{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002545752,0.0001795131,0.0001454178,0.0003358819,0.0001214349,0.00003070447,0.0003102213,0.0001561237,0.00008394787],"category_scores_gemma":[0.0002326719,0.0001853784,0.0000648294,0.000738138,0.00001224918,0.00020399,0.00002205122,0.0002086583,0.00002586007],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005445476,"about_ca_system_score_gemma":0.0006027356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003014101,"about_ca_topic_score_gemma":0.001665987,"domain_scores_codex":[0.9991081,0.000006290143,0.0002034024,0.0001587504,0.0002116087,0.000311872],"domain_scores_gemma":[0.9991819,0.00002057472,0.0001096549,0.0001020581,0.0003670633,0.0002187577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001608073,0.0002838958,0.1183161,0.00105697,0.0006912458,8.001304e-7,0.02109227,0.01733571,0.01803543,0.0207336,0.7993944,0.003043475],"study_design_scores_gemma":[0.0006688771,0.00005182799,0.4069943,0.0005481564,0.0001904738,0.00002191724,0.003270059,0.02735273,0.06546424,0.0001046171,0.4937789,0.001553925],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8800618,0.0002709628,0.0008074466,0.0009711168,0.008238354,0.001676436,0.00005238011,0.001291025,0.1066305],"genre_scores_gemma":[0.9891099,0.000021391,0.005279507,0.0000628073,0.00006292024,0.00002716403,0.000009417518,0.00004574966,0.005381165],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3056155,"threshold_uncertainty_score":0.9983724,"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."}}