{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002881946,0.000170944,0.0008087723,0.003815137,0.006120129,0.004775,0.00125322,0.001058668,0.00591279],"category_scores_gemma":[0.01133251,0.0003181054,0.0003288967,0.005455776,0.001566903,0.0008980322,0.001613875,0.001328054,0.000483462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03265106,"about_ca_system_score_gemma":0.0473549,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9786997,"about_ca_topic_score_gemma":0.9920081,"domain_scores_codex":[0.9968053,0.0006578179,0.0001230597,0.0003428,0.0007890541,0.001281914],"domain_scores_gemma":[0.9782387,0.003754765,0.002268662,0.0003118305,0.005522877,0.009903144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00068863,0.0005056662,0.9399062,0.00007945114,0.00005215812,0.000335826,0.02208062,0.0002280921,0.0003608244,0.002233726,0.006515123,0.02701377],"study_design_scores_gemma":[0.00003557378,0.00006895755,0.9613224,0.00006830487,0.0000127555,0.00006452455,0.03147407,0.0003385914,0.0000978243,0.0002920973,0.006195054,0.00002992948],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920197,0.000813421,0.00003609485,0.001345701,0.00001264246,0.00004706669,0.0006286216,0.000004814956,0.005091968],"genre_scores_gemma":[0.9956748,0.0002863857,0.00003359955,0.0001360441,0.000006104536,0.0000100078,0.0001747253,0.000003352841,0.003674977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03265106,"threshold_uncertainty_score":0.2369012,"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."}}