{"id":"W4414874173","doi":"10.3390/socsci14100591","title":"Explaining Wealth-Based Disparities in Higher Education Attendance: The Role of Societal Factors","year":2025,"lang":"en","type":"article","venue":"Social Sciences","topic":"Global Educational Reforms and Inequalities","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Egalitarianism; Inequality; Higher education; Equity (law); Socioeconomic status; Index (typography); Attendance; Politics; Educational inequality","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001560628,0.0002094437,0.0003633796,0.001219462,0.0005694651,0.000874781,0.0002647899,0.0002803609,0.003424923],"category_scores_gemma":[0.006968219,0.0001026245,0.0005663297,0.001621311,0.0006411615,0.0009002018,0.001894901,0.0008536616,0.0001523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005017204,"about_ca_system_score_gemma":0.0006907623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01664982,"about_ca_topic_score_gemma":0.02890404,"domain_scores_codex":[0.998988,0.000430557,0.00006370029,0.0001178997,0.0001383282,0.000261462],"domain_scores_gemma":[0.9968945,0.001452698,0.0009422743,0.0002636495,0.0001521736,0.0002946917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002064208,0.00003436984,0.9884673,0.0000232471,0.0001169788,0.00004758733,0.0004156313,0.0005877072,0.00009545366,0.002716919,0.0001405729,0.007333555],"study_design_scores_gemma":[0.00000205635,0.00002681842,0.9941416,0.00003770609,0.00003757349,0.00003065252,0.0008121591,0.001199705,0.00007486924,0.003038341,0.0005926679,0.00000578327],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920717,0.0006192765,0.001766206,0.0009479105,0.00001752941,0.00001470931,0.0004019591,0.00000455737,0.004156237],"genre_scores_gemma":[0.9995106,0.0001015788,0.0001498169,0.00002760304,0.000006582559,0.000003089394,0.00009441405,0.000001072544,0.0001052509],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01664982,"threshold_uncertainty_score":0.03310579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05986291035342329,"score_gpt":0.3967020359937988,"score_spread":0.3368391256403755,"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."}}