{"id":"W3001440795","doi":"10.24908/pceea.vi0.13747","title":"INTEGRATING MAKERSPACES INTO ENGINEERING DESIGN","year":2019,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Cornerstone; Curriculum; Engineering design process; Engineering education; Engineering management; Inclusion (mineral); Multidisciplinary approach; Engineering; Computer science; Sociology; Pedagogy; Mechanical engineering","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":[0.0006505715,0.0002156143,0.0001964361,0.0003777927,0.00009645361,0.0001813348,0.0003539967,0.000178792,0.0001098075],"category_scores_gemma":[0.001224988,0.0002214804,0.00008434113,0.0007313222,0.000007465989,0.0005006014,0.00001686388,0.0003866854,0.00009199313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002310897,"about_ca_system_score_gemma":0.0004994106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001977111,"about_ca_topic_score_gemma":0.0007032316,"domain_scores_codex":[0.9988295,0.000008966963,0.0003061011,0.0001845377,0.0003109211,0.0003599075],"domain_scores_gemma":[0.9988823,0.0001705691,0.0001945845,0.0001420629,0.0003953243,0.0002151814],"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":[0.0000150691,0.000181426,0.0926176,0.002888784,0.0009680611,3.702533e-7,0.01911958,0.3091577,0.1774462,0.06755099,0.3210453,0.009008907],"study_design_scores_gemma":[0.0007491917,0.000075625,0.07626186,0.001023537,0.0002289044,0.00002538586,0.004067741,0.3042455,0.0484971,0.000652777,0.5622418,0.001930617],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8722422,0.0015398,0.004338505,0.01587841,0.02780992,0.003605603,0.00003326477,0.001926977,0.07262538],"genre_scores_gemma":[0.9863258,0.0000187569,0.01035635,0.0001720381,0.0001920298,0.00006438042,0.000004907187,0.00007156313,0.00279415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2411965,"threshold_uncertainty_score":0.9031708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004794139790568323,"score_gpt":0.1904115838372709,"score_spread":0.1856174440467025,"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."}}