{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04647942,0.002491346,0.001867274,0.01362684,0.00280034,0.01253469,0.007332064,0.004058497,0.02079934],"category_scores_gemma":[0.09791443,0.00164671,0.001993113,0.007028226,0.005493327,0.01591573,0.0106186,0.004784295,0.005163078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002842679,"about_ca_system_score_gemma":0.003599886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001040819,"about_ca_topic_score_gemma":0.001474114,"domain_scores_codex":[0.9658263,0.02506864,0.002807765,0.00129722,0.004569067,0.000431044],"domain_scores_gemma":[0.7437713,0.2194937,0.004899442,0.02052123,0.008076016,0.003238298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002064124,0.0008871295,0.001859093,0.003240508,0.0002290013,0.002282148,0.02899203,0.004905396,0.002282401,0.4893174,0.1390382,0.3267604],"study_design_scores_gemma":[0.0001533899,0.000134615,0.0007621525,0.002983834,0.00004711146,0.001253783,0.01108187,0.005726951,0.0008897473,0.3341406,0.6427122,0.0001136913],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008666075,0.002727452,0.8831258,0.01265586,0.001093324,0.002498174,0.002226784,0.008338626,0.0786678],"genre_scores_gemma":[0.03739276,0.001389522,0.9476177,0.001163226,0.0002677053,0.003260004,0.001958063,0.0007365136,0.006214601],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04647942,"threshold_uncertainty_score":0.2458096,"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."}}