{"id":"W2601951093","doi":"10.24908/pceea.v0i0.6515","title":"CONCEPTS ONLY PLEASE! INNOVATING A FIRST YEAR ENGINEERING COURSE","year":2017,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"University of Waterloo","keywords":"Deliverable; Teamwork; Course (navigation); Process (computing); Restructuring; Constructive; Plan (archaeology); Critical thinking; Mathematics education; Psychology; Computer science; Engineering; Engineering management; Management","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000365206,0.0002625659,0.0002337037,0.0002488388,0.000393698,0.0003168455,0.0006663399,0.0001933794,0.00005539816],"category_scores_gemma":[0.001212378,0.000284358,0.0000953421,0.0003754331,0.00002117912,0.0004593007,0.00004516322,0.0003730036,0.00002979576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002057027,"about_ca_system_score_gemma":0.0006773715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0013279,"about_ca_topic_score_gemma":0.002265359,"domain_scores_codex":[0.9985537,0.000002144971,0.000393021,0.000211902,0.0003674146,0.0004718206],"domain_scores_gemma":[0.998628,0.0000370185,0.0002909657,0.0002725548,0.0004981137,0.0002734126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003695431,0.0002136305,0.6135955,0.002239233,0.0007671767,9.198383e-7,0.004866355,0.06136043,0.004595278,0.07796989,0.2291843,0.005203519],"study_design_scores_gemma":[0.0004860682,0.00001379964,0.8171738,0.0007894423,0.00008037413,0.00001207906,0.0004064408,0.02921383,0.002743113,0.00007293027,0.1480964,0.0009117365],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9623289,0.0003247084,0.0002013447,0.006151867,0.01196457,0.0009288428,0.00007058512,0.0008327867,0.01719639],"genre_scores_gemma":[0.9950518,0.00001777052,0.002882221,0.00007412517,0.000342972,0.00008141732,0.00001096317,0.00007934402,0.001459409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2035782,"threshold_uncertainty_score":0.9999608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004666578229689548,"score_gpt":0.2128765719152016,"score_spread":0.208209993685512,"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."}}