{"id":"W4285252718","doi":"10.2139/ssrn.4123770","title":"School Choice and Higher Education Attainment","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"School Choice and Performance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saint Mary's University; St. Francis Xavier University","funders":"","keywords":"School choice; Educational attainment; Psychology; Mathematics education; Demographic economics; Political science; Economics; Economic growth","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001714823,0.00006375457,0.00006561467,0.0000675613,0.001648684,0.00008421783,0.0002121403,0.00002594325,0.001560167],"category_scores_gemma":[0.00004203425,0.00006425884,0.00003240034,0.0001986429,0.00003907769,0.0002874891,0.00004303935,0.001290972,0.00003031992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001684018,"about_ca_system_score_gemma":0.004946883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001011706,"about_ca_topic_score_gemma":0.002047946,"domain_scores_codex":[0.9981656,0.0001680533,0.0001172208,0.0001172957,0.0003942234,0.001037592],"domain_scores_gemma":[0.9996403,0.0000348511,0.00008244913,0.00007552741,0.00003766258,0.0001291806],"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":[0.00004748645,0.0002380498,0.2888485,0.000007253706,0.0001100458,0.000001171456,0.002707015,0.00004449185,0.0001521387,0.5465167,0.02408832,0.1372388],"study_design_scores_gemma":[0.00025489,0.0001261867,0.03879942,0.000003727209,0.0000148653,0.00003226775,0.009339915,0.000002172623,0.000002297761,0.06595401,0.8853551,0.000115105],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9316013,0.01180383,0.00002180831,0.02031135,0.001292216,0.0001591246,0.000001215672,0.00003705719,0.03477203],"genre_scores_gemma":[0.946059,0.003667929,0.00001552141,0.0009790076,0.001962706,0.00002388712,0.000001521075,0.000007984178,0.04728248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8612668,"threshold_uncertainty_score":0.999651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01296075855171042,"score_gpt":0.3062150502944869,"score_spread":0.2932542917427765,"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."}}