{"id":"W4383823189","doi":"10.1038/s44220-023-00086-0","title":"Time to synergize mental health with brain health","year":2023,"lang":"en","type":"article","venue":"Nature Mental Health","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":61,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Fondo de Financiamiento de Centros de Investigación en Áreas Prioritarias; Office of Extramural Research, National Institutes of Health; Fogarty International Center; Agencia Nacional de Investigación y Desarrollo; National Institute on Aging; U.S. Department of Health and Human Services; National Institutes of Health; Alzheimer's Association","keywords":"Neurocognitive; Mental health; Intervention (counseling); Disease; Psychology; Psychiatry; Brain disease; Psychological intervention; Medicine; Neuroscience; Cognition; Pathology","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003454601,0.0005786712,0.0007613337,0.0002630427,0.001543132,0.00005357093,0.000530904,0.0002199854,0.002633336],"category_scores_gemma":[0.00005590489,0.0005275478,0.000104928,0.001721502,0.0002745363,0.0003421652,0.0005325378,0.001295424,0.01364763],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005505594,"about_ca_system_score_gemma":0.000515685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001958113,"about_ca_topic_score_gemma":0.001561465,"domain_scores_codex":[0.992792,0.0007587984,0.000833381,0.001636778,0.001620595,0.00235843],"domain_scores_gemma":[0.9965862,0.0001408321,0.0004389222,0.0007568058,0.000008581866,0.002068666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002053738,0.0003764339,0.003346252,0.0001961221,0.00003611226,0.00002278117,0.008033072,0.0002638882,0.0005645779,0.00007187616,0.8559378,0.1309457],"study_design_scores_gemma":[0.002552754,0.003686762,0.0813364,0.0005902722,0.000004201674,0.0001175889,0.002028734,0.0009945062,0.000214179,0.00007324015,0.9074309,0.0009704654],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2921455,0.001066152,0.0001826989,0.6912143,0.0007441296,0.006742092,0.0009545571,0.0009031883,0.006047363],"genre_scores_gemma":[0.5414115,0.001153066,0.006398465,0.4293304,0.0003787659,0.0002763431,0.001938599,0.0003546798,0.01875825],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.2618839,"threshold_uncertainty_score":0.9997567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006446470848758487,"score_gpt":0.2875114911225852,"score_spread":0.2810650202738267,"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."}}