{"id":"W4242901739","doi":"10.1007/978-94-017-8905-9_41","title":"Inequality in Higher Education","year":2020,"lang":"en","type":"book-chapter","venue":"","topic":"Intergenerational and Educational Inequality Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute for Christian Studies; University of Toronto","funders":"","keywords":"Inequality; Sociology; Economics; Demographic economics; Mathematics; Mathematical analysis","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002580156,0.0001284395,0.0001825524,0.00007071054,0.0001527284,0.00003467322,0.0001359376,0.00016443,0.01376868],"category_scores_gemma":[0.00007252447,0.0001252466,0.00007162867,0.00004109282,0.00009784526,0.00008274379,0.00003605472,0.0001720149,0.0007044179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002533764,"about_ca_system_score_gemma":0.0008945554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002031184,"about_ca_topic_score_gemma":0.004788128,"domain_scores_codex":[0.9989797,0.00004597258,0.0002947059,0.0002291152,0.0003334724,0.0001169664],"domain_scores_gemma":[0.9994763,0.00008419532,0.00008784253,0.00008522544,0.0001911289,0.00007530404],"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":[0.00000307827,0.00002363739,0.0001245937,0.00001053594,0.00001220384,3.035112e-7,0.001323846,4.352923e-7,7.810816e-7,0.9029862,0.09491598,0.000598408],"study_design_scores_gemma":[0.00001878182,0.00000507115,0.0006413708,0.00002258118,0.000004875667,3.229794e-8,0.000275769,2.456676e-7,7.33706e-7,0.2600549,0.7388547,0.0001209335],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003587559,0.0002928696,0.000002474925,0.07649403,0.001641052,0.0001375317,0.00001198105,0.00003309164,0.9213511],"genre_scores_gemma":[0.03134543,0.0001220484,0.0001384733,0.005601251,0.002846455,0.0000249796,0.0000997447,0.00001115082,0.9598105],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6439387,"threshold_uncertainty_score":0.9871328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2333938051744393,"score_gpt":0.3917167322935007,"score_spread":0.1583229271190614,"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."}}