{"id":"W4413739033","doi":"10.1176/appi.ajp.20241087","title":"Glucagon-Like Peptide-1 Receptor Agonists and Suicidality: Association Versus Causation and the Need for Ongoing Surveillance","year":2025,"lang":"en","type":"article","venue":"American Journal of Psychiatry","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Causation; Association (psychology); Glucagon-like peptide-1; Receptor; Glucagon; Medicine; Endocrinology; Psychology; Internal medicine; Diabetes mellitus; Psychotherapist; Political science; Insulin","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":[0.006983453,0.0003708093,0.001600247,0.001561856,0.0007898272,0.001693642,0.000876069,0.002390813,0.001495894],"category_scores_gemma":[0.01979837,0.0004546398,0.0008027427,0.00124289,0.0006387225,0.003201152,0.000808854,0.003523326,0.0001801011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005407881,"about_ca_system_score_gemma":0.002633586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0056892,"about_ca_topic_score_gemma":0.01203856,"domain_scores_codex":[0.9971985,0.001575363,0.0004505914,0.0002006355,0.0003922263,0.0001828069],"domain_scores_gemma":[0.9836709,0.00860498,0.003941375,0.0007243694,0.001906766,0.00115157],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001096487,0.00007522391,0.9849149,0.00008115993,0.0001361268,0.0003528784,0.0001013756,0.00008977128,0.00005832656,0.0003896244,0.0009820076,0.01270894],"study_design_scores_gemma":[0.00008278126,0.000387322,0.9812967,0.0009527593,0.0003044448,0.003347736,0.003277854,0.003451461,0.00007392677,0.00400729,0.00275991,0.00005778182],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8711563,0.06294982,0.004002474,0.04921521,0.0008354438,0.0002542212,0.0007942133,0.00007233912,0.01071993],"genre_scores_gemma":[0.9768701,0.01643628,0.002534401,0.002275154,0.0009549385,0.0000670774,0.0004962909,0.000007585495,0.0003582403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006983453,"threshold_uncertainty_score":0.03693253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006847534014597305,"score_gpt":0.2709358063863149,"score_spread":0.2640882723717176,"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."}}