{"id":"W4407549600","doi":"10.1038/s44220-025-00390-x","title":"An analysis on the role of glucagon-like peptide-1 receptor agonists in cognitive and mental health disorders","year":2025,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"Medical Research Council; National Institute for Health and Care Research; UK Research and Innovation; Wellcome Trust","keywords":"Mental health; Receptor; Cognition; Psychology; Medicine; Psychiatry; Internal medicine","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":[0.00175684,0.0004860302,0.001189059,0.005731412,0.0002626307,0.001084233,0.0004515413,0.0005965738,0.004567924],"category_scores_gemma":[0.004402129,0.0001987216,0.002161833,0.004973609,0.0003597881,0.001170858,0.00062835,0.0007910821,0.0004663524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008388174,"about_ca_system_score_gemma":0.002711695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002123017,"about_ca_topic_score_gemma":0.005564263,"domain_scores_codex":[0.9992484,0.0002369188,0.0002216954,0.00007833561,0.0001686916,0.00004587566],"domain_scores_gemma":[0.99646,0.002385886,0.0004955417,0.00005793461,0.0005218941,0.00007864369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006198779,0.00007967619,0.004026553,0.1679672,0.001891204,0.0009323485,0.0006004964,0.0003380396,0.002610638,0.003520906,0.01154182,0.8058712],"study_design_scores_gemma":[0.0001802697,0.00103721,0.0444178,0.1980348,0.01535429,0.004796196,0.001663488,0.000256309,0.001782363,0.006245316,0.7261308,0.0001011756],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001517146,0.9949411,0.0001636338,0.001186701,0.0001400716,0.0000213994,0.0002492647,0.000004693401,0.001776017],"genre_scores_gemma":[0.01137653,0.9864303,0.0004168247,0.001106232,0.000192258,0.00002332788,0.0001755367,0.000002879055,0.0002761503],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005731412,"threshold_uncertainty_score":0.0152812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004721124218612232,"score_gpt":0.3117930623470826,"score_spread":0.3070719381284704,"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."}}