{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005148258,0.0001818617,0.0002002992,0.0004815361,0.00003572917,0.0001061295,0.0003455314,0.0001568685,0.00009262878],"category_scores_gemma":[0.0004692427,0.0002040021,0.00005427045,0.0008574357,0.000002780249,0.0003582133,0.00001656038,0.0003014769,0.0001457886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002780974,"about_ca_system_score_gemma":0.0003946556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003963979,"about_ca_topic_score_gemma":0.001134985,"domain_scores_codex":[0.9988439,0.000008742219,0.0003235821,0.0001960133,0.0002765955,0.0003511394],"domain_scores_gemma":[0.9991086,0.0001673019,0.0001158817,0.0001458204,0.0002173724,0.0002450301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00001494642,0.0001465153,0.09362078,0.0007732032,0.0002942657,3.201126e-7,0.0115704,0.6735134,0.07431266,0.005420066,0.1348258,0.005507641],"study_design_scores_gemma":[0.001052329,0.00007006666,0.3978175,0.001274286,0.0001254926,0.000007337788,0.003244694,0.153171,0.04611017,0.000281538,0.3949095,0.001936198],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9797629,0.00023151,0.0005344275,0.003179569,0.006939682,0.001261067,0.00003221201,0.0003009272,0.007757673],"genre_scores_gemma":[0.9950485,0.00000856001,0.002465751,0.0002157603,0.0001906991,0.00008524913,0.000004849377,0.00006065938,0.001920002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5203425,"threshold_uncertainty_score":0.8318963,"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."}}