{"id":"W2115233153","doi":"10.24908/pceea.v0i0.4799","title":"STUDENT’S PERSPECTIVE ON IMPROVEMENTS FOR SECOND YEAR AND OTHER UNDERGRADUATE ENGINEERING DESIGN COURSES","year":2013,"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":"Queen's University","funders":"Queen's University; Strong","keywords":"Multitude; Perspective (graphical); Work (physics); Point (geometry); Mathematics education; Medical education; Engineering ethics; Psychology; Computer science; Engineering; Medicine; Political science; Mechanical engineering; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00951794,0.0005438106,0.0003665349,0.0009454497,0.009541339,0.01183627,0.001723191,0.005960897,0.01703989],"category_scores_gemma":[0.01928189,0.0002530801,0.0008631171,0.001052975,0.002905427,0.003791079,0.004697244,0.008203639,0.002904146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006770563,"about_ca_system_score_gemma":0.01559035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01068565,"about_ca_topic_score_gemma":0.02147502,"domain_scores_codex":[0.9876655,0.003417677,0.0003757293,0.0006248106,0.003815157,0.004101013],"domain_scores_gemma":[0.9683856,0.002227373,0.001470079,0.000547752,0.008311221,0.01905788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002771063,0.002240438,0.04085256,0.0004929713,0.00004415943,0.002898535,0.1157733,0.0009158119,0.008425593,0.05037042,0.5038244,0.2738847],"study_design_scores_gemma":[0.00005377115,0.001262371,0.03849142,0.0003843839,0.00002728437,0.001161994,0.1919591,0.0007535939,0.002668992,0.005656919,0.7574247,0.0001556104],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2287468,0.001806403,0.003457251,0.6326222,0.007310067,0.0001312421,0.0001683437,0.0003589824,0.1253987],"genre_scores_gemma":[0.8631199,0.001573692,0.003274496,0.06325475,0.001322828,0.00008816368,0.0001258184,0.0001407206,0.06709975],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01703989,"threshold_uncertainty_score":0.05700415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005998730984581228,"score_gpt":0.2134179345959007,"score_spread":0.2074192036113195,"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."}}