{"id":"W3001330242","doi":"10.24908/pceea.vi0.13764","title":"MOTIVATION BEHIND INTERNATIONAL UNDERGRADUATE STUDENTS CHOOSING ENGINEERING","year":2019,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Expectancy theory; Quarter (Canadian coin); Psychology; Identity (music); Value (mathematics); Medical education; Educational attainment; Engineering education; Social psychology; Mathematics education; Engineering; Medicine; Economics; Mathematics; Geography; Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003056966,0.0002352005,0.0001884797,0.0004643456,0.00007565788,0.0001974429,0.0005373185,0.0001622331,0.00007232997],"category_scores_gemma":[0.0003193958,0.0002533006,0.00009374261,0.0004846019,0.000005890463,0.0003734424,0.00002970718,0.0003195574,0.00005523049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003190128,"about_ca_system_score_gemma":0.0002360889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004355936,"about_ca_topic_score_gemma":0.0002615481,"domain_scores_codex":[0.9984446,0.000003190226,0.000388074,0.0002127499,0.0005842719,0.000367171],"domain_scores_gemma":[0.9990766,0.000041181,0.0001643787,0.0001337379,0.0003843424,0.0001997362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002697403,0.0001580316,0.723881,0.0008028241,0.0006232064,1.714726e-7,0.002587323,0.196741,0.01770031,0.009343053,0.04641937,0.001741033],"study_design_scores_gemma":[0.0005252474,0.00001351822,0.8402297,0.000583432,0.00005754208,0.000007914995,0.0002603433,0.04334214,0.009597658,0.0001265648,0.1044614,0.0007944456],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818413,0.00008955428,0.0001041488,0.001883711,0.009577076,0.000505449,0.0000145577,0.0003372504,0.005647011],"genre_scores_gemma":[0.9956133,0.00002569297,0.0009521162,0.0001034395,0.0002171829,0.00005941935,0.00002447377,0.00006800307,0.002936341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1533988,"threshold_uncertainty_score":0.9999919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002705400386549647,"score_gpt":0.1828566850168936,"score_spread":0.1801512846303439,"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."}}