{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009060386,0.0002185407,0.0003723414,0.0009887391,0.0006897673,0.001311342,0.0005924674,0.0006185654,0.003051617],"category_scores_gemma":[0.004052024,0.0004034246,0.0004871456,0.00169551,0.0004974605,0.0008018448,0.00191891,0.0009596125,0.0008953959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001055625,"about_ca_system_score_gemma":0.0007599797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1732632,"about_ca_topic_score_gemma":0.2142043,"domain_scores_codex":[0.9989337,0.0002997908,0.0001914596,0.0001732391,0.0001759325,0.0002258695],"domain_scores_gemma":[0.9960814,0.0003812679,0.001959861,0.0003148625,0.000651995,0.0006106109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005945008,0.00002417047,0.9949136,0.00003443271,0.00002222725,0.0002087339,0.002886838,0.00001651595,0.0001534915,0.00003113995,0.0003048932,0.001344499],"study_design_scores_gemma":[0.000001555586,0.00003151521,0.9975852,0.00002772466,0.000004429524,0.00007273043,0.00191887,0.00001655506,0.00001293483,0.000005378588,0.0003188186,0.000004274515],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978032,0.0006578143,0.0000360185,0.0001523493,0.00001206515,0.00001462843,0.0007417938,0.00000173866,0.0005804496],"genre_scores_gemma":[0.9987816,0.0003414588,0.00002603425,0.00007229262,0.000004779137,0.00001321746,0.0003547693,0.000002049361,0.0004038306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1732632,"threshold_uncertainty_score":0.3445094,"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."}}