{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001262804,0.0004062833,0.0003748306,0.001106038,0.003884631,0.007252594,0.0009868861,0.003152381,0.4505071],"category_scores_gemma":[0.0045303,0.0002414919,0.0004208104,0.001685507,0.0008114309,0.001996439,0.001908661,0.002169601,0.1217425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009223185,"about_ca_system_score_gemma":0.01226242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1543446,"about_ca_topic_score_gemma":0.190333,"domain_scores_codex":[0.9990256,0.0001152486,0.0000351862,0.0001984644,0.0003499353,0.0002756302],"domain_scores_gemma":[0.9986519,0.000269108,0.00005145209,0.000149513,0.0006326342,0.0002454855],"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":[0.00006203147,0.0000405524,0.001093565,0.0001689316,0.000005487558,0.0001413594,0.001022207,0.000099682,0.0002438371,0.08626699,0.8397663,0.07108903],"study_design_scores_gemma":[0.000004412677,0.000002477701,0.0007738331,0.00006181553,0.000001380009,0.00001064237,0.0002743282,0.00001821411,0.00005028626,0.001337369,0.9974635,0.000001733515],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00223268,0.001873069,0.0003829473,0.02162163,0.001596369,0.0001101639,0.006984542,0.0001567326,0.9650419],"genre_scores_gemma":[0.01488684,0.001152344,0.0003286452,0.003380995,0.000427037,0.00008956579,0.002660997,0.0001364285,0.9769371],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5494929,"threshold_uncertainty_score":0.7837849,"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."}}