{"id":"W2022670331","doi":"10.1016/j.econedurev.2006.06.001","title":"Field of study choice by community college students in Canada","year":2006,"lang":"en","type":"article","venue":"Economics of Education Review","topic":"School Choice and Performance","field":"Social Sciences","cited_by":50,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"University of British Columbia","keywords":"Earnings; Community college; Field (mathematics); Population; American Community Survey; Demographic economics; Psychology; Sociology; Demography; Medical education; Economics; Census; Accounting; Mathematics; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007272323,0.00004177935,0.000185383,0.00002278255,0.00006784614,0.000005058743,0.0003282299,0.00001547632,0.0001734521],"category_scores_gemma":[0.0001329638,0.00004658049,0.0000183971,0.0001329596,0.0000158377,0.0001027697,0.00001959916,0.00008559971,0.000002449319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002257772,"about_ca_system_score_gemma":0.001768054,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9859117,"about_ca_topic_score_gemma":0.9958121,"domain_scores_codex":[0.9992855,0.0001690509,0.0003438311,0.00005528797,0.00007351657,0.00007282148],"domain_scores_gemma":[0.9993182,0.0002256017,0.000201584,0.0001758666,0.00005298087,0.00002575364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000001137635,0.0003168767,0.9391872,0.0001491335,0.000003952508,1.008124e-8,0.000315939,0.000002170838,4.052606e-7,0.0001774342,0.05848484,0.001360929],"study_design_scores_gemma":[0.000209502,0.00004922411,0.6857252,0.0004976733,0.00001863034,5.997036e-8,0.008550425,9.974854e-7,0.00003318844,0.0001461441,0.3046626,0.0001063497],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814552,0.007815601,5.531662e-8,0.001015957,0.0002190844,0.0003559301,0.00001292853,0.000001195299,0.009124026],"genre_scores_gemma":[0.9887129,0.009991281,0.00000945048,0.0007730505,0.00004767081,0.00002438713,0.000007232953,0.000002180771,0.0004318522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.253462,"threshold_uncertainty_score":0.3136451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02300056321055064,"score_gpt":0.3623369376823481,"score_spread":0.3393363744717974,"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."}}