{"id":"W2283014124","doi":"10.1093/workar/waw003","title":"Older Workers and the Diminishing Return of Employment: Changes in Age-Based Income Inequality in Canada, 1996–2011","year":2016,"lang":"en","type":"article","venue":"Work Aging and Retirement","topic":"Retirement, Disability, and Employment","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Inequality; Pension; Economic inequality; Dilemma; Demographic economics; Economics; Labour economics; Census; Population; Sociology; Demography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0027977,0.000146975,0.0002904732,0.00007092996,0.0001978044,0.00004036376,0.0001836514,0.00005304221,0.00004678336],"category_scores_gemma":[0.000116568,0.00008778317,0.00003110263,0.0002276151,0.0006421587,0.00005778059,0.00009396619,0.0001165603,3.745285e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005987732,"about_ca_system_score_gemma":0.0002652353,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8043074,"about_ca_topic_score_gemma":0.9598262,"domain_scores_codex":[0.9978258,0.0005649109,0.0003905155,0.0003126116,0.0005036148,0.0004025535],"domain_scores_gemma":[0.9990979,0.0004076343,0.0001456865,0.0002337933,0.00002427599,0.00009065808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006880437,0.00003622574,0.9787561,0.00005286217,0.00001056287,0.000004073981,0.0113755,0.00000271278,0.00001220366,0.0004233944,0.00007893702,0.009178668],"study_design_scores_gemma":[0.002122715,0.00002942939,0.9845957,0.001291586,0.00001814657,7.591922e-8,0.009943386,0.00001327556,0.0001478705,0.0008184932,0.000808747,0.0002106465],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9779817,0.00059152,0.000008354406,0.02019706,0.0001943394,0.0004853966,0.000003271901,0.00001240917,0.0005259841],"genre_scores_gemma":[0.999135,0.0002841811,0.00003445026,0.0002750405,0.0000447205,0.00005275885,0.00000119741,0.000008705825,0.0001640108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1555187,"threshold_uncertainty_score":0.3579694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09454646180611935,"score_gpt":0.3402605616262465,"score_spread":0.2457140998201271,"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."}}