{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001277044,0.0001373943,0.0001936274,0.0009674518,0.0003020335,0.00040586,0.0003195991,0.0006261047,0.001657779],"category_scores_gemma":[0.004269325,0.0001898928,0.0002609275,0.001685266,0.000175554,0.0005589496,0.0004211166,0.0005003187,0.0003408134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004669462,"about_ca_system_score_gemma":0.0003532449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01079425,"about_ca_topic_score_gemma":0.01052676,"domain_scores_codex":[0.998823,0.0004234462,0.0002294335,0.0001134411,0.0002549012,0.0001557052],"domain_scores_gemma":[0.9971007,0.0006169062,0.001350923,0.0001023346,0.0003643293,0.000464832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001989676,0.00003495576,0.9984646,0.000005842045,0.000007978323,0.00003642056,0.00007567875,0.00001896091,0.00002824774,0.000006757807,0.0005416572,0.0007589866],"study_design_scores_gemma":[0.000002998126,0.00004970395,0.9990522,0.0000085086,0.000004351225,0.0001063396,0.0003291774,0.0001510837,0.00001877011,0.000005731318,0.0002683679,0.000002842261],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966208,0.000216403,0.00006077196,0.0007276934,0.00001514227,0.00002669318,0.001325428,0.000007456072,0.000999591],"genre_scores_gemma":[0.9987816,0.0001450878,0.00008708951,0.0002255279,0.00002499128,0.00002265742,0.0005643024,0.000002112406,0.0001465556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01079425,"threshold_uncertainty_score":0.02146286,"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."}}