{"id":"W3003011250","doi":"10.24908/pceea.vi0.13752","title":"FROM STEM TO STEAM IN 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":"The arts; Internship; Curriculum; Creativity; Engineering ethics; Engineering education; Engineering; Pedagogy; Engineering management; Sociology; Psychology; Political science; Medical education; Medicine","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":[0.0009062354,0.0003265098,0.0002239041,0.0005828778,0.001190731,0.002964959,0.0005382756,0.0007638311,0.01262944],"category_scores_gemma":[0.002086371,0.000305593,0.000276021,0.0006160138,0.003965714,0.002439266,0.002156729,0.001239407,0.001766014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002201054,"about_ca_system_score_gemma":0.002419316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004469827,"about_ca_topic_score_gemma":0.01300309,"domain_scores_codex":[0.999229,0.0003576066,0.0000224184,0.00006252859,0.0002417282,0.00008687877],"domain_scores_gemma":[0.9991731,0.0004209886,0.00003270834,0.00008517981,0.0001486516,0.0001392503],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009266681,0.0001557606,0.004410168,0.0007485285,0.00001877491,0.0004794988,0.008488895,0.01256992,0.00474379,0.6107755,0.02106581,0.3364508],"study_design_scores_gemma":[0.00002114308,0.0001732801,0.001820658,0.0005183302,0.00001007629,0.0003970382,0.00517475,0.009714151,0.002862811,0.444462,0.5348234,0.00002248751],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08648522,0.0120728,0.1893235,0.01894436,0.001242613,0.000160837,0.0001210482,0.0006135534,0.6910362],"genre_scores_gemma":[0.7850364,0.008459259,0.07625341,0.002740051,0.0003349055,0.0001352781,0.0001478839,0.0003450015,0.1265478],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01262944,"threshold_uncertainty_score":0.04224974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00733093195250558,"score_gpt":0.1915996602149574,"score_spread":0.1842687282624518,"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."}}