{"id":"W1934667853","doi":"10.24908/pceea.v0i0.3831","title":"THIRD YEAR INTEGRATED DESIGN PROJECT FOR THIRD YEAR CIVIL ENGINEERING STUDENTS","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":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Deliverable; Competition (biology); Engineering; Engineering management; Curriculum; Engineering education; Civil engineering; Engineering ethics; Pedagogy; Systems engineering; Sociology","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":[0.003489775,0.0007802764,0.0005778857,0.0008698853,0.003595368,0.003457437,0.002061481,0.001544086,0.03765278],"category_scores_gemma":[0.002728085,0.0005255215,0.0008164898,0.0005699954,0.0008759758,0.0009127216,0.005191412,0.002908543,0.009940891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003560433,"about_ca_system_score_gemma":0.01031099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006608421,"about_ca_topic_score_gemma":0.02601854,"domain_scores_codex":[0.9980522,0.0002632076,0.00004884198,0.0002044976,0.0007539791,0.0006771735],"domain_scores_gemma":[0.9919458,0.0001916194,0.0001745171,0.0003915892,0.001435071,0.005861428],"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":[0.0006654364,0.01370528,0.01793269,0.0003045132,0.00002167756,0.001059703,0.01580976,0.002058504,0.03440606,0.02621277,0.3620339,0.5257898],"study_design_scores_gemma":[0.0002356688,0.005626331,0.04198334,0.0002297155,0.00002456414,0.001414121,0.01061028,0.003346307,0.01915749,0.00699251,0.9102671,0.0001126292],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5396166,0.0008240125,0.08032456,0.009395082,0.003267099,0.004586533,0.001988653,0.00421273,0.3557847],"genre_scores_gemma":[0.3694166,0.0005447829,0.1188934,0.001886193,0.0002138227,0.002349547,0.002178822,0.0005119616,0.5040048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03765278,"threshold_uncertainty_score":0.1259611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01433738992268313,"score_gpt":0.2128174178226021,"score_spread":0.1984800278999189,"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."}}