{"id":"W2726244870","doi":"10.1093/geronb/gbx096","title":"Trajectories of Work Disability and Economic Insecurity Approaching Retirement","year":2017,"lang":"en","type":"article","venue":"The Journals of Gerontology Series B","topic":"Retirement, Disability, and Employment","field":"Social Sciences","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; Canadian Institutes of Health Research; National Institutes of Health; National Science Foundation","keywords":"Work (physics); Psychology; Economics; Demographic economics; Labour economics; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002936465,0.000113675,0.0003755501,0.00001418149,0.001207337,0.00007670998,0.0005854447,0.00009122977,0.0001354514],"category_scores_gemma":[0.0004393492,0.00008254107,0.00009405946,0.00002221052,0.005645669,0.0003945047,0.0001522256,0.0001519241,7.617272e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001140567,"about_ca_system_score_gemma":0.00006600119,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.008070788,"about_ca_topic_score_gemma":0.02767627,"domain_scores_codex":[0.9984027,0.0004808374,0.0004695268,0.0001746292,0.0002093202,0.0002629796],"domain_scores_gemma":[0.9985038,0.0001821321,0.0006247222,0.0005544021,0.00005372093,0.00008118954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000205429,0.00009515032,0.9613606,0.00005122241,0.0000695446,2.43325e-7,0.02336306,0.000003763624,0.00006537291,0.01154859,0.0001835372,0.003053476],"study_design_scores_gemma":[0.0002380446,0.0001256239,0.9666056,0.00004403257,0.0000471479,0.000001543485,0.01168291,0.000001785573,0.0004744233,0.01934984,0.001321495,0.0001075672],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9783763,0.0007255265,0.000009994117,0.01463458,0.0004205552,0.0002540721,0.000006997026,0.000009592837,0.005562353],"genre_scores_gemma":[0.9986975,0.0009292227,0.0001235745,0.00002330183,0.000143962,0.000008835485,3.747913e-7,0.000005105542,0.00006814065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02032115,"threshold_uncertainty_score":0.9985346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3012763666171266,"score_gpt":0.4425080404066347,"score_spread":0.1412316737895081,"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."}}