{"id":"W2070727798","doi":"10.1377/hlthaff.2013.0052","title":"Substantial Health And Economic Returns From Delayed Aging May Warrant A New Focus For Medical Research","year":2013,"lang":"en","type":"article","venue":"Health Affairs","topic":"Global Health Care Issues","field":"Health Professions","cited_by":300,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"National Institute on Aging","keywords":"Life expectancy; Entitlement (fair division); Social security; Gerontology; Disease; Longevity; Investment (military); Economics; Public economics; Actuarial science; Medicine; Demographic economics; Environmental health; Political science","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":[0.00667499,0.0003716141,0.001065553,0.0003209448,0.002186829,0.00005214969,0.0005052846,0.0005630947,0.002301323],"category_scores_gemma":[0.001014569,0.0003444329,0.0001062338,0.0002910077,0.0002181247,0.0002723675,0.0002970876,0.001926509,0.00168654],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002622575,"about_ca_system_score_gemma":0.01804425,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3788492,"about_ca_topic_score_gemma":0.1612952,"domain_scores_codex":[0.9902151,0.002311976,0.001991917,0.001046297,0.0008494966,0.003585268],"domain_scores_gemma":[0.9893677,0.003562271,0.000575839,0.000742919,0.0003334853,0.005417847],"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":[0.0004027964,0.00005243248,0.005010925,0.001194227,0.0000395768,0.000007886969,0.02696915,0.000001005335,0.000005099266,0.004895759,0.9287606,0.03266048],"study_design_scores_gemma":[0.0105484,0.002877349,0.01732695,0.003916953,0.0000175999,0.00002488362,0.1131254,0.004094468,0.00001608493,0.02307856,0.8240619,0.0009114259],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3220265,0.02442319,0.001126395,0.6347758,0.004101655,0.01054716,0.0005199553,0.0004901201,0.001989247],"genre_scores_gemma":[0.974554,0.004676326,0.005197734,0.0108666,0.002835436,0.0006923525,0.000204284,0.0001277121,0.0008455598],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6525275,"threshold_uncertainty_score":0.9999008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1028287536605639,"score_gpt":0.4925305574364232,"score_spread":0.3897018037758593,"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."}}