{"id":"W1979380304","doi":"10.1002/hep.21412","title":"Hyponatremia in cirrhosis: Results of a patient population survey","year":2006,"lang":"en","type":"article","venue":"Hepatology","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":441,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto","funders":"Sanofi","keywords":"Ascites; Hyponatremia; Spontaneous bacterial peritonitis; Medicine; Cirrhosis; Gastroenterology; Hepatic encephalopathy; Internal medicine; Hepatorenal syndrome; Sodium; Chemistry","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":[0.00008428501,0.00004829514,0.0001510288,0.0001049749,0.00000772721,8.712698e-7,0.00001608932,0.00006123236,0.00001166327],"category_scores_gemma":[0.00001430539,0.00004494081,0.00002549347,0.0001234137,0.00001513259,0.00002552455,0.000003595278,0.00004282826,0.000007103635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002546148,"about_ca_system_score_gemma":0.00003027558,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01928197,"about_ca_topic_score_gemma":0.006147007,"domain_scores_codex":[0.9993652,0.00008574395,0.0002636202,0.0001150839,0.00008048875,0.00008991361],"domain_scores_gemma":[0.9997189,0.00006661915,0.00006248875,0.0000905004,0.00004025317,0.00002122291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008852531,0.000110714,0.9976977,0.0000380778,0.00001275034,0.00004696481,0.00009405486,0.000008104062,0.0001958653,0.0001946227,0.000114915,0.0006009897],"study_design_scores_gemma":[0.001582688,0.00008442004,0.9964022,0.00003160405,0.00004816701,0.00001500018,0.00001014959,0.0002818061,0.00116213,0.0003135125,0.00003057158,0.00003775387],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981299,0.0001406023,0.00000908423,0.00009532653,0.0000547163,0.0001266859,0.00005501747,0.00001241581,0.001376253],"genre_scores_gemma":[0.9989405,0.00002126511,0.00006326072,0.00005846254,0.00001178742,0.000005995043,0.000880006,0.000004508262,0.00001416663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01313496,"threshold_uncertainty_score":0.9872487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01141266048648443,"score_gpt":0.2461618825021226,"score_spread":0.2347492220156382,"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."}}