{"id":"W1919644201","doi":"10.24908/pceea.v0i0.4048","title":"INTEGRATED TEAM DESIGN PROJECTS AT CARLETON UNIVERSITY","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":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Curriculum; Culmination; Engineering management; Design education; Engineering; Key (lock); Engineering education; Engineering ethics; Feature (linguistics); Sociology; Computer science; Pedagogy; Visual arts; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.005273579,0.0007463252,0.0005446085,0.00182834,0.007976577,0.003952701,0.001966615,0.001695677,0.04740362],"category_scores_gemma":[0.002939218,0.0006724246,0.0005502494,0.0009527757,0.001939435,0.0009927053,0.004322366,0.002177717,0.007338327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01732924,"about_ca_system_score_gemma":0.03841313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08758201,"about_ca_topic_score_gemma":0.3100671,"domain_scores_codex":[0.9937965,0.001666323,0.0001239097,0.0008140522,0.002388182,0.001210972],"domain_scores_gemma":[0.9904464,0.0005191691,0.0001142451,0.0005517905,0.002337234,0.006031097],"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":[0.001537778,0.003374353,0.009820022,0.0005125117,0.0001244328,0.001121634,0.01704032,0.01094298,0.02433906,0.03970784,0.3348526,0.5566264],"study_design_scores_gemma":[0.0003168111,0.001645894,0.008477288,0.0002322233,0.00002907736,0.0002756053,0.008215593,0.003858117,0.01793182,0.006155076,0.9527394,0.0001231461],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2406585,0.004090015,0.08867673,0.0135063,0.002306512,0.00266253,0.004050542,0.004958929,0.6390899],"genre_scores_gemma":[0.256743,0.001028954,0.07144435,0.0006937662,0.00007264092,0.0009365723,0.001787522,0.0005536905,0.6667395],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08758201,"threshold_uncertainty_score":0.1741444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01117988598133892,"score_gpt":0.1565565340021664,"score_spread":0.1453766480208275,"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."}}