{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00598529,0.0007752698,0.0003818039,0.002260536,0.003446023,0.00807305,0.001816578,0.001578377,0.009678211],"category_scores_gemma":[0.008075402,0.0008818103,0.0008597969,0.001520956,0.007399948,0.007565464,0.01243536,0.002282322,0.001842061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00460992,"about_ca_system_score_gemma":0.007560747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007440808,"about_ca_topic_score_gemma":0.02706818,"domain_scores_codex":[0.9923096,0.003365835,0.0004244872,0.0006305966,0.002674686,0.0005948885],"domain_scores_gemma":[0.9927726,0.002522988,0.0002921479,0.002356508,0.00098414,0.001071543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006555121,0.0002364506,0.004874921,0.0005650935,0.00004559045,0.0006762833,0.035748,0.01212108,0.01059644,0.476244,0.0132045,0.4456221],"study_design_scores_gemma":[0.00001819992,0.0001015334,0.00132917,0.000272784,0.00002184218,0.0004488874,0.008341621,0.003312506,0.003552353,0.1114046,0.8711356,0.00006087505],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06968564,0.002484559,0.5699068,0.006742544,0.0007377571,0.0002926069,0.0001443096,0.002843863,0.3471618],"genre_scores_gemma":[0.4796615,0.002175453,0.4386854,0.0008071504,0.0001602575,0.000223771,0.0002180919,0.0007607056,0.07730766],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009678211,"threshold_uncertainty_score":0.0334475,"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."}}