{"id":"W2602711680","doi":"10.24908/pceea.v0i0.6463","title":"BUILDING A MORE COMPLETE DESIGN EXPERIENCE: PHILOSOPHIES AND REFLECTIONS FROM A SECOND YEAR MECHANICAL ENGINEERING DESIGN PROJECT COURSE","year":2017,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Teamwork; Engineering design process; Curriculum; Process (computing); Engineering management; Engineering; Project-based learning; Design process; Mathematics education; Computer science; Work in process; Psychology; Pedagogy; Mechanical engineering; Operations management","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":[0.0204769,0.001606627,0.0007256444,0.001150645,0.01387125,0.01314598,0.004232263,0.006732948,0.004446986],"category_scores_gemma":[0.01457236,0.001224345,0.0009113008,0.0006162514,0.01229422,0.007881549,0.01150248,0.01270138,0.001341939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007303694,"about_ca_system_score_gemma":0.005760129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006203867,"about_ca_topic_score_gemma":0.01330307,"domain_scores_codex":[0.9817307,0.01149968,0.0003162145,0.000983703,0.003029365,0.002440342],"domain_scores_gemma":[0.9911369,0.003711485,0.0003239903,0.0005218808,0.001296057,0.003009696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001668472,0.003127297,0.003462241,0.0003728621,0.0000201385,0.002514254,0.8926838,0.001146987,0.006037749,0.02118596,0.01464886,0.05463304],"study_design_scores_gemma":[0.0001094047,0.001535124,0.006148362,0.000586019,0.00002317629,0.002142732,0.7183617,0.002187897,0.004620633,0.006675728,0.2574126,0.0001966002],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8381849,0.001906652,0.02800055,0.0267477,0.0007194377,0.0006174704,0.00006982082,0.000244895,0.1035087],"genre_scores_gemma":[0.8886108,0.002844678,0.01939257,0.006327132,0.0001922357,0.0005633602,0.0001287013,0.0003849308,0.0815556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0204769,"threshold_uncertainty_score":0.1082935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03425804111233875,"score_gpt":0.2740804380688481,"score_spread":0.2398223969565094,"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."}}