{"id":"W4416289032","doi":"10.38116/td3160-eng","title":"Discussion Paper 3160","year":2025,"lang":"en","type":"book","venue":"Instituto de Pesquisa Econômica Aplicada eBooks","topic":"Financial Literacy, Pension, Retirement Analysis","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pension; Sustainability; Population ageing; Fiscal sustainability; Private pension; Population; Public policy","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005398268,0.00111125,0.001312526,0.001114232,0.0006833077,0.0007832667,0.001369188,0.0009413645,0.002641868],"category_scores_gemma":[0.0002254433,0.0008886831,0.000850213,0.0002808978,0.0003532091,0.0008501602,0.001114202,0.001050505,0.002303454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000674675,"about_ca_system_score_gemma":0.0009858704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005218643,"about_ca_topic_score_gemma":0.001078419,"domain_scores_codex":[0.9954244,0.00002761922,0.00129611,0.001476049,0.000764755,0.001011086],"domain_scores_gemma":[0.9970301,0.00009457779,0.000883076,0.001529327,0.0003844278,0.00007853346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001648254,0.0001263457,0.003160531,0.001346316,0.0001790521,0.0002096954,0.0000945494,0.00002877037,0.0005434501,0.4690849,0.5093623,0.0156992],"study_design_scores_gemma":[0.0006018628,0.00001221164,0.0006771917,0.001013005,0.0006650729,0.000005410572,0.00001045663,0.0003682635,0.00004860544,0.03680159,0.9586734,0.001122903],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002724705,0.0001848894,0.00007603447,0.0006242971,0.001185029,0.001046957,0.00005764305,0.0005808466,0.9935196],"genre_scores_gemma":[0.01779747,0.00002831648,0.0003335853,0.0114491,0.004829432,0.0002062778,0.0007685717,0.0001715094,0.9644157],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4493111,"threshold_uncertainty_score":0.9993564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009718143844494882,"score_gpt":0.2140864972172874,"score_spread":0.2043683533727925,"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."}}