{"id":"W2132887523","doi":"10.24908/pceea.v0i0.3697","title":"INTEGRATING DESIGN THROUGHOUT THE CURRICULUM USING CASE STUDIES","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Curriculum; Computer science; Engineering; Mathematics education; Sociology; Psychology; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.0008756981,0.0001861459,0.0001660601,0.0001816163,0.0003248592,0.0001010996,0.0002959729,0.0001118378,0.00003548539],"category_scores_gemma":[0.001916346,0.0001452688,0.00007636171,0.0006561707,0.00002653297,0.0004374551,0.00001977279,0.0003358715,0.00001107281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001861551,"about_ca_system_score_gemma":0.0004212148,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008028098,"about_ca_topic_score_gemma":0.002274521,"domain_scores_codex":[0.9989902,0.00002151223,0.0003236073,0.0001430743,0.0002130595,0.0003084911],"domain_scores_gemma":[0.9986609,0.0001509568,0.0002586957,0.0001318423,0.0006669674,0.0001306575],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001681246,0.000608701,0.1054356,0.002509433,0.003798844,0.00001493422,0.2517011,0.0501763,0.01823319,0.1202597,0.4326682,0.01457715],"study_design_scores_gemma":[0.001569748,0.0001931364,0.0432422,0.002132118,0.002658027,0.003069703,0.1972518,0.5147936,0.07044521,0.007317105,0.1522232,0.005104169],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9188324,0.003531876,0.00443879,0.004890949,0.02223347,0.002965466,0.00004165899,0.0009868119,0.04207854],"genre_scores_gemma":[0.9896332,0.00003300155,0.009375215,0.000184097,0.0002158044,0.00006513132,0.000001133196,0.00004573066,0.0004466835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4646173,"threshold_uncertainty_score":0.9985775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04459326533966502,"score_gpt":0.2836177524985832,"score_spread":0.2390244871589182,"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."}}