{"id":"W4409319825","doi":"10.1142/9781800616134_0003","title":"Social Inequality and Knowledge","year":2025,"lang":"en","type":"book-chapter","venue":"WORLD SCIENTIFIC (EUROPE) eBooks","topic":"Income, Poverty, and Inequality","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Inequality; Social inequality; Sociology; Mathematics","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":["metaepi_narrow","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.004682028,0.0005235464,0.0007531439,0.0006317007,0.003715795,0.000987601,0.0009499072,0.0003683351,0.0006720119],"category_scores_gemma":[0.0002905759,0.0005247286,0.0002656635,0.0003260542,0.003144934,0.000147473,0.0006748589,0.000814744,0.0004874661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002433925,"about_ca_system_score_gemma":0.001612978,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003545599,"about_ca_topic_score_gemma":0.02017184,"domain_scores_codex":[0.9955218,0.000558922,0.0008249702,0.001268022,0.001050292,0.0007760234],"domain_scores_gemma":[0.9974032,0.0002957652,0.0004084142,0.0007218064,0.0008639005,0.0003068974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000160632,0.00002096124,0.00004837038,0.0001053356,0.00003663249,0.00001032091,0.007927664,1.580481e-8,0.00001983298,0.8199944,0.1607229,0.01109749],"study_design_scores_gemma":[0.0002267416,0.00001367251,0.0001026564,0.0001569186,0.00007948463,4.22992e-7,0.0001231259,0.000003357057,0.00002301037,0.03009731,0.9686133,0.0005599937],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004072037,0.0004473008,0.00001526375,0.0005597172,0.004804662,0.0005709836,0.0001594546,0.0002472754,0.9927881],"genre_scores_gemma":[0.01727013,0.00002576536,0.00004002894,0.0004695339,0.001444869,0.00001248965,0.00005601993,0.00005229,0.9806289],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8078904,"threshold_uncertainty_score":0.9997205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06705023616772243,"score_gpt":0.330479121405707,"score_spread":0.2634288852379845,"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."}}