{"id":"W2195595746","doi":"10.1377/hlthaff.2015.0481","title":"Measuring Recent Apparent Declines In Longevity: The Role Of Increasing Educational Attainment","year":2015,"lang":"en","type":"article","venue":"Health Affairs","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":97,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development","keywords":"Life expectancy; Educational attainment; Demography; Longevity; Socioeconomic status; Quartile; Gerontology; Health equity; Population; Quarter (Canadian coin); Cohort; Demographic economics; Medicine; Geography; Public health; Sociology; Economic growth; Confidence interval; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004265137,0.00007410499,0.0001911305,0.0000597188,0.0002787437,0.00002211157,0.0001724732,0.00004295426,0.00005681371],"category_scores_gemma":[0.001080007,0.00005842948,0.00003083869,0.0002602053,0.0001069972,0.00008281074,0.00004152842,0.0001191649,0.00001017575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007648237,"about_ca_system_score_gemma":0.003077193,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05758009,"about_ca_topic_score_gemma":0.05857953,"domain_scores_codex":[0.9978151,0.0006226164,0.0004153073,0.0001415088,0.0005401846,0.0004652943],"domain_scores_gemma":[0.9988258,0.0003892085,0.0001655546,0.0001446143,0.0001150862,0.0003597742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005423698,0.000199691,0.8815988,0.0001596125,0.000006326941,6.435973e-7,0.03724367,0.0001295982,5.279119e-7,0.03454696,0.002790875,0.0432691],"study_design_scores_gemma":[0.0003815774,0.00003827627,0.4229603,0.0002350702,0.000003777148,0.00000135545,0.1579198,0.00009395975,0.00001081287,0.006312487,0.411914,0.0001285849],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.567192,0.01732819,0.00002349597,0.3848069,0.001226499,0.001091292,0.000009557799,0.00003862914,0.02828342],"genre_scores_gemma":[0.9964185,0.001525451,0.0002476662,0.001440885,0.0002740928,0.00003820037,0.000003770925,0.000006504137,0.00004489395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4586384,"threshold_uncertainty_score":0.9585989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1073227226474824,"score_gpt":0.378006426410476,"score_spread":0.2706837037629936,"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."}}