{"id":"W2084556609","doi":"10.1177/0164027505285919","title":"Changing Demographics and New Pension Risks","year":2006,"lang":"en","type":"article","venue":"Research on Aging","topic":"Retirement, Disability, and Employment","field":"Social Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Pension; Earnings; Demographic economics; Demographics; Marital status; Cash; Position (finance); Business; Economics; Actuarial science; Labour economics; Demography; Population; Finance; Medicine; Environmental health","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":[0.00366758,0.00006407489,0.0000805935,0.0002846723,0.001170742,0.0001805083,0.0001349262,0.0000487227,0.00007418881],"category_scores_gemma":[0.0002084095,0.00005952915,0.00003425872,0.0006462397,0.0003129735,0.0001023217,0.00009247798,0.0002279003,0.00003022301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001195847,"about_ca_system_score_gemma":0.00009637253,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01622669,"about_ca_topic_score_gemma":0.004037835,"domain_scores_codex":[0.9977083,0.0003711583,0.0001064188,0.0002485408,0.0009318897,0.0006336946],"domain_scores_gemma":[0.9993002,0.0002727929,0.00002027713,0.0001498961,0.00007712993,0.0001797257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003503961,0.0002150376,0.6967427,0.00008515047,0.00001668276,0.00002136357,0.01364651,0.00005391138,0.0008586623,0.1803088,0.01332616,0.09469005],"study_design_scores_gemma":[0.001772815,0.0004468843,0.5177141,0.000784494,0.00002655362,0.000002224654,0.06326552,0.001017102,0.002317145,0.1544883,0.2572325,0.0009323666],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9389088,0.0002996592,0.00008267497,0.006220777,0.00009249078,0.0002819823,5.843458e-7,0.00005938916,0.05405363],"genre_scores_gemma":[0.996729,0.000402968,0.00008246907,0.00007123778,0.0004297696,0.000006461753,0.000001656979,0.000008229201,0.002268275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2439063,"threshold_uncertainty_score":0.9903243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6249386319940131,"score_gpt":0.5659759297707857,"score_spread":0.05896270222322741,"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."}}