{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001737504,0.0008140612,0.0009338568,0.0005982129,0.0001143357,0.0002354508,0.000436941,0.0003089737,0.003800398],"category_scores_gemma":[0.00009651562,0.0006054296,0.0004787908,0.0006465777,0.0001113913,0.000169916,0.0004384949,0.0008808284,0.01658769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002109075,"about_ca_system_score_gemma":0.0006446003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007780782,"about_ca_topic_score_gemma":0.0006846644,"domain_scores_codex":[0.9961635,0.00008318323,0.0005155218,0.001358532,0.000896037,0.0009832067],"domain_scores_gemma":[0.9975767,0.0001908885,0.0001354069,0.001508427,0.0001042964,0.0004843349],"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":[0.0002688531,0.0001082964,0.0002828346,0.004874652,0.0005343662,0.006626352,0.00009341787,0.000001251841,0.00005567862,0.0000364754,0.9697005,0.01741738],"study_design_scores_gemma":[0.0006339573,0.0007623773,0.002439285,0.006698832,0.00305901,0.00000562833,0.000005267106,0.00001572895,0.00006447801,0.00002702487,0.9856728,0.0006156122],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.002772261,0.01594165,0.00001509094,0.9417275,0.004251413,0.004648996,0.0003414242,0.001019379,0.02928231],"genre_scores_gemma":[0.0008665968,0.004946566,0.0002664129,0.2592847,0.007029665,0.0006969706,0.001199933,0.000187953,0.7255212],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.6962389,"threshold_uncertainty_score":0.9996397,"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."}}