{"id":"W4416983851","doi":"10.1111/liv.70468","title":"Implementing Ammonia Measurement in Clinical Practice: Time to Forge Ahead","year":2025,"lang":"en","type":"article","venue":"Liver International","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Espace pour la vie","funders":"","keywords":"Hyperammonemia; Hepatic encephalopathy; Cirrhosis; Liver disease; Cohort; Encephalopathy; Disease; Risk factor; Pathophysiology","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":[0.09864755,0.003238485,0.005651408,0.00678752,0.005296865,0.02359545,0.01101407,0.02846247,0.01908209],"category_scores_gemma":[0.2215995,0.002229284,0.00338781,0.004183722,0.009589365,0.04555123,0.02053269,0.04238912,0.02021431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01014158,"about_ca_system_score_gemma":0.03621466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006498787,"about_ca_topic_score_gemma":0.008436878,"domain_scores_codex":[0.9003468,0.04130499,0.01229945,0.008434921,0.03283589,0.004777922],"domain_scores_gemma":[0.648821,0.1444881,0.0189381,0.0184421,0.1042939,0.06501681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005068447,0.001107174,0.008395018,0.004717332,0.000229867,0.001837691,0.003054491,0.001583445,0.001053499,0.01066722,0.3044381,0.6624093],"study_design_scores_gemma":[0.0008383683,0.00229245,0.01888632,0.04847471,0.0002978336,0.005522405,0.01980495,0.005282652,0.001617591,0.1580939,0.7376619,0.001226824],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002462032,0.05470232,0.02984344,0.8808745,0.02247326,0.0006722868,0.0002538291,0.001972408,0.006745977],"genre_scores_gemma":[0.0612247,0.1205576,0.3008559,0.4441933,0.06462616,0.002197209,0.001105245,0.001238703,0.004001094],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09864755,"threshold_uncertainty_score":0.5217043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03933599469394736,"score_gpt":0.3943298263508547,"score_spread":0.3549938316569073,"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."}}