{"id":"W4200469546","doi":"10.1016/j.ssmph.2021.100992","title":"The relationship between postsecondary education and adult health behaviors","year":2021,"lang":"en","type":"article","venue":"SSM - Population Health","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Educational attainment; Psychology; Postsecondary education; Graduation (instrument); Population; Demography; Bachelor; Longitudinal study; Gerontology; Vocational education; Young adult; Ethnic group; Higher education; Developmental psychology; Medicine; Sociology; Pedagogy; Geography; 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001585945,0.00008862896,0.0001857282,0.0000535366,0.003721864,0.000130298,0.0000844391,0.00008756501,0.00004101898],"category_scores_gemma":[0.001010446,0.00008063413,0.00003976832,0.000304693,0.00007750182,0.000227863,0.00002178276,0.000230333,0.00001129235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004854237,"about_ca_system_score_gemma":0.003852646,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05720965,"about_ca_topic_score_gemma":0.06053343,"domain_scores_codex":[0.9976058,0.0008234621,0.0005287508,0.000221319,0.0003203333,0.0005003383],"domain_scores_gemma":[0.9982249,0.0007239346,0.000263796,0.0001966646,0.0001474806,0.0004432574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000001208956,0.00001436928,0.7803335,0.00006275398,0.000001308029,8.228788e-8,0.005245327,2.475044e-7,1.052081e-8,0.1731068,0.003309543,0.03792476],"study_design_scores_gemma":[0.00009220204,0.000019502,0.953109,0.00005901854,0.000002972543,0.000001079672,0.0120193,0.000001646648,1.226815e-7,0.009268136,0.02535548,0.00007151678],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7656769,0.003854,0.00003485092,0.2281525,0.0007888766,0.0004802666,0.00002686187,0.00007188179,0.0009138407],"genre_scores_gemma":[0.9823259,0.0009052097,0.0004041446,0.01373477,0.0004240594,0.0000223575,0.0002652452,0.00001199603,0.001906317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.216649,"threshold_uncertainty_score":0.9975752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06266385139914203,"score_gpt":0.4383780032637701,"score_spread":0.3757141518646281,"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."}}