_scores_gemma":[0.0001688821,0.0001391121,0.000132781,0.0001685973,0.0004048217,0.00008021812,0.00007041278,0.000570016,0.000001077902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001059143,"about_ca_system_score_gemma":0.0002137273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001359778,"about_ca_topic_score_gemma":0.0002551015,"domain_scores_codex":[0.9973267,0.000319687,0.001200782,0.0002099556,0.0005679012,0.0003750275],"domain_scores_gemma":[0.9966715,0.0001609891,0.002061288,0.0003376959,0.0005506368,0.000217912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02138348,0.001192941,0.970502,0.00007520054,0.0001044809,0.00002598507,0.001172077,0.00001671829,0.003601064,0.00000670299,0.000001356194,0.001917958],"study_design_scores_gemma":[0.004109478,0.02937396,0.9623155,0.0002029237,0.0001005963,0.000552517,0.002007161,0.000003948041,0.001268124,0.000003762154,0.000001208228,0.00006081172],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991612,0.00000781434,0.000298374,0.0002467905,0.00004471675,0.0002071238,0.00001645383,0.000005801795,0.00001169574],"genre_scores_gemma":[0.9447525,7.103376e-7,0.0550583,0.000110656,0.00004089288,0.000006918314,0.00001078027,0.00001855098,7.135762e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05475993,"threshold_uncertainty_score":0.5672829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02352197366727227,"score_gpt":0.2906653903429579,"score_spread":0.2671434166756856,"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."}}