{"id":"W2946919316","doi":"10.24908/pceea.vi0.13855","title":"REDESIGNING TELECOMMUNICATION ENGINEERING COURSES WITH CDIO GEARED FOR POLYTECHNIC EDUCATION","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":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sheridan College","funders":"","keywords":"Curriculum; CDIO; Employability; Pace; Engineering education; Telecommunications engineering; Information and Communications Technology; Experiential learning; Technological revolution","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003656614,0.0002668452,0.0002422596,0.0004719747,0.0001218618,0.0001280128,0.0004447332,0.0001937977,0.00002933646],"category_scores_gemma":[0.0003063932,0.000268515,0.00009104581,0.0007577164,0.000009497924,0.0003121169,0.00001811005,0.000291654,0.00001475565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002852472,"about_ca_system_score_gemma":0.001121899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005341087,"about_ca_topic_score_gemma":0.0004558139,"domain_scores_codex":[0.9986554,0.000004144402,0.0003768566,0.0002293703,0.0003114917,0.00042274],"domain_scores_gemma":[0.9986271,0.00007341599,0.0002137027,0.0002403033,0.0006425286,0.0002029739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002898859,0.0006129331,0.1505608,0.006438453,0.001277501,1.104936e-7,0.006618409,0.4217629,0.1157811,0.06227141,0.2210171,0.01363027],"study_design_scores_gemma":[0.001591321,0.0001692386,0.3469172,0.003186216,0.0003659266,0.0000419437,0.002704091,0.1119858,0.05600761,0.0002326301,0.4738365,0.002961501],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9711788,0.001079911,0.001506225,0.003590392,0.007847983,0.003719704,0.00004985337,0.001263835,0.00976328],"genre_scores_gemma":[0.984674,0.00002864072,0.01206964,0.0001022608,0.0001634041,0.0004905604,0.00004415581,0.0001050207,0.002322361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3097771,"threshold_uncertainty_score":0.9999767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003108364929121575,"score_gpt":0.179519609747778,"score_spread":0.1764112448186564,"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."}}