{"id":"W1598142118","doi":"","title":"Age, Retirement and Expenditure Patterns: An Econometric Study of Older Canadian Households","year":2002,"lang":"en","type":"preprint","venue":"RePEc: Research Papers in Economics","topic":"Gender, Labor, and Family Dynamics","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Almost ideal demand system; Economics; Consumption (sociology); Demographic economics; Goods and services; Population; Retirement age; Population ageing; Labour economics; Demography; Production (economics); Pension; Microeconomics; Finance; Economy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002458123,0.0003184116,0.0006224898,0.001292046,0.0004335043,0.0002945862,0.001014097,0.0006152211,0.0002299463],"category_scores_gemma":[0.0001790159,0.0003738415,0.00008907173,0.0003027664,0.0003758832,0.0001699851,0.0005020202,0.001195917,0.00000255916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001778601,"about_ca_system_score_gemma":0.0009137274,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2576907,"about_ca_topic_score_gemma":0.8227524,"domain_scores_codex":[0.9960645,0.0006993821,0.0006852497,0.001064854,0.0004388592,0.001047136],"domain_scores_gemma":[0.9977261,0.0002078722,0.0002196729,0.001015769,0.0001248044,0.0007057217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001278589,0.000748604,0.8801317,0.0001533372,0.0001359629,0.0001089158,0.07027789,0.002111722,0.000001396648,0.0003334352,0.00008041884,0.04590383],"study_design_scores_gemma":[0.0009614132,0.0003383568,0.8155486,0.0001058914,0.00002069915,0.000001150612,0.1748016,0.001289775,0.000001110312,0.0004671658,0.005810682,0.0006535864],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9535683,0.0002015692,5.536286e-7,0.0001027625,0.0005116857,0.001519294,0.0001887234,0.0000246174,0.04388243],"genre_scores_gemma":[0.9821939,0.01581939,0.00007018948,0.00006357367,0.0002426943,0.0001546847,0.00004776156,0.00005657144,0.001351173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5650617,"threshold_uncertainty_score":0.9998714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07141793077154013,"score_gpt":0.3386177953951827,"score_spread":0.2671998646236426,"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."}}