{"id":"W4200329656","doi":"10.1146/annurev-publhealth-052620-091107","title":"Active Aging and Public Health: Evidence, Implications, and Opportunities","year":2021,"lang":"en","type":"review","venue":"Annual Review of Public Health","topic":"Physical Activity and Health","field":"Medicine","cited_by":308,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Ontario Tech University","funders":"National Institute for Health and Care Research","keywords":"Gerontology; Affect (linguistics); Quality of life (healthcare); Public health; Population ageing; Mental health; Population; Psychology; Medicine; Environmental health; Psychiatry","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"],"consensus_categories":[],"category_scores_codex":[0.005429765,0.0005049845,0.005944128,0.0003914269,0.0003136105,0.00006432968,0.0002154242,0.0001926094,0.00006026504],"category_scores_gemma":[0.002388141,0.0004025258,0.0003860503,0.0008568813,0.0002973123,0.0007907925,0.000282771,0.000984895,0.000006017835],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005470022,"about_ca_system_score_gemma":0.02160058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000365904,"about_ca_topic_score_gemma":0.00002719834,"domain_scores_codex":[0.9935967,0.002229646,0.001859607,0.000791347,0.0005285032,0.000994169],"domain_scores_gemma":[0.993324,0.00123716,0.001812292,0.0007745607,0.0006879488,0.002163979],"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":[4.399913e-7,0.0001972083,0.00000422975,0.3426523,0.00008534075,0.00000215405,0.0002332005,9.752551e-11,4.986246e-9,0.006227898,0.005527004,0.6450702],"study_design_scores_gemma":[0.00009495184,0.0004121323,0.0001117057,0.2446335,0.0001262717,0.0002154375,0.0003816423,2.127044e-7,9.425778e-9,0.00003321264,0.7538154,0.0001755731],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00000433231,0.7954186,0.00004687438,0.2017732,0.000054938,0.001937861,0.0004065666,0.00004216408,0.0003154167],"genre_scores_gemma":[0.00002918555,0.9755264,0.0001871271,0.02297593,0.0002513988,0.0002374438,0.0006107122,0.00005163228,0.0001302087],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7482884,"threshold_uncertainty_score":0.9998426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5155561794721907,"score_gpt":0.5125116342501259,"score_spread":0.003044545222064765,"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."}}