{"id":"W2073233300","doi":"10.1002/hep.26967","title":"Diagnosis of minimal hepatic encephalopathy in patients with cirrhosis: Should we bury psychometric tests?","year":2013,"lang":"en","type":"letter","venue":"Hepatology","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hepatic encephalopathy; Cirrhosis; Psychometric tests; Medicine; Flicker fusion threshold; Test (biology); Internal medicine; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00006249492,0.000377618,0.0009893377,0.001245409,0.00002278249,0.000008344098,0.0001763329,0.000754709,0.0004896865],"category_scores_gemma":[0.00003262133,0.000299059,0.0001359124,0.0007966181,0.0001524471,0.0001061809,0.00002028815,0.0008401605,0.0001086046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008204694,"about_ca_system_score_gemma":0.0001670675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004655009,"about_ca_topic_score_gemma":0.00003875642,"domain_scores_codex":[0.9977464,0.0001473834,0.000592232,0.0005483241,0.0005088471,0.000456825],"domain_scores_gemma":[0.9985983,0.0003584509,0.0002959711,0.000440476,0.0002036013,0.0001032296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002658413,0.0004461888,0.9355149,0.001638443,0.0002756915,0.0004126071,0.0002216913,1.033759e-7,0.000001482265,0.000002647201,0.05998353,0.001236937],"study_design_scores_gemma":[0.003581872,0.001137558,0.9865821,0.0009929608,0.001423588,0.0000254668,0.0000156051,0.00001894662,0.00005966076,0.00005145163,0.005786434,0.0003243534],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9550697,0.001556125,0.000006273966,0.04158796,0.0002740913,0.001044826,0.0001495992,0.00003806578,0.000273333],"genre_scores_gemma":[0.9265071,0.001669952,0.0001795323,0.06977085,0.0002353989,0.0004897828,0.001026314,0.00006168642,0.00005945797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0541971,"threshold_uncertainty_score":0.9999462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02282596250935745,"score_gpt":0.254758532940164,"score_spread":0.2319325704308066,"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."}}