{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002377315,0.0001546284,0.0001124293,0.0001361738,0.000124304,0.00006769123,0.0002404952,0.0001467454,0.00002609728],"category_scores_gemma":[0.0001755757,0.000113931,0.00002243571,0.0004378875,0.00002552746,0.0001778167,0.0000133834,0.000317034,0.000003455892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007587384,"about_ca_system_score_gemma":0.0003617294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001437541,"about_ca_topic_score_gemma":0.0008140347,"domain_scores_codex":[0.9992267,0.000004475731,0.0001839395,0.0001318679,0.0002004657,0.0002525895],"domain_scores_gemma":[0.999395,0.00002802523,0.00009616157,0.0000964779,0.0002295697,0.0001548362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001927754,0.0002789891,0.6015797,0.001332329,0.0008936751,9.052781e-7,0.1892362,0.0137964,0.005990059,0.04032352,0.1348599,0.01168908],"study_design_scores_gemma":[0.0004512171,0.00005402951,0.9169539,0.0005375693,0.0001021459,0.00004490205,0.01179951,0.009305491,0.0267574,0.0001106207,0.03291747,0.0009657181],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891037,0.0002775257,0.000268693,0.001116099,0.001509701,0.0007860822,0.000004594311,0.0002375482,0.006696015],"genre_scores_gemma":[0.9972599,0.00001311451,0.001696748,0.0001452069,0.00005706533,0.0001895481,0.000001037259,0.00003202366,0.0006053968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3153742,"threshold_uncertainty_score":0.4645972,"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."}}