{"id":"W4410738429","doi":"10.3138/canlivj-2025-0021","title":"PPAR agonists: the next innovation in hepatology","year":2025,"lang":"en","type":"editorial","venue":"Canadian Liver Journal","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; McMaster University; William Osler Health System","funders":"","keywords":"Hepatology; Internal medicine; Medicine; Gastroenterology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0164781,0.004992357,0.007063859,0.006236198,0.004681276,0.01296198,0.00561332,0.02971442,0.02043515],"category_scores_gemma":[0.0446008,0.001843494,0.004981591,0.002598699,0.004021777,0.007584743,0.002633866,0.03269331,0.01500202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00800117,"about_ca_system_score_gemma":0.009102594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007729018,"about_ca_topic_score_gemma":0.02312586,"domain_scores_codex":[0.9867072,0.003491509,0.001594557,0.0009477136,0.006497115,0.0007618503],"domain_scores_gemma":[0.9460742,0.02428303,0.002669354,0.001065939,0.01714745,0.008760032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004712404,0.000009497159,0.00001214522,0.0002636464,0.00001997593,0.00005483051,0.000007669442,0.00001543766,0.0000191112,0.000303364,0.9951503,0.00409691],"study_design_scores_gemma":[0.0002674734,0.00005647557,0.0002371715,0.001205329,0.0001478469,0.0001944174,0.00006049423,0.0002311286,0.00006348931,0.002142274,0.9953518,0.00004205165],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.000009961935,0.008884931,0.00006766045,0.03410028,0.9559406,0.0000151403,0.00003800188,0.00003261667,0.0009108165],"genre_scores_gemma":[0.0001437857,0.004723744,0.0000669287,0.02140277,0.9700651,0.00001422033,0.00001931015,0.00001659239,0.003547475],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02971442,"threshold_uncertainty_score":0.08714563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01884782198957595,"score_gpt":0.2743707519911546,"score_spread":0.2555229300015787,"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."}}