{"id":"W3005065958","doi":"10.1111/liv.14400","title":"Serum osmolality, cerebrospinal fluid specific gravity and overt hepatic encephalopathy severity in patients with liver failure","year":2020,"lang":"en","type":"article","venue":"Liver International","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Center for Advancing Translational Sciences; National Institute of Neurological Disorders and Stroke; National Institutes of Health","keywords":"Medicine; Osmole; Hepatic encephalopathy; Context (archaeology); Cerebrospinal fluid; Gastroenterology; Intensive care unit; Internal medicine; Plasma osmolality; Urine specific gravity; Urine osmolality; Glasgow Coma Scale; Liver disease; Encephalopathy; Anesthesia; Urine; Cirrhosis; Biology","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":[0.0006489959,0.0002859522,0.000362676,0.0007370249,0.000421686,0.0005679441,0.000231629,0.0003833195,0.001241699],"category_scores_gemma":[0.00262782,0.000212174,0.000354234,0.0008194576,0.000379539,0.0004658177,0.0004248348,0.0005225694,0.0001685036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002458181,"about_ca_system_score_gemma":0.0003536253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001929037,"about_ca_topic_score_gemma":0.001995935,"domain_scores_codex":[0.9996899,0.00008425146,0.00005493574,0.000051384,0.00006050947,0.00005891879],"domain_scores_gemma":[0.9982502,0.000381443,0.0008327803,0.00006908479,0.0001272616,0.0003392546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005984009,0.000006659896,0.9996246,0.000002465076,0.00001128644,0.00003366243,0.00001155165,0.00001607913,0.00004363797,0.000002792165,0.00001370706,0.0001737291],"study_design_scores_gemma":[0.000004508928,0.00008295684,0.9993432,0.000003938304,0.00001397754,0.0002842013,0.00007226797,0.0001240518,0.00002705037,0.00001076514,0.00003092728,0.000002070793],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999604,0.0001572794,0.00002941754,0.00002795525,0.00000277966,0.000002717524,0.00006754015,0.000001223654,0.0001069539],"genre_scores_gemma":[0.999837,0.00003814321,0.00002349968,0.000009678842,0.000005938875,0.000002205338,0.00006901174,3.529969e-7,0.00001412105],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001929037,"threshold_uncertainty_score":0.004153967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009844808120519546,"score_gpt":0.2106795635075941,"score_spread":0.2008347553870746,"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."}}