{"id":"W3112407864","doi":"10.1093/jcag/gwaa027","title":"Intravenous Albumin in Patients With Cirrhosis: Evaluation of Practice Patterns and Secular Trends of Usage in Ontario 2000 to 2017","year":2020,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Southeastern Ontario Academic Medical Organization; Canadian Association of Gastroenterology","keywords":"Medicine; Cirrhosis; Spontaneous bacterial peritonitis; Hepatorenal syndrome; Albumin; Medical prescription; Internal medicine; Liver disease; Serum albumin; Intensive care medicine; Gastroenterology; Surgery; Pharmacology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004360416,0.0001768315,0.0002522197,0.001282251,0.0008299371,0.000794769,0.0007837931,0.0002982409,0.001568368],"category_scores_gemma":[0.002763178,0.0002555487,0.0005293402,0.003920672,0.0004400067,0.0003870595,0.0007793601,0.0003933736,0.0001876371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01882133,"about_ca_system_score_gemma":0.01811367,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9518666,"about_ca_topic_score_gemma":0.9641992,"domain_scores_codex":[0.9991938,0.00004966716,0.0001138969,0.0001163761,0.0002773413,0.0002489754],"domain_scores_gemma":[0.9960127,0.0001706908,0.001833682,0.00007426469,0.00121589,0.0006927633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003139713,0.00000800372,0.9970046,0.00004524007,0.00001883952,0.00004841369,0.0003739218,0.00003509993,0.00008344961,0.00003275962,0.0005514697,0.001766842],"study_design_scores_gemma":[0.000002787441,0.00001328937,0.9985247,0.00002950406,0.000008486074,0.00005825564,0.0005685877,0.0001290175,0.00003175198,0.000005000733,0.0006255729,0.00000316257],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890322,0.001379944,0.00009210549,0.0008320991,0.00001373016,0.00003537419,0.006613757,0.00001700052,0.001983779],"genre_scores_gemma":[0.9962736,0.001020902,0.0001385557,0.000139583,0.00001118726,0.0000250325,0.001771823,0.000006011937,0.0006133234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04813343,"threshold_uncertainty_score":0.136559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01079009683712643,"score_gpt":0.2305417015560858,"score_spread":0.2197516047189594,"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."}}