{"id":"W4408049629","doi":"10.1016/j.arr.2025.102710","title":"Systematic review of clinical effectiveness of interventions for treatment resistant late-life depression","year":2025,"lang":"en","type":"review","venue":"Ageing Research Reviews","topic":"Transcranial Magnetic Stimulation Studies","field":"Neuroscience","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Wisconsin Economic Development Corporation; UCLH Biomedical Research Centre; Horizon 2020; Department of Health and Social Care; Medical Research Council; National Institute for Health Research Applied Research Collaboration South London; NIHR Maudsley Biomedical Research Centre; Centre Hospitalier Universitaire Vaudois; National Institute of Mental Health; National Alliance for Research on Schizophrenia and Depression; Université de Lausanne; King's College London; National Institute for Health and Care Research; UK Research and Innovation; University College London Hospitals NHS Foundation Trust; Royal College of Physicians; King's College Hospital NHS Foundation Trust; Canadian Institutes of Health Research; Department of Psychiatry; British Medical Association; Victoria General Hospital Foundation; Royal College of Physicians of Edinburgh; Wellcome Trust; Michael Smith Health Research BC; Stanley Medical Research Institute","keywords":"Depression (economics); Psychological intervention; Late life depression; Medicine; Psychology; Psychotherapist; Intensive care medicine; Psychiatry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.01198991,0.00192691,0.01311015,0.009358949,0.0008022828,0.003029195,0.002309999,0.002087564,0.008044374],"category_scores_gemma":[0.05388892,0.001210199,0.0105247,0.007921024,0.001051892,0.001895202,0.001563093,0.001718831,0.0004287053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005075424,"about_ca_system_score_gemma":0.01036712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009791807,"about_ca_topic_score_gemma":0.0290988,"domain_scores_codex":[0.9863576,0.006377394,0.004326705,0.0007641262,0.001903935,0.000270327],"domain_scores_gemma":[0.9647439,0.02598374,0.005876027,0.0004454714,0.002539388,0.0004115782],"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":[0.0004707086,0.00002002647,0.0002518204,0.9602988,0.01809613,0.00005548324,0.00009499629,0.00007893086,0.00009358632,0.0001162219,0.0006594292,0.01976396],"study_design_scores_gemma":[0.00152419,0.0005598004,0.00304934,0.8149388,0.1684125,0.0002114524,0.0002560659,0.0001380857,0.0002300795,0.0002801855,0.01035726,0.00004227576],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001942814,0.9949276,0.0002182068,0.000276427,0.0001993807,0.001239207,0.0006356763,0.00002125073,0.0005393876],"genre_scores_gemma":[0.03921471,0.9549995,0.001875882,0.0007717188,0.0001243935,0.002317025,0.000438067,0.00001524836,0.0002434496],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01311015,"threshold_uncertainty_score":0.06340945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5660032240238603,"score_gpt":0.6111550943666852,"score_spread":0.04515187034282497,"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."}}