{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004613717,0.0002354175,0.0002117883,0.0003965941,0.000109574,0.00005459579,0.0003823581,0.0002007438,0.00005004284],"category_scores_gemma":[0.0006005584,0.0002567356,0.0001154891,0.0003417369,0.000009230599,0.0002623154,0.00001522014,0.0002127512,0.00001480288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00139218,"about_ca_system_score_gemma":0.0002181842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005118638,"about_ca_topic_score_gemma":0.001063954,"domain_scores_codex":[0.998834,0.000003689162,0.0003140583,0.0001985098,0.0002118907,0.00043788],"domain_scores_gemma":[0.9990698,0.00008921734,0.0001244323,0.0001553907,0.0003194122,0.0002417409],"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":[0.00003780762,0.0005249024,0.02682717,0.009968067,0.002175214,5.700017e-7,0.04724155,0.2305035,0.01111186,0.3251695,0.3400145,0.006425334],"study_design_scores_gemma":[0.001449663,0.0001408102,0.1873059,0.0009665514,0.0003876641,0.00001343303,0.002124588,0.1200138,0.02962399,0.001538231,0.6539264,0.002508999],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.504696,0.0211567,0.06609001,0.03412831,0.1221589,0.02432943,0.0008141053,0.01396898,0.2126577],"genre_scores_gemma":[0.982172,0.0001595936,0.0153612,0.00006829692,0.0003758779,0.0003791644,0.000009316148,0.0001341754,0.001340407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.477476,"threshold_uncertainty_score":0.9999885,"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."}}