{"id":"W2145989953","doi":"10.24908/pceea.v0i0.4027","title":"MENTOR-MANAGED DESIGN CHALLENGES FOR FIRST YEAR ENGINEERING","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Deliverable; Scope (computer science); Usability; Structuring; Engineering management; Computer science; Systems engineering; Key (lock); Engineering; Engineering design process; Design elements and principles; Software engineering; Construction engineering; Human–computer interaction","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":[0.03338398,0.001028212,0.0004783843,0.001073651,0.004143473,0.0093744,0.004186472,0.004039142,0.0106779],"category_scores_gemma":[0.03626916,0.0005989515,0.0007281195,0.0007917242,0.002707368,0.005503618,0.006498553,0.005110331,0.003104941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004774796,"about_ca_system_score_gemma":0.008908095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008011498,"about_ca_topic_score_gemma":0.002789961,"domain_scores_codex":[0.9693239,0.01741759,0.000978425,0.001634265,0.008386095,0.002259735],"domain_scores_gemma":[0.9527155,0.01830565,0.003988999,0.00703467,0.00760098,0.01035434],"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":[0.0002380784,0.002078296,0.007237437,0.001160947,0.0000926672,0.001952048,0.03104784,0.004841794,0.009136719,0.09534788,0.07902735,0.767839],"study_design_scores_gemma":[0.0001827609,0.002184503,0.005564053,0.0009406564,0.00004195703,0.00608095,0.02510519,0.01355242,0.01477462,0.09028326,0.8410721,0.000217564],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.1985789,0.005966013,0.6194559,0.07484918,0.002944879,0.001791084,0.0001998353,0.003723593,0.09249064],"genre_scores_gemma":[0.5744244,0.002508398,0.3052352,0.004572812,0.0005523834,0.001635237,0.000280927,0.0006408982,0.1101497],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03338398,"threshold_uncertainty_score":0.1765535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02988173337182413,"score_gpt":0.2031764839204592,"score_spread":0.1732947505486351,"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."}}