{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006889974,0.000858478,0.0004307946,0.00209316,0.001741053,0.005054461,0.002523425,0.002312248,0.005380141],"category_scores_gemma":[0.008704716,0.0005810645,0.001174482,0.001474246,0.004221814,0.005133646,0.003544381,0.001788974,0.001137719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004987596,"about_ca_system_score_gemma":0.01030786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008108781,"about_ca_topic_score_gemma":0.009728842,"domain_scores_codex":[0.9935894,0.003692995,0.0003016705,0.0007210954,0.001309453,0.0003854489],"domain_scores_gemma":[0.9934503,0.003109971,0.0005310797,0.001366979,0.001043365,0.0004983929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008834011,0.0007515711,0.01172668,0.0005083596,0.00005977813,0.0003024394,0.009989404,0.05016128,0.003343634,0.8194769,0.002981915,0.1006097],"study_design_scores_gemma":[0.0002497761,0.0009804735,0.004923766,0.000771889,0.00008479802,0.0004343951,0.006077433,0.3251585,0.003569314,0.5420598,0.1155706,0.0001192616],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.07524472,0.000420844,0.8191319,0.008267302,0.0001300431,0.001484062,0.000250698,0.0007843798,0.09428603],"genre_scores_gemma":[0.4178202,0.0003485556,0.5722159,0.0003364006,0.00001790823,0.001275824,0.0002434559,0.00006759875,0.007674145],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008108781,"threshold_uncertainty_score":0.03643805,"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."}}