{"id":"W3207453878","doi":"10.1111/cars.12363","title":"Does alma mater matter? An audit study of labour market outcomes of Canadian Bachelor's Degree recipients","year":2021,"lang":"en","type":"article","venue":"Canadian Review of Sociology/Revue canadienne de sociologie","topic":"Names, Identity, and Discrimination Research","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"SGS (Canada); University of Toronto","funders":"","keywords":"Bachelor; Matriculation; Audit; Bachelor degree; Higher education; Political science; Demographic economics; Privilege (computing); Sociology; Management; Economics; Economic growth","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004016745,0.000286611,0.00117221,0.0007777294,0.0005307163,0.00002360926,0.001161493,0.0004835152,0.006089027],"category_scores_gemma":[0.004009348,0.0002466356,0.0002817401,0.0007900264,0.001560753,0.0001975167,0.00009196941,0.0004151438,0.00002525888],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00203649,"about_ca_system_score_gemma":0.007267197,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9191737,"about_ca_topic_score_gemma":0.9978526,"domain_scores_codex":[0.9945135,0.002183684,0.0009406101,0.0005868016,0.0002276563,0.001547779],"domain_scores_gemma":[0.9953237,0.0004539046,0.000470308,0.0007680766,0.00133584,0.00164815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00000443319,0.0001073741,0.9604803,0.001561237,0.0001948118,0.0001250452,0.01729881,5.160184e-7,0.0000239526,0.005233662,0.01271149,0.002258321],"study_design_scores_gemma":[0.0003206048,0.0001219359,0.9103343,0.0004200332,0.0001158592,0.000003121357,0.07367852,6.298643e-7,0.0000104547,0.003201185,0.01152752,0.0002658124],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9668259,0.003759896,8.217289e-7,0.01139633,0.000826132,0.0008507114,0.00098662,0.00001591333,0.01533766],"genre_scores_gemma":[0.9845663,0.0072598,0.0001652682,0.00215767,0.0001218885,0.00008874186,0.000109579,0.0000305147,0.005500271],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07867883,"threshold_uncertainty_score":0.9999986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.10083277609466,"score_gpt":0.3518896942563079,"score_spread":0.2510569181616479,"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."}}