{"id":"W2767082681","doi":"10.1017/s0144686x17000885","title":"Returns to work after retirement: a prospective study of unretirement in the United Kingdom","year":2017,"lang":"en","type":"article","venue":"Ageing and Society","topic":"Retirement, Disability, and Employment","field":"Social Sciences","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"Economic and Social Research Council; Age UK; University of Essex","keywords":"Demographic economics; British Household Panel Survey; Work (physics); Inequality; Demography; Health and Retirement Study; Psychology; Gerontology; Economics; Medicine; Sociology","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":[0.002043897,0.0001127825,0.0001725721,0.00002392954,0.001033876,0.0001972734,0.0003772572,0.00005813992,0.00002393719],"category_scores_gemma":[0.0002016348,0.00008313651,0.00007613957,0.000252104,0.0003625166,0.00009664468,0.0001408005,0.0001460451,0.000001625794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001371581,"about_ca_system_score_gemma":0.00002990343,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01457024,"about_ca_topic_score_gemma":0.009140508,"domain_scores_codex":[0.9984008,0.0002618009,0.000231602,0.0002884465,0.0005297814,0.0002875817],"domain_scores_gemma":[0.9992042,0.00008067091,0.0001170702,0.0004571241,0.00007201117,0.0000689379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002231154,0.0003192461,0.5851499,0.00001661116,0.00002252238,0.0000037917,0.4132591,0.000002462101,0.000005407278,0.0007265367,0.0002397162,0.0002322773],"study_design_scores_gemma":[0.0004715409,0.000179059,0.8320467,0.00007861185,0.00002727743,2.939961e-8,0.1656379,0.000005264015,0.000007542234,0.000587741,0.000854269,0.0001040881],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935051,0.00002013546,0.000004507605,0.001836156,0.0001157735,0.001135486,0.00000151278,0.00001638774,0.003364966],"genre_scores_gemma":[0.9992477,0.00002864364,0.00005244786,0.0002895334,0.00008433047,0.000144676,8.25399e-7,0.000006770745,0.0001450445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2476213,"threshold_uncertainty_score":0.9919918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2026243899591618,"score_gpt":0.4253508356393065,"score_spread":0.2227264456801447,"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."}}