{"id":"W4406916248","doi":"10.2139/ssrn.5112650","title":"Demographic Preferences and Income Segregation","year":2025,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Income, Poverty, and Inequality","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Demographic economics; Economics; Psychology","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":[0.003200101,0.00008284175,0.0001234958,0.0001549777,0.0008781079,0.0001207445,0.0002043999,0.00009368285,0.00002617269],"category_scores_gemma":[0.0001915249,0.00007028096,0.00005473612,0.0003849097,0.0001686608,0.0003061044,0.00002657598,0.0007830192,0.000004399399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003703171,"about_ca_system_score_gemma":0.002029951,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001429047,"about_ca_topic_score_gemma":0.02650517,"domain_scores_codex":[0.9980392,0.0003016553,0.0002040144,0.0001323643,0.0002505197,0.001072241],"domain_scores_gemma":[0.9995752,0.00009023968,0.00009735839,0.00007640853,0.00009979872,0.00006100964],"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":[0.00001269972,0.000016384,0.1102262,0.000005254817,0.00004098565,2.161992e-7,0.000812455,5.467897e-7,0.00001245128,0.8588536,0.00005164004,0.02996764],"study_design_scores_gemma":[0.0002492526,0.00007051943,0.03642617,0.00002634501,0.00002175101,0.00000497714,0.005020832,0.00001526682,0.00001220082,0.9521428,0.005917596,0.00009232134],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9555814,0.00349099,0.001668115,0.002690154,0.0004079108,0.0001168548,0.000001044094,0.00004197269,0.03600154],"genre_scores_gemma":[0.9873558,0.009681206,0.00003460859,0.0001698099,0.0001568049,0.000002775412,8.333921e-7,0.000003503534,0.002594604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09328921,"threshold_uncertainty_score":0.9912586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0140994610234324,"score_gpt":0.2954007473599137,"score_spread":0.2813012863364813,"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."}}