{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009236535,0.0002063323,0.0003489313,0.0005617432,0.0002036492,0.001712368,0.0002121067,0.0003972599,0.01119944],"category_scores_gemma":[0.007017986,0.0001885228,0.0002256832,0.001312339,0.0006445441,0.001661977,0.0006862041,0.0004667511,0.0008379499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005824477,"about_ca_system_score_gemma":0.0001764845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001687495,"about_ca_topic_score_gemma":0.001901735,"domain_scores_codex":[0.999638,0.0001448805,0.00001709786,0.00007208888,0.00007692116,0.0000511059],"domain_scores_gemma":[0.9982173,0.0009203961,0.0004225439,0.0002216469,0.0001032236,0.0001149534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002580911,0.0001464829,0.1446948,0.0001989282,0.0001480403,0.0005339316,0.001090697,0.04958339,0.003026882,0.6792493,0.004514678,0.1165547],"study_design_scores_gemma":[0.00004532438,0.0001410086,0.1255482,0.00006122736,0.00004831206,0.0003863983,0.0007616478,0.06852046,0.0007686305,0.7976177,0.006068226,0.00003290913],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9103597,0.0007184138,0.05461141,0.0006489312,0.00001106268,0.00004250264,0.001034811,0.00007936785,0.03249368],"genre_scores_gemma":[0.9929762,0.0002633922,0.002782561,0.00004351756,0.000009459057,0.00001551711,0.0002421236,0.000004838702,0.00366245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01119944,"threshold_uncertainty_score":0.03746587,"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."}}