{"id":"W4394739609","doi":"10.1136/gutjnl-2024-331976","title":"Glucagon-like peptide-1 receptor agonists to treat chronic liver disease: real-world evidence or ambiguity?","year":2024,"lang":"en","type":"letter","venue":"Gut","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Jewish General Hospital","funders":"","keywords":"Receptor; Medicine; Glucagon-like peptide-1; Ambiguity; Internal medicine; Endocrinology; Computer science; Diabetes mellitus","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":[0.008329265,0.0007918216,0.002469755,0.001286768,0.002892914,0.004802543,0.002217336,0.05292326,0.01050105],"category_scores_gemma":[0.04094782,0.0006937182,0.001418652,0.001332589,0.00422624,0.006481824,0.001899989,0.03604049,0.006816349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004894708,"about_ca_system_score_gemma":0.004851974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003302253,"about_ca_topic_score_gemma":0.00733366,"domain_scores_codex":[0.99246,0.003684078,0.001118858,0.0004972695,0.001748396,0.0004913924],"domain_scores_gemma":[0.971856,0.01927413,0.002037976,0.0005008752,0.002969436,0.003361573],"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":[0.0002385274,0.00006123933,0.0007592511,0.0002132027,0.00005799107,0.001747683,0.0001079473,0.00008350579,0.0001455521,0.005216473,0.9651931,0.02617556],"study_design_scores_gemma":[0.000694005,0.0001492299,0.001420683,0.001723535,0.0001300688,0.003459925,0.0006098758,0.0006575168,0.0001996496,0.02881308,0.9620419,0.0001005431],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001486078,0.003497188,0.00004589618,0.9856101,0.009096349,0.000003450427,0.00002875242,0.000007597185,0.001562132],"genre_scores_gemma":[0.002930044,0.003426057,0.0002192698,0.9274453,0.06381768,0.00001670198,0.00002475611,0.00001316993,0.00210705],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05292326,"threshold_uncertainty_score":0.04404986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04738458751991698,"score_gpt":0.3153043559939638,"score_spread":0.2679197684740469,"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."}}