{"id":"W1914525887","doi":"10.24908/pceea.v0i0.5757","title":"DEVELOPING A MODEL FOR INNOVATION IN UNDERGRADUATE ENGINEERING EDUCATION – THE SYSTEMATIC INTEGRATION OF HUMAN-CENTERED DESIGN","year":2015,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Six Sigma; Engineering management; Computer science; Engineering; Engineering ethics; Manufacturing engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.001118325,0.0002231019,0.0002801758,0.000725958,0.00007823181,0.00008191528,0.0003493639,0.0001479627,0.000001001141],"category_scores_gemma":[0.001647854,0.0001986542,0.00006487277,0.001368815,0.00001009886,0.0002635521,0.00001634198,0.0002070334,0.000001495303],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00423672,"about_ca_system_score_gemma":0.001514211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004951835,"about_ca_topic_score_gemma":0.0008837447,"domain_scores_codex":[0.9983876,0.00001136004,0.0008131617,0.0001652488,0.0003280906,0.0002944909],"domain_scores_gemma":[0.9981685,0.00007931567,0.000383618,0.0001419723,0.001125131,0.0001014266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00000624983,0.0001739774,0.003611853,0.01386369,0.0002374031,3.042434e-8,0.01270724,0.7527214,0.02103448,0.1743257,0.02077635,0.0005416013],"study_design_scores_gemma":[0.000452742,0.00002105484,0.006398452,0.004310415,0.00006995643,0.000003200687,0.001792364,0.971923,0.01187783,0.00209709,0.0005481911,0.0005057241],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7782514,0.00120312,0.1872088,0.009354627,0.01138548,0.009900413,0.00005325443,0.0007447056,0.001898158],"genre_scores_gemma":[0.9885334,0.000009310749,0.01000699,0.00007467603,0.0000753135,0.0006988531,0.00002700297,0.00005438374,0.0005200473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2192015,"threshold_uncertainty_score":0.9995859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03821917076629238,"score_gpt":0.2542473509399812,"score_spread":0.2160281801736889,"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."}}