{"id":"W4212836452","doi":"10.1016/j.curtheres.2022.100663","title":"The Hepatorenal Syndrome Patient Pathway: Retrospective Analysis of Electronic Health Records","year":2022,"lang":"en","type":"article","venue":"Current Therapeutic Research","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Mallinckrodt Pharmaceuticals","keywords":"Medicine; Hepatorenal syndrome; Internal medicine; Odds ratio; Retrospective cohort study; Chronic liver disease; Liver disease; Medical record; Cirrhosis","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001699242,0.00009904073,0.000301835,0.0004495635,0.0006654358,0.00001895462,0.0001869723,0.00001769785,0.0002720888],"category_scores_gemma":[0.000009699418,0.000069997,0.0002186013,0.002114778,0.0001303933,0.00003521413,0.00006539068,0.0007309865,0.00000728773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007590998,"about_ca_system_score_gemma":0.001036577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001390838,"about_ca_topic_score_gemma":0.00004295104,"domain_scores_codex":[0.9965672,0.0008187661,0.0003236226,0.0002886179,0.001454802,0.0005469875],"domain_scores_gemma":[0.9989019,0.0002175639,0.0001072696,0.0004009701,0.0002415559,0.0001307332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003365916,0.002465564,0.6500285,0.0003960532,0.015575,0.00007699208,0.009225119,0.0001520185,0.000741459,0.02734633,0.0005940151,0.290033],"study_design_scores_gemma":[0.001753247,0.00742035,0.9608935,0.00008783281,0.001766557,0.00005118122,0.002616349,0.005252535,0.0004701375,0.004806587,0.01465505,0.0002266458],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9811394,0.01665882,0.00007668929,0.0008903786,0.0001845215,0.0007371636,0.0001276113,0.00002230305,0.0001631159],"genre_scores_gemma":[0.996573,0.002897503,0.000001800167,0.00005804109,0.00002334626,0.0001849208,0.0001805647,0.00001366925,0.00006710688],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.310865,"threshold_uncertainty_score":0.5118061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0719558920415059,"score_gpt":0.3979126215268403,"score_spread":0.3259567294853344,"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."}}