{"id":"W2022092060","doi":"10.1177/0022146513489312","title":"Educational Differences in Healthy Behavior Changes and Adherence Among Middle-aged Americans","year":2013,"lang":"en","type":"article","venue":"Journal of Health and Social Behavior","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":128,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Institute on Aging","keywords":"Socioeconomic status; Educational attainment; Demography; Gerontology; Medicine; Middle age; Health behavior; Chronic disease; Behavior change; Psychology; Environmental health; Developmental psychology; Social psychology; Population","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":[],"consensus_categories":[],"category_scores_codex":[0.0009350672,0.0001221467,0.0004720173,0.0001516397,0.0009223623,0.0001079423,0.000137328,0.0001161064,0.0001656123],"category_scores_gemma":[0.0001170862,0.0001075872,0.0000479921,0.0001717955,0.0004378889,0.0002885543,0.00002274913,0.0003571106,0.000001981323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001875799,"about_ca_system_score_gemma":0.001353584,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04016368,"about_ca_topic_score_gemma":0.02040805,"domain_scores_codex":[0.9978368,0.0004498627,0.0006099671,0.0001498437,0.000390742,0.0005628007],"domain_scores_gemma":[0.9984939,0.000233674,0.0005312804,0.00004561139,0.0001321107,0.0005634789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001450413,0.0001334558,0.9352583,0.00007530942,0.000002116427,0.00000253455,0.0210701,3.494018e-9,0.000001446601,0.0006512534,0.0004159148,0.04237502],"study_design_scores_gemma":[0.0003856572,0.0003887766,0.965734,0.00006938812,0.00001142934,0.000004099855,0.03256025,4.496389e-7,1.924605e-7,0.0002251021,0.0005218108,0.00009884889],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9442802,0.001600951,0.000001554455,0.05308202,0.0004633369,0.0004939666,0.000008205275,0.000006664519,0.00006310268],"genre_scores_gemma":[0.993481,0.002418717,0.0002016883,0.003189721,0.0003690641,0.0001110839,0.000002061591,0.000008036225,0.0002186264],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0498923,"threshold_uncertainty_score":0.9974669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1096663703271347,"score_gpt":0.3898938547905624,"score_spread":0.2802274844634277,"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."}}