{"id":"W2321379008","doi":"10.1016/j.jval.2014.08.191","title":"Drug Utilization Review of Acid Suppressants (Durable) – an Audit to Assess the Utilization of Proton Pump Inhibitors and Histamine H2-Receptor Antagonists in Canadian Hospitals","year":2014,"lang":"en","type":"article","venue":"Value in Health","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Bolus (digestion); Internal medicine; Proton-pump inhibitor; Drug; Gastroenterology; Pharmacology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.005155731,0.000422882,0.0009167962,0.009540312,0.001690349,0.001790653,0.001583608,0.0009979479,0.0009112404],"category_scores_gemma":[0.01882252,0.0004694345,0.001486687,0.02284549,0.0005694892,0.0006965004,0.0007206001,0.0008309175,0.0001954989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04030314,"about_ca_system_score_gemma":0.09018809,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9458984,"about_ca_topic_score_gemma":0.9626943,"domain_scores_codex":[0.9880492,0.0007547752,0.002154505,0.0005630183,0.007594239,0.000884172],"domain_scores_gemma":[0.9303138,0.005362494,0.01364756,0.0007233542,0.04565068,0.004302022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001073028,0.0002468639,0.6961113,0.01378838,0.001888122,0.001029678,0.001119705,0.0008978531,0.001301848,0.0006982288,0.1268649,0.15498],"study_design_scores_gemma":[0.00006775907,0.0001744505,0.9392724,0.002846617,0.0005747836,0.0004471501,0.0005543474,0.0003965383,0.0003617681,0.00003142653,0.05520791,0.00006488031],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4288031,0.4139937,0.0008219869,0.02341826,0.001992353,0.001664214,0.08159576,0.0003420227,0.04736861],"genre_scores_gemma":[0.7582847,0.1811959,0.003537726,0.01828562,0.0008723687,0.0003779675,0.03158164,0.00009585669,0.005768109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05410165,"threshold_uncertainty_score":0.2924211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05982343732190622,"score_gpt":0.3575843521742386,"score_spread":0.2977609148523324,"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."}}