{"id":"W4417022943","doi":"10.1007/s41999-025-01370-1","title":"Multimorbidity patterns and mental health in late life: a systematic review of longitudinal studies","year":2025,"lang":"en","type":"review","venue":"European Geriatric Medicine","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Karolinska Institutet","keywords":"Multimorbidity; Mental health; Longitudinal study; Mental health care; Comorbidity; MEDLINE","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02160858,0.001315185,0.008427537,0.01079659,0.0007874682,0.002746563,0.001853592,0.001680933,0.003248354],"category_scores_gemma":[0.07590919,0.001299915,0.009866752,0.01308447,0.00103199,0.002647772,0.002207588,0.0013528,0.0002494118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004596112,"about_ca_system_score_gemma":0.01502177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01396354,"about_ca_topic_score_gemma":0.03377071,"domain_scores_codex":[0.9831693,0.006741751,0.006636417,0.001254136,0.001794693,0.0004036844],"domain_scores_gemma":[0.921218,0.05625278,0.01608394,0.001592476,0.00425792,0.0005947714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002512343,0.00001928426,0.004060965,0.9501848,0.02055372,0.00008378867,0.0003458115,0.0001200063,0.00008932673,0.0002253605,0.001108708,0.02295698],"study_design_scores_gemma":[0.0002425771,0.0002197835,0.01477387,0.8949063,0.07968543,0.0002921747,0.0003828289,0.0001103673,0.0001021759,0.000359136,0.008878209,0.00004700656],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002007598,0.9961419,0.0002102663,0.0002984163,0.00006098927,0.0003129533,0.0008306756,0.000008448175,0.0001289053],"genre_scores_gemma":[0.04567355,0.9483527,0.001782587,0.0009446561,0.0001009015,0.002078559,0.0009437656,0.00001081721,0.0001123948],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02160858,"threshold_uncertainty_score":0.1142784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1035866684270199,"score_gpt":0.4154950291382871,"score_spread":0.3119083607112673,"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."}}