{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003942219,0.0001541507,0.0001313148,0.0001601634,0.0002864772,0.00009667082,0.0003823117,0.0001013504,0.00004325007],"category_scores_gemma":[0.0002161121,0.0001202672,0.0001238444,0.000700376,0.00002474505,0.0001223491,0.00002841698,0.0002095174,0.000007446062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002351628,"about_ca_system_score_gemma":0.0004104708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008027241,"about_ca_topic_score_gemma":0.005928144,"domain_scores_codex":[0.9990889,0.000004287275,0.0002371778,0.0001481025,0.0002611772,0.0002602949],"domain_scores_gemma":[0.9992368,0.0001265386,0.00008937352,0.0001386644,0.0003075625,0.0001010367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006296975,0.000235895,0.04601145,0.003454074,0.001366405,1.538047e-7,0.06550714,0.1820939,0.003950531,0.0171064,0.6742602,0.006007545],"study_design_scores_gemma":[0.0003370387,0.00002937415,0.2834955,0.0007675215,0.0002586297,0.000004283782,0.01372374,0.05107953,0.003780417,0.0001209343,0.6458282,0.0005748597],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.952617,0.001708649,0.001186354,0.02584839,0.009137425,0.003883452,0.0001799686,0.001088538,0.004350188],"genre_scores_gemma":[0.9948882,0.00003319839,0.001380506,0.00002813825,0.0001398209,0.0000936803,0.00001785302,0.00004371766,0.003374893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.237484,"threshold_uncertainty_score":0.6149426,"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."}}