{"id":"W2020874459","doi":"","title":"Direct Preference Wealth in Aggregate Household Portfolios","year":2005,"lang":"en","type":"preprint","venue":"IRIS","topic":"Financial Literacy, Pension, Retirement Analysis","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Economics; Marginal utility; Portfolio; Consumption (sociology); Econometrics; Preference; Expected utility hypothesis; Aggregate (composite); Risk aversion (psychology); Revealed preference; Microeconomics; Multivariate statistics; Financial economics; Mathematics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[],"category_scores_codex":[0.0006691007,0.0005454235,0.0008121495,0.001067249,0.0001222131,0.0004434121,0.0007679338,0.0003483827,0.0008631187],"category_scores_gemma":[0.0001889938,0.0005477719,0.0002939444,0.0008991978,0.00005707392,0.0006872915,0.00125438,0.0006861213,0.0008344897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001759861,"about_ca_system_score_gemma":0.0001120867,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008952303,"about_ca_topic_score_gemma":0.002793555,"domain_scores_codex":[0.9968776,0.00003103351,0.0008698213,0.0009909139,0.0006102344,0.0006204563],"domain_scores_gemma":[0.9978713,0.00003472001,0.0009126915,0.0009681532,0.0001850604,0.00002803602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008228177,0.0003091058,0.946153,0.0008233562,0.00004344253,0.0001380197,0.0001445939,0.003323996,0.00007425957,0.0009028999,0.03895942,0.00904558],"study_design_scores_gemma":[0.0007273,0.0000103918,0.645115,0.001563951,0.0003216653,0.000001149581,0.00002574536,0.006824123,0.0001082847,0.002449643,0.3414806,0.001372166],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.959757,0.0007847915,0.000015194,0.0003382381,0.0007502055,0.0006822078,0.00003256915,0.0003356522,0.03730417],"genre_scores_gemma":[0.9924654,0.0005370136,0.0003696259,0.001454811,0.002255768,0.00009055871,0.0003152293,0.00008931005,0.00242231],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3025212,"threshold_uncertainty_score":0.9999435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04712142354041849,"score_gpt":0.2509022325179166,"score_spread":0.2037808089774981,"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."}}