{"id":"W3202816048","doi":"10.1002/alz.12478","title":"Brain health: Key to health, productivity, and well‐being","year":2021,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"National Institute of Neurological Disorders and Stroke; National Human Genome Research Institute","keywords":"Mental health; Productivity; Dementia; Creativity; Psychology; Global mental health; Investment (military); Socioeconomic status; Medicine; Economic growth; Psychiatry; Political science; Disease; Environmental health; Social psychology; Economics","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001499792,0.0002604384,0.0003156164,0.00005650475,0.0005437685,0.00007107137,0.0001846764,0.00005469833,0.00167555],"category_scores_gemma":[0.00009481081,0.0002963086,0.00004856776,0.0003866798,0.000136924,0.0003351323,0.000691038,0.0002566832,0.001315978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008272542,"about_ca_system_score_gemma":0.0001042149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001319681,"about_ca_topic_score_gemma":0.001723738,"domain_scores_codex":[0.9964888,0.0004668256,0.0004577713,0.001200397,0.0004863112,0.0008998779],"domain_scores_gemma":[0.9985209,0.00009705762,0.0001577268,0.0005802441,0.00000985342,0.000634179],"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":[0.0000190364,0.0003815294,0.08927475,0.00004050697,0.001108625,0.00005394576,0.007498321,0.0001498214,0.005636539,0.0004246619,0.0516116,0.8438007],"study_design_scores_gemma":[0.0006550603,0.0002923643,0.3029042,0.00007647461,0.0004170513,0.00006438849,0.000440107,0.0001022293,0.01445556,0.001051707,0.6788644,0.0006764815],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5457073,0.04975483,0.005632446,0.3752397,0.0009133642,0.00300888,0.00002264434,0.0002554262,0.01946537],"genre_scores_gemma":[0.9584628,0.000253126,0.008304819,0.0326071,0.000105159,0.00005871109,0.00002293112,0.00004975623,0.0001356245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8431242,"threshold_uncertainty_score":0.9999489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02319987248404494,"score_gpt":0.2832503131089124,"score_spread":0.2600504406248675,"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."}}