{"id":"W4403561168","doi":"10.1016/j.jad.2024.10.062","title":"Glucagon-like peptide-1 receptor agonists (GLP-1 RAs) and suicidality: A replication study using reports to the World Health Organization pharmacovigilance database (VigiBase®)","year":2024,"lang":"en","type":"article","venue":"Journal of Affective Disorders","topic":"Pharmacovigilance and Adverse Drug Reactions","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Brain and Cognition Discovery Foundation","funders":"","keywords":"Pharmacovigilance; Pharmacology; Glucagon-like peptide-1; Database; Medicine; Diabetes mellitus; Drug; Endocrinology; Computer science; Type 2 diabetes","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":[],"consensus_categories":[],"category_scores_codex":[0.002732803,0.0002856973,0.000386087,0.000329224,0.0006165275,0.0001204079,0.0002198412,0.00006731052,0.0001698993],"category_scores_gemma":[0.0003958697,0.0002269572,0.000107992,0.001579951,0.0001104691,0.0006315993,0.000106075,0.00102875,0.00002360618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004012594,"about_ca_system_score_gemma":0.0005051702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001631072,"about_ca_topic_score_gemma":0.0004873753,"domain_scores_codex":[0.9972543,0.0007911177,0.0006964272,0.000540597,0.0003306363,0.0003869071],"domain_scores_gemma":[0.9978871,0.0005920606,0.0005556233,0.0003492538,0.0002822766,0.000333633],"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":[0.001428279,0.004066383,0.285745,0.0006796251,0.003301721,0.0005591228,0.01689522,0.0160612,0.2476315,0.0003742132,0.2863622,0.1368956],"study_design_scores_gemma":[0.003248801,0.0008240096,0.02057822,0.0003909809,0.001171082,0.0008191559,0.005751668,0.004734148,0.02302326,0.0002158509,0.938408,0.0008348523],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9791921,0.002680583,0.001946523,0.01051404,0.003610442,0.001622296,0.0001069036,0.00009432052,0.0002328212],"genre_scores_gemma":[0.9935865,0.001428163,0.0001510797,0.003845216,0.0005446883,0.0000368923,0.00004078548,0.0000507399,0.000315903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6520458,"threshold_uncertainty_score":0.9255044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06897160120424506,"score_gpt":0.4632041839117444,"score_spread":0.3942325827074994,"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."}}