{"id":"W4417081441","doi":"10.48550/arxiv.2509.14462","title":"The Varieties of Schelling Model Experience","year":2025,"lang":"en","type":"preprint","venue":"ArXiv.org","topic":"Opinion Dynamics and Social Influence","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; University of Waterloo","keywords":"Function (biology); Basis (linear algebra); Space (punctuation); Phase (matter); Scheme (mathematics); Classification scheme; Statistical model","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":[],"consensus_categories":[],"category_scores_codex":[0.0001294689,0.0001607517,0.0002200765,0.00002202625,0.0002536864,0.00005588593,0.0005047368,0.00009367824,0.00001763453],"category_scores_gemma":[0.00001133613,0.0001309986,0.0001628304,0.00007325036,0.000183805,0.00004421077,0.0005265783,0.000407739,0.000005668563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001614598,"about_ca_system_score_gemma":0.0002325415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004027858,"about_ca_topic_score_gemma":0.000003295251,"domain_scores_codex":[0.9991001,0.00002704659,0.0003038721,0.00024757,0.0001347606,0.0001866382],"domain_scores_gemma":[0.9990748,0.00008783401,0.0002037775,0.0004567144,0.0001438911,0.00003302546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001113708,0.00007101727,0.4033105,0.0000724675,0.0001446522,2.016717e-7,0.005422748,0.06964479,0.0001514321,0.5185709,0.0000861456,0.002513979],"study_design_scores_gemma":[0.0004746649,0.00003078807,0.02306839,0.0006490935,0.0001090195,7.042559e-8,0.007126627,0.5662615,0.003650867,0.3900326,0.007464949,0.001131411],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9607612,0.0003093856,0.02710101,0.0002029702,0.0005970354,0.000167706,0.00007310308,0.00002073984,0.0107668],"genre_scores_gemma":[0.9965598,0.0001193949,0.0003857831,0.0000377725,0.0001253876,0.00005865189,0.00001498893,0.000008318842,0.002689889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4966167,"threshold_uncertainty_score":0.5341968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04330069196093859,"score_gpt":0.3202648598539656,"score_spread":0.276964167893027,"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."}}