{"id":"W1889177826","doi":"10.24908/pceea.v0i0.4052","title":"ENGINEERING EDUCATIONAL TECHNOLOGY - WHO NEEDS IT?!","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; McGill University","funders":"","keywords":"Set (abstract data type); Computer science; Teaching and learning center; Teaching method; Mathematics education; Educational technology; Engineering education; Simple (philosophy); Engineering ethics; Engineering; Engineering management; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.004216193,0.0005398176,0.0007330407,0.001399734,0.003838649,0.01106112,0.0008575807,0.006139838,0.03281618],"category_scores_gemma":[0.01316386,0.0003070737,0.0004553634,0.001580199,0.003147761,0.01637026,0.005318268,0.004614211,0.028986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002441876,"about_ca_system_score_gemma":0.006822042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002372149,"about_ca_topic_score_gemma":0.005744889,"domain_scores_codex":[0.9946458,0.001408541,0.0002380095,0.0003374881,0.00238656,0.0009836218],"domain_scores_gemma":[0.991544,0.001548714,0.0003521534,0.0004851421,0.002875427,0.003194593],"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":[0.00001854282,0.0001463899,0.006295142,0.0008284264,0.00001519785,0.0003900809,0.004715817,0.00005146851,0.000730954,0.02742406,0.5642058,0.395178],"study_design_scores_gemma":[0.000003247319,0.00004647706,0.003289548,0.001362292,0.00001030005,0.00102075,0.01384558,0.00004774478,0.000230087,0.01203189,0.9680881,0.00002399449],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.006528099,0.02829863,0.00173531,0.8083283,0.01176574,0.00005036539,0.0001653231,0.0003377621,0.1427905],"genre_scores_gemma":[0.1887576,0.08339503,0.0079818,0.3077116,0.01066208,0.0002152634,0.0006336116,0.0003893187,0.4002537],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03281618,"threshold_uncertainty_score":0.109781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005084890203525625,"score_gpt":0.1718768905957322,"score_spread":0.1667920003922066,"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."}}