{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004149026,0.0001821957,0.0004556531,0.0003633484,0.0001799021,0.00001463275,0.00007999161,0.00008329019,0.00005236276],"category_scores_gemma":[0.00001158443,0.0001283026,0.00009418828,0.0006908425,0.00008705365,0.00005309311,0.00004810368,0.0003187315,0.00000302498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004367584,"about_ca_system_score_gemma":0.000143763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000786002,"about_ca_topic_score_gemma":0.002735878,"domain_scores_codex":[0.9985979,0.0001447338,0.0003038535,0.0003567421,0.0002752731,0.0003215236],"domain_scores_gemma":[0.9994218,0.00006326261,0.0001382001,0.000216442,0.00002014801,0.0001400957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002036504,0.005190473,0.5799145,0.0006085502,0.002440848,0.00000226519,0.008584484,0.00000405614,0.0002268932,0.00919609,0.01691543,0.37488],"study_design_scores_gemma":[0.01306995,0.009130306,0.8321946,0.002265049,0.0006720675,0.000001599277,0.04887349,0.00147106,0.002298818,0.0008788625,0.08861744,0.0005268173],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9516034,0.007848473,0.000004854736,0.03396827,0.0002275543,0.002061125,0.0001831364,0.0000314045,0.004071786],"genre_scores_gemma":[0.9880776,0.001939037,0.0001266972,0.008376238,0.00001617541,0.00004185346,0.0008096701,0.00001106105,0.0006016141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3743531,"threshold_uncertainty_score":0.5232027,"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."}}