{"id":"W4403764053","doi":"10.24908/pceea.2023.17094","title":"Student Motivations for Choosing the Re-Engineered First-Year Program at the University of Saskatchewan","year":2024,"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; University of Saskatchewan","funders":"University of Saskatchewan","keywords":"Mathematics education; Medical education; Psychology; Engineering; Engineering management; Sociology; Computer science; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.004851136,0.0002668557,0.0003237003,0.0009343152,0.00302067,0.00257645,0.000973803,0.0007078892,0.004245196],"category_scores_gemma":[0.006841315,0.0003682886,0.0003314135,0.0007746565,0.0006101211,0.0005766941,0.001848765,0.001469349,0.0008174489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006692898,"about_ca_system_score_gemma":0.01621732,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09015651,"about_ca_topic_score_gemma":0.3525384,"domain_scores_codex":[0.9973289,0.0007638658,0.0001032067,0.0002152189,0.0007170262,0.0008718443],"domain_scores_gemma":[0.9893833,0.001479011,0.0008563055,0.000352925,0.002434792,0.005493651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006020213,0.005719565,0.7975979,0.0001494146,0.00005813148,0.0008556351,0.01926771,0.001702052,0.01056957,0.001495718,0.01052342,0.1514589],"study_design_scores_gemma":[0.00006157738,0.001802026,0.9150118,0.000136411,0.00002557968,0.0002315007,0.04788195,0.002949208,0.00613987,0.000860538,0.02474347,0.0001561423],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995896,0.00003565044,0.000227553,0.0008555367,0.00001038992,0.0001176863,0.0001016446,0.00002272988,0.002732805],"genre_scores_gemma":[0.9867408,0.0001243262,0.00139751,0.000612571,0.000006368054,0.0001799146,0.0001817561,0.00001138425,0.01074535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9098435,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004814742818402567,"score_gpt":0.1991132901022086,"score_spread":0.194298547283806,"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."}}