{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004300896,0.0001922513,0.000159182,0.0002178555,0.000400768,0.0003065423,0.0004845868,0.0001168917,0.0000156304],"category_scores_gemma":[0.001335478,0.0001699967,0.00004663494,0.0002147767,0.0000159353,0.0002713866,0.00004551409,0.0002291054,0.00001115183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001013329,"about_ca_system_score_gemma":0.000152124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008365286,"about_ca_topic_score_gemma":0.002034496,"domain_scores_codex":[0.9989954,0.000002754475,0.0002367421,0.0002034244,0.0002492084,0.0003125184],"domain_scores_gemma":[0.9990873,0.00004133548,0.0001403821,0.0002407178,0.000275525,0.0002147787],"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":[0.000009874389,0.0001771819,0.1072431,0.004844803,0.0009736682,5.039373e-7,0.02125637,0.1304504,0.01056219,0.1370624,0.5735862,0.01383334],"study_design_scores_gemma":[0.0001557059,0.00001398502,0.41876,0.0002659603,0.00004893719,0.000007277286,0.0006538059,0.004636897,0.003758368,0.00006606976,0.5711659,0.0004670795],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6532845,0.003310431,0.0003242067,0.3062395,0.02268153,0.002326235,0.00003939202,0.001101905,0.0106922],"genre_scores_gemma":[0.9964589,0.0002973957,0.001506104,0.00005739752,0.0007709377,0.0001288598,0.000002808607,0.00005257006,0.0007249945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3431744,"threshold_uncertainty_score":0.6932262,"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."}}