{"id":"W2600259897","doi":"10.24908/pceea.v0i0.6523","title":"REDESIGNING THE UBC FIRST YEAR INTRODUCTION TO ENGINEERING: SUCCESSES AND CHALLENGES","year":2017,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"University of British Columbia; Dalhousie University","keywords":"Curriculum; Grading (engineering); Constructive; Sustainability; Engineering education; Engineering ethics; Computer science; Engineering; Engineering management; Pedagogy; Process (computing); Sociology; Civil engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"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":[0.004500939,0.0008701585,0.0006573754,0.001322332,0.003119737,0.007791503,0.002272243,0.002282241,0.01646609],"category_scores_gemma":[0.00558254,0.0004645887,0.0004386143,0.001113804,0.001318492,0.002049661,0.003236323,0.003955884,0.006804863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008779176,"about_ca_system_score_gemma":0.01396451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03398324,"about_ca_topic_score_gemma":0.1127825,"domain_scores_codex":[0.9972457,0.0004695797,0.00008657413,0.0003980796,0.001073901,0.0007262637],"domain_scores_gemma":[0.9899379,0.0006354187,0.0002233675,0.0004614372,0.003520695,0.005221164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002489741,0.002814996,0.008476716,0.0006493803,0.00001326342,0.0009524793,0.01103885,0.001785265,0.02122433,0.00865293,0.1601325,0.7840104],"study_design_scores_gemma":[0.00002380544,0.0006339632,0.01400155,0.0003008407,0.000008853119,0.000743742,0.003844692,0.001171119,0.004630249,0.001483065,0.9730853,0.00007284999],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4679114,0.009897985,0.09869203,0.03758268,0.01450608,0.001778658,0.001407975,0.006272596,0.3619507],"genre_scores_gemma":[0.3274125,0.005867552,0.1125931,0.00908244,0.001304547,0.0005892419,0.001980184,0.001308613,0.5398617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03398324,"threshold_uncertainty_score":0.06757087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00804490437206116,"score_gpt":0.1916143696410426,"score_spread":0.1835694652689814,"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."}}