{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007529108,0.000988199,0.00108621,0.003333848,0.001117289,0.001583363,0.00107043,0.001236603,0.1404792],"category_scores_gemma":[0.02305167,0.0005061995,0.000565429,0.003443545,0.0004663693,0.001489758,0.001556264,0.001918956,0.05972641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002162324,"about_ca_system_score_gemma":0.003691567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002935197,"about_ca_topic_score_gemma":0.005160534,"domain_scores_codex":[0.9909593,0.002369988,0.001457819,0.0006793921,0.003773218,0.0007602086],"domain_scores_gemma":[0.9717136,0.007809348,0.001920257,0.00279954,0.01442318,0.001334136],"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":[0.000447721,0.00223941,0.03783021,0.001995893,0.00005007081,0.000241188,0.002901105,0.001192754,0.001589293,0.00443049,0.4789717,0.4681102],"study_design_scores_gemma":[0.0001103904,0.0006149561,0.04155696,0.0003898043,0.0000154656,0.0001946049,0.001688242,0.0005421087,0.0005548358,0.00106316,0.9532302,0.0000392849],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1838606,0.002443836,0.03464767,0.005232353,0.001021747,0.05624822,0.2450027,0.002829394,0.4687135],"genre_scores_gemma":[0.3116418,0.007701728,0.06418581,0.01265028,0.0007453437,0.1035686,0.1911183,0.0011016,0.3072864],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1404792,"threshold_uncertainty_score":0.4699497,"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."}}