{"id":"W2148352706","doi":"10.24908/pceea.v0i0.4826","title":"The Innovation Agenda: Potential Implications for the Engineering Design Curriculum","year":2013,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Lagging; Curriculum; Presentation (obstetrics); Workforce; Government (linguistics); Phrase; Engineering ethics; Public relations; Political science; Public policy; Engineering; Sociology; Pedagogy; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006285688,0.0002329595,0.0001474075,0.0002572823,0.0005324258,0.0003342542,0.0005906401,0.0001467408,0.0000163992],"category_scores_gemma":[0.001118383,0.0001698449,0.0001022003,0.001220041,0.00001893256,0.0002674242,0.00002476594,0.0002827166,0.0000172173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001704731,"about_ca_system_score_gemma":0.0004308993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008128154,"about_ca_topic_score_gemma":0.0002607302,"domain_scores_codex":[0.998596,0.000005368981,0.0004839917,0.0001782475,0.0002531714,0.0004832144],"domain_scores_gemma":[0.998126,0.0001940407,0.0002115677,0.0002051288,0.001138089,0.0001251695],"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":[9.200583e-7,0.0000517024,0.003765049,0.0002427118,0.0003303714,9.572178e-9,0.0007618697,0.201062,0.009690158,0.04278031,0.7350625,0.006252483],"study_design_scores_gemma":[0.000359546,0.00002117477,0.2927225,0.0001630726,0.0001525004,0.00001164775,0.0007629405,0.3242938,0.004149914,0.000889282,0.3756373,0.0008362223],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4777742,0.006991081,0.1449242,0.2519146,0.07707754,0.02780449,0.0003035591,0.004616647,0.008593676],"genre_scores_gemma":[0.9917028,0.00006179022,0.003902257,0.0002137549,0.0004001376,0.001984934,0.00001854194,0.00008158507,0.001634187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5139286,"threshold_uncertainty_score":0.6926073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0076943421058497,"score_gpt":0.199043459244423,"score_spread":0.1913491171385733,"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."}}