{"id":"W1948735765","doi":"10.24908/pceea.v0i0.3887","title":"CDEN DESIGN MODULE DEVELOPMENT: A DEVELOPER'S PERSPECTIVE","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Formative assessment; Perspective (graphical); Development (topology); Software engineering; Engineering management; Knowledge management; Engineering; Artificial intelligence; Sociology","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":[0.02605481,0.000501353,0.0003229703,0.002583867,0.004332736,0.01013808,0.002359641,0.004563891,0.007087419],"category_scores_gemma":[0.02648883,0.000703081,0.0003254396,0.001636863,0.005063913,0.007206645,0.003561615,0.004147323,0.001914061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006447284,"about_ca_system_score_gemma":0.009315125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01271945,"about_ca_topic_score_gemma":0.02609195,"domain_scores_codex":[0.9817168,0.009993661,0.0009326556,0.001124224,0.005125552,0.001107107],"domain_scores_gemma":[0.9664133,0.01526603,0.0006754856,0.001836817,0.01323966,0.002568831],"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":[0.00007466059,0.0003003208,0.009135608,0.0005677927,0.00001351634,0.002235916,0.06693472,0.001258087,0.003404309,0.6054568,0.1071002,0.203518],"study_design_scores_gemma":[0.00002197995,0.0001048486,0.001351488,0.0005444964,0.00001132093,0.001793123,0.02413225,0.001891169,0.002560926,0.01800509,0.9495463,0.00003714421],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.04451464,0.009015135,0.2247253,0.2415121,0.002491825,0.0002429486,0.0002558893,0.0008704188,0.4763718],"genre_scores_gemma":[0.5535831,0.01347902,0.1922144,0.03841775,0.001102561,0.0004140197,0.0003214689,0.00105397,0.1994137],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02605481,"threshold_uncertainty_score":0.1377926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0200669285863958,"score_gpt":0.1993703507970386,"score_spread":0.1793034222106428,"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."}}