{"id":"W1962590843","doi":"10.24908/pceea.v0i0.5892","title":"Engineering Design Survey","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":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Teamwork; Engineering design process; Accreditation; Competence (human resources); Engineering management; Key (lock); Engineering; Computer science; Knowledge management; Medical education; Psychology; Medicine; Management","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0009982315,0.0002339223,0.0002077882,0.0003710109,0.00006758907,0.000115419,0.0003905848,0.0001798069,0.00002490472],"category_scores_gemma":[0.001654169,0.0002428889,0.0000670611,0.0009350309,0.000008274639,0.0002300866,0.00002144258,0.000283724,0.00004567774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003526821,"about_ca_system_score_gemma":0.0008848435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002248814,"about_ca_topic_score_gemma":0.001280607,"domain_scores_codex":[0.9986279,0.000008549506,0.0003555221,0.0001785137,0.0004081054,0.0004214248],"domain_scores_gemma":[0.9985223,0.00006959026,0.0001181457,0.0001378662,0.0006895596,0.0004624789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000003000003,0.00008185135,0.06991128,0.0003803408,0.0002514646,1.802884e-7,0.00241415,0.3995116,0.002147945,0.003907151,0.52056,0.0008310365],"study_design_scores_gemma":[0.0006911383,0.00003325483,0.6187781,0.0004209025,0.00009444689,0.00001973815,0.0004841426,0.1482044,0.01302493,0.0001522822,0.2165393,0.001557421],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9082173,0.001959539,0.00648564,0.005207806,0.04354176,0.003227046,0.0001592827,0.003283641,0.02791797],"genre_scores_gemma":[0.9923658,0.00001451628,0.005439695,0.00008828531,0.0001905483,0.00010297,0.00001800651,0.0000812979,0.001698882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5488668,"threshold_uncertainty_score":0.9904721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01555812224636026,"score_gpt":0.1927440264987084,"score_spread":0.1771859042523482,"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."}}