{"id":"W1767439982","doi":"10.24908/pceea.v0i0.5851","title":"DEVELOPMENT AND USE OF SIMULATION APPS AND PHYSICAL TOYS FOR TEACHING EXPERIMENTAL DESIGN PRINCIPLES","year":2015,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Memorial University of Newfoundland","keywords":"Task (project management); Process (computing); Computer science; Engineering design process; Human–computer interaction; Multimedia; Engineering management; Engineering; Systems engineering; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01035374,0.001331087,0.0005766868,0.001861035,0.0004894021,0.001631258,0.001785428,0.0009895633,0.007085232],"category_scores_gemma":[0.03090659,0.0008890231,0.0007585366,0.0006943375,0.001027543,0.001776831,0.001944424,0.001498068,0.002469301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004578679,"about_ca_system_score_gemma":0.001303306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000267678,"about_ca_topic_score_gemma":0.0005490439,"domain_scores_codex":[0.9945493,0.003176411,0.0004291712,0.0003535645,0.0013351,0.0001563416],"domain_scores_gemma":[0.9682676,0.0232719,0.0008117784,0.004204833,0.002695526,0.0007483172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004531659,0.001670668,0.002638482,0.002779276,0.00007156005,0.0007332821,0.005808451,0.008900321,0.06050168,0.02105939,0.01350526,0.8818785],"study_design_scores_gemma":[0.0009218803,0.005439383,0.01275445,0.003463348,0.0002144171,0.005404253,0.0023476,0.05826714,0.1546775,0.03235091,0.7237887,0.0003705127],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02425098,0.0006889387,0.9536546,0.0005525498,0.0003426642,0.002995993,0.0002431248,0.005369707,0.01190147],"genre_scores_gemma":[0.03561962,0.0006959146,0.9563458,0.0001303042,0.00004883492,0.002723936,0.0001554456,0.0004856522,0.003794547],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01035374,"threshold_uncertainty_score":0.05475646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05245492548437607,"score_gpt":0.2725111092455548,"score_spread":0.2200561837611787,"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."}}