{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009387969,0.0003023663,0.0004635513,0.001037686,0.0009891334,0.002161619,0.0008428801,0.001167341,0.006442212],"category_scores_gemma":[0.004271058,0.0001591454,0.0006158242,0.0005154499,0.002422582,0.003358943,0.001056128,0.001043599,0.0005926526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001404318,"about_ca_system_score_gemma":0.0005246111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001679356,"about_ca_topic_score_gemma":0.0009752617,"domain_scores_codex":[0.9993845,0.0002037815,0.00003085749,0.000109375,0.0001924012,0.00007901484],"domain_scores_gemma":[0.998931,0.0004969818,0.0001103726,0.0001947081,0.0001314029,0.0001355289],"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":[0.000009714804,0.000008027156,0.0002684735,0.000008955913,0.000004055662,0.00005412864,0.0002474934,0.002490624,0.0002692684,0.9935485,0.000868716,0.002222072],"study_design_scores_gemma":[0.00001296179,0.00001392144,0.0003278824,0.00001174187,0.000004486678,0.0001004513,0.000096474,0.03199095,0.0002347454,0.9607601,0.006434877,0.00001144095],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3579188,0.001833551,0.2364465,0.007837847,0.0001973207,0.00014294,0.0004502157,0.0004162878,0.3947566],"genre_scores_gemma":[0.9737809,0.0004564959,0.01335995,0.0001953669,0.00007749143,0.0000702333,0.0001016605,0.0000415488,0.01191636],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006442212,"threshold_uncertainty_score":0.02155137,"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."}}