{"id":"W2885894686","doi":"10.24908/pceea.v0i0.9669","title":"OUTCOME COMPARISON FRAMEWORK FOR DESIGN COURSES IN ENGINEERING AND TECHNOLOGY","year":2018,"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":"Seneca Polytechnic; Queen's University; University of British Columbia","funders":"","keywords":"Syllabus; Context (archaeology); Stakeholder; Troubleshooting; Engineering management; Outcome (game theory); Computer science; Project-based learning; Engineering; Mathematics education; Psychology","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":[0.07633811,0.001065995,0.001013497,0.007262853,0.002892692,0.004370496,0.003405141,0.001791399,0.01014389],"category_scores_gemma":[0.08581359,0.0003281366,0.002083812,0.005570704,0.005961518,0.003277103,0.003936578,0.002716366,0.0005704342],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0237737,"about_ca_system_score_gemma":0.01742581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04291872,"about_ca_topic_score_gemma":0.02926742,"domain_scores_codex":[0.890278,0.09182092,0.003824424,0.003456122,0.008863742,0.001756907],"domain_scores_gemma":[0.9119704,0.06306967,0.005164119,0.003208062,0.01531561,0.001272108],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003597171,0.0003603119,0.008504082,0.001435759,0.0001384197,0.0001216801,0.007227719,0.008809158,0.000404177,0.890106,0.003637526,0.07889533],"study_design_scores_gemma":[0.0009499723,0.002088643,0.031731,0.004967848,0.0005604319,0.0002246122,0.02289795,0.1045476,0.00198726,0.6137231,0.2161021,0.0002195407],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06617185,0.001595346,0.8129256,0.007156109,0.0005088563,0.01016615,0.004024177,0.0003900822,0.09706174],"genre_scores_gemma":[0.4705514,0.000387636,0.4979328,0.0005079901,0.00005426344,0.02466072,0.002465374,0.00006173366,0.00337818],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9762263,"threshold_uncertainty_score":0.4037194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01116774961263271,"score_gpt":0.2450182708164161,"score_spread":0.2338505212037834,"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."}}