{"id":"W3121308254","doi":"","title":"Choice of Fields of Study of Canadian University Graduates: The Role of Gender and their Parents’ Education","year":2007,"lang":"en","type":"preprint","venue":"RePEc: Research Papers in Economics","topic":"Labor market dynamics and wage inequality","field":"Economics, Econometrics and Finance","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; Human Resources and Skills Development Canada","keywords":"Earnings; Graduation (instrument); Bachelor; Multinomial logistic regression; Marital status; Demographic economics; Incentive; Psychology; Educational attainment; Sample (material); Logit; Demography; Economics; Econometrics; Political science; Sociology; Accounting; Statistics; Mathematics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001572375,0.0002142907,0.0003026478,0.001370637,0.002130965,0.001914549,0.000778767,0.0004500459,0.004165111],"category_scores_gemma":[0.005712366,0.0001933525,0.0004269659,0.001963972,0.001190456,0.0003407123,0.000854635,0.000589194,0.0004375869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006487777,"about_ca_system_score_gemma":0.01192878,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8854485,"about_ca_topic_score_gemma":0.9532884,"domain_scores_codex":[0.998822,0.0001901326,0.00003460075,0.0001123145,0.0004196575,0.0004212655],"domain_scores_gemma":[0.9954461,0.001147196,0.0009640453,0.0001249703,0.0007987233,0.001519032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001069929,0.00004313031,0.9810953,0.00002167336,0.00002017596,0.0001887017,0.003128978,0.0001968423,0.000355063,0.0005098413,0.0008957717,0.01343755],"study_design_scores_gemma":[0.000005406549,0.00002448796,0.9864734,0.00003338531,0.000008357208,0.00005498484,0.01072159,0.000359106,0.00009843409,0.0001692389,0.002034149,0.00001743369],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959279,0.000222534,0.0001013471,0.0004011905,0.00000592466,0.00001475137,0.0003788056,0.000003229705,0.002944375],"genre_scores_gemma":[0.9972467,0.0002398571,0.0001344978,0.00004943494,0.00000289629,0.000005255679,0.0002785051,0.00000205126,0.002040808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1145515,"threshold_uncertainty_score":0.2304522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0582413478471805,"score_gpt":0.2863181150187426,"score_spread":0.2280767671715621,"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."}}