{"id":"W2025318070","doi":"10.1080/01425692.2013.814530","title":"No Ivies, Oxbridge, or grandes écoles: constructing distinctions in university choice","year":2013,"lang":"en","type":"article","venue":"British Journal of Sociology of Education","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Elite; Sociology; Construct (python library); Higher education; League; Ethnography; Economic growth; Public administration; Political science; Law; Anthropology; Economics","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":[0.0007139154,0.0000493776,0.0001887974,0.0001445034,0.0003826052,0.00002535725,0.000195492,0.00008205884,0.0007272829],"category_scores_gemma":[0.002977986,0.00005588803,0.00005408416,0.0002428819,0.001616136,0.0003667964,0.00002099323,0.0002506503,0.00001349709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002520514,"about_ca_system_score_gemma":0.00186444,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01417016,"about_ca_topic_score_gemma":0.004755349,"domain_scores_codex":[0.9988046,0.0004655185,0.0002929551,0.00008885781,0.000164654,0.0001834494],"domain_scores_gemma":[0.9976184,0.0008056861,0.0003397619,0.00004561426,0.001101608,0.00008893333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003047442,0.0007468459,0.844638,0.0000714051,0.0001110968,0.000008028113,0.0323521,0.000004998168,0.0001958409,0.004729975,0.07041642,0.04669483],"study_design_scores_gemma":[0.0003222467,0.00005214232,0.7988505,0.0001757554,0.00001484936,0.00003590931,0.1623153,6.028773e-7,0.000004366593,0.001139211,0.03701643,0.0000727251],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867518,0.0006401277,0.00003062564,0.002959428,0.0009107162,0.0001703244,0.000004499249,0.000006213916,0.00852629],"genre_scores_gemma":[0.992883,0.00138415,0.001361964,0.0000559478,0.0004534089,0.000004437431,0.000002482877,0.000003534533,0.003851063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1299632,"threshold_uncertainty_score":0.9923946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0260398271743235,"score_gpt":0.3509431489278695,"score_spread":0.324903321753546,"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."}}