{"id":"W2105840622","doi":"10.24908/pceea.v0i0.3907","title":"DESIGN PROJECTS - THE CDIO CONTEXT AND EXPERIENCE WITH INDUSTRY","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":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Strong","keywords":"CDIO; Capstone; Context (archaeology); Engineering management; Engineering; Capstone course; Component (thermodynamics); Term (time); Engineering education; Engineering ethics; Computer science","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":[0.01643148,0.0004417782,0.0003679082,0.001228158,0.00870089,0.009139389,0.002179542,0.002819935,0.01116114],"category_scores_gemma":[0.01618691,0.0007997093,0.000386186,0.002002173,0.007220533,0.004863861,0.01412581,0.005380909,0.002426567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005486337,"about_ca_system_score_gemma":0.006565739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004690416,"about_ca_topic_score_gemma":0.01089075,"domain_scores_codex":[0.9849118,0.009627639,0.0004834638,0.001067862,0.002226942,0.001682252],"domain_scores_gemma":[0.9841881,0.005836562,0.000942011,0.001206915,0.001706757,0.006119681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003059312,0.002857371,0.04117544,0.001075219,0.00002250256,0.005954698,0.5517045,0.001681938,0.00582351,0.09207942,0.05096759,0.2463519],"study_design_scores_gemma":[0.00003825233,0.0004024275,0.00690795,0.0003955138,0.000005836375,0.002962478,0.165791,0.0005956093,0.00122799,0.00489602,0.8167357,0.00004112366],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.550303,0.006653198,0.03494282,0.02702743,0.0007105992,0.0003112931,0.0001581081,0.0004736767,0.3794198],"genre_scores_gemma":[0.9184377,0.00378428,0.01361028,0.002522335,0.0001052569,0.0002338719,0.0001275251,0.0002402366,0.0609386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01643148,"threshold_uncertainty_score":0.08689904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01360658536667472,"score_gpt":0.1801624593853391,"score_spread":0.1665558740186644,"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."}}