{"id":"W1585049907","doi":"10.1002/hep.27789","title":"Variations in albumin use in patients with cirrhosis: An AASLD members survey","year":2015,"lang":"en","type":"letter","venue":"Hepatology","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Ascites; Paracentesis; Cirrhosis; Hypoalbuminemia; Internal medicine; Gastroenterology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001805357,0.0002130203,0.000483714,0.0004366217,0.00001588219,0.00001244734,0.00008409724,0.0005610854,0.00008301773],"category_scores_gemma":[0.00003241529,0.0001883785,0.00003031615,0.0002644307,0.00005039262,0.0001836273,0.00001018717,0.000688981,0.00003306298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001443592,"about_ca_system_score_gemma":0.0003473086,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01379,"about_ca_topic_score_gemma":0.02920993,"domain_scores_codex":[0.9982513,0.0004702864,0.0003104169,0.0003980008,0.0002639045,0.0003060712],"domain_scores_gemma":[0.9991305,0.0001689521,0.0001022093,0.0003310402,0.000172461,0.00009480063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004918711,0.0002114018,0.956956,0.00009541075,0.0001144992,0.0007385534,0.0003858963,0.000001572345,1.595398e-7,0.000006771422,0.04097674,0.00002114832],"study_design_scores_gemma":[0.003877076,0.0002631744,0.9912603,0.000120069,0.0003335036,0.00001137259,0.000008079696,0.000121288,0.00000139013,0.00002583693,0.003777762,0.0002000825],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854028,0.00003174629,0.00001695686,0.01309711,0.0002081217,0.000620082,0.0004111565,0.00003190438,0.0001801012],"genre_scores_gemma":[0.8889818,0.00001914246,0.0001107595,0.09261695,0.0001166368,0.00006829725,0.01793522,0.00004428203,0.0001068871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.096421,"threshold_uncertainty_score":0.9927772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04276457906171934,"score_gpt":0.2652955286982965,"score_spread":0.2225309496365772,"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."}}