{"id":"W1818136897","doi":"10.24908/pceea.v0i0.4662","title":"CASE STUDIES – A TOOL FOR LEARNING","year":2012,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Accreditation; Teamwork; Subject (documents); Engineering management; Undergraduate education; Engineering; Engineering education; Computer science; Engineering ethics; Medical education; Management; World Wide Web","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004884872,0.0001610906,0.0001621172,0.0002190608,0.0001679739,0.00004975292,0.0001330255,0.0001088153,0.00001345856],"category_scores_gemma":[0.001155607,0.0001594393,0.00008195988,0.0003877722,0.000008031681,0.0002435595,0.00001285213,0.0001902136,0.000008486856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002255696,"about_ca_system_score_gemma":0.0001886371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001700019,"about_ca_topic_score_gemma":0.0002317109,"domain_scores_codex":[0.9990613,0.000003118253,0.0002639274,0.0001017715,0.0001675245,0.0004023836],"domain_scores_gemma":[0.9991337,0.00007254101,0.0001100997,0.00006565413,0.0004393985,0.0001786297],"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":[0.000004660793,0.0002773287,0.2966984,0.005516453,0.001736709,0.000001062969,0.03446416,0.06974002,0.007977238,0.04818883,0.5244665,0.0109287],"study_design_scores_gemma":[0.0009715528,0.00005087312,0.1018542,0.0007181339,0.0004281797,0.0005291159,0.008300228,0.02808731,0.01836044,0.0002986685,0.8381062,0.002295081],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872096,0.001061483,0.0001723482,0.0009226606,0.007450085,0.0007023717,0.00001667532,0.0003990143,0.002065774],"genre_scores_gemma":[0.9942343,0.00002625366,0.003029126,0.00007055151,0.0003468606,0.0002662196,0.000005936733,0.00004755781,0.001973232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3136398,"threshold_uncertainty_score":0.6501744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009644044979208533,"score_gpt":0.2252049674566721,"score_spread":0.2155609224774635,"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."}}