{"id":"W1919439983","doi":"10.24908/pceea.v0i0.5739","title":"EXPERIENCE WITH A SMALL UAV IN THE ENGINEERING DESIGN CLASS AT CAPILANO UNIVERSITY – A NOVEL APPROACH TO FIRST YEAR ENGINEERING DESIGN","year":2015,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Capilano University","funders":"","keywords":"Teamwork; Class (philosophy); Theme (computing); Engineering management; Engineering education; Key (lock); Project-based learning; Field (mathematics); Engineering; Engineering design process; Computer science; Mathematics education; Psychology; Mechanical engineering; Artificial intelligence; Management","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":[0.001358477,0.001099736,0.0004399396,0.0005556375,0.002420804,0.001919509,0.001612533,0.00117876,0.01469364],"category_scores_gemma":[0.001800628,0.0004644388,0.0005728583,0.0003161381,0.0008593271,0.001148053,0.001800481,0.001803415,0.003892332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001232115,"about_ca_system_score_gemma":0.001295111,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001100269,"about_ca_topic_score_gemma":0.005282744,"domain_scores_codex":[0.9988804,0.0003975377,0.00003528001,0.0001889286,0.000302704,0.000195158],"domain_scores_gemma":[0.9984611,0.0002075002,0.000060803,0.0001443911,0.0002281001,0.0008981539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007447829,0.01584839,0.01896116,0.001161964,0.00006481195,0.007623831,0.0733638,0.009977251,0.1275963,0.009896828,0.05506168,0.6796992],"study_design_scores_gemma":[0.0002007657,0.01158412,0.02958888,0.0004621363,0.000049703,0.007782224,0.03839754,0.01384642,0.05209775,0.00554444,0.8402094,0.0002366397],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8221695,0.001111486,0.08710765,0.002650102,0.0008454932,0.0007271437,0.0001993394,0.001315702,0.0838734],"genre_scores_gemma":[0.7663026,0.001417517,0.103738,0.0009362883,0.0002126287,0.0003114591,0.0004770036,0.0005208919,0.1260837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9988998,"threshold_uncertainty_score":0.04915518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02047110706974791,"score_gpt":0.1671976521996782,"score_spread":0.1467265451299303,"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."}}