{"id":"W4414210249","doi":"10.2139/ssrn.5403465","title":"The Two-Axis Lens: Fiscal and Intergenerational Dynamics of Educational Inequality in Canada","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Intergenerational and Educational Inequality Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Inequality; Dynamics (music); Work (physics); Government (linguistics); Debt","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003070523,0.0001691735,0.0002518667,0.00009951901,0.0007669138,0.00007574939,0.0004067232,0.00008846678,0.00004622353],"category_scores_gemma":[0.0008857959,0.0001387688,0.00008919617,0.0001570268,0.0002089958,0.00009762923,0.0001989788,0.00155319,6.079601e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.007362904,"about_ca_system_score_gemma":0.06858689,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8928814,"about_ca_topic_score_gemma":0.9994456,"domain_scores_codex":[0.9970891,0.0005104486,0.0007034243,0.0002313648,0.0005711584,0.0008944881],"domain_scores_gemma":[0.9981732,0.0008441682,0.0003282055,0.0001263678,0.0004771786,0.00005091597],"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":[0.00002433627,0.00004373361,0.0537814,0.00001674315,0.000150855,1.167583e-7,0.0009546247,0.0007146409,9.487429e-7,0.9411388,0.001545627,0.001628171],"study_design_scores_gemma":[0.0002053795,0.00002167771,0.01600999,0.0001006696,0.00002839856,0.000006374634,0.01969965,0.00115806,0.000004685165,0.9592664,0.003271369,0.0002273681],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7299374,0.008915367,0.0006375845,0.2490949,0.004707422,0.0003759959,0.0003375695,0.000005104241,0.005988679],"genre_scores_gemma":[0.9850931,0.008000783,0.00007934624,0.0002455073,0.0009190917,0.00004031242,0.0001160557,0.000005470044,0.005500312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2551557,"threshold_uncertainty_score":0.9964477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02389098873633635,"score_gpt":0.3281478252821906,"score_spread":0.3042568365458542,"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."}}