{"id":"W2011322216","doi":"10.3390/jcm4010066","title":"Implications of Hyponatremia in Liver Transplantation","year":2014,"lang":"en","type":"article","venue":"Journal of Clinical Medicine","topic":"Electrolyte and hormonal disorders","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Hyponatremia; Liver transplantation; Candidacy; Liver disease; Transplantation; Gastroenterology; Serum electrolytes; Internal medicine; Electrolyte imbalance; Intensive care medicine; Stage (stratigraphy); Ascites","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001286339,0.00006405705,0.0005615985,0.0001698561,0.000009055682,7.812432e-7,0.0000817719,0.00008823266,0.0001042625],"category_scores_gemma":[0.001237412,0.00004222962,0.0001401868,0.000174696,0.0001206429,0.00004825206,0.000003197873,0.0003862434,0.000003051375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001224476,"about_ca_system_score_gemma":0.0001021616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001725543,"about_ca_topic_score_gemma":0.00002243909,"domain_scores_codex":[0.9981617,0.00008503366,0.001318644,0.00007686031,0.0002592952,0.00009842857],"domain_scores_gemma":[0.9981776,0.0008969431,0.0004614772,0.000106751,0.0002254358,0.0001317252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003346405,0.0008539665,0.2194403,0.0003663717,0.000120462,0.0001043856,0.0004520172,0.00001927617,0.02286331,0.004912855,0.005862616,0.741658],"study_design_scores_gemma":[0.005162312,0.002712562,0.9852665,0.0003028977,0.0002321222,0.0002159832,0.000029563,0.0001069817,0.0002807502,0.002962106,0.002692077,0.00003613999],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8829188,0.001320087,0.001690238,0.02315783,0.0001247941,0.0001289793,0.00000102633,0.000004931606,0.09065334],"genre_scores_gemma":[0.9938926,0.003726789,0.0004095701,0.001428181,0.0004711817,7.322033e-7,0.000003336371,0.000006557158,0.00006105643],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7658262,"threshold_uncertainty_score":0.1722074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0540467420996012,"score_gpt":0.4132639491412874,"score_spread":0.3592172070416862,"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."}}