{"id":"W1824038691","doi":"10.24908/pceea.v0i0.4652","title":"QUESTIONNAIRE FOR ASSESSING DESIGN PRACTICES","year":2012,"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":"Université du Québec à Rimouski","funders":"","keywords":"Dimension (graph theory); Process (computing); Product (mathematics); Knowledge management; Questionnaire; Process management; Exploratory research; Computer science; Engineering management; Engineering; Mathematics","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":[0.001196324,0.0001444602,0.000127888,0.0002218978,0.00019015,0.0002005886,0.0002127084,0.0001511155,0.00002371979],"category_scores_gemma":[0.004702072,0.0001496934,0.00006554433,0.0004165964,0.000008722294,0.001335651,0.000007250497,0.0002045427,0.00001465553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001812023,"about_ca_system_score_gemma":0.000563807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008576642,"about_ca_topic_score_gemma":0.0002951168,"domain_scores_codex":[0.9990375,0.00001300138,0.0002515829,0.0001087517,0.0002167478,0.0003724367],"domain_scores_gemma":[0.9984695,0.0002292979,0.00045278,0.00008934241,0.0005161412,0.0002429953],"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":[0.00001202025,0.0003832555,0.2211127,0.002111561,0.0005554008,4.213125e-8,0.008888398,0.01676924,0.025189,0.05625253,0.6533015,0.01542434],"study_design_scores_gemma":[0.0003921152,0.00002193663,0.2933157,0.0004233473,0.0003275142,0.0000186013,0.001503365,0.02661241,0.01642838,0.0005827173,0.6594808,0.0008931996],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.600324,0.0115733,0.06547976,0.07779964,0.1037173,0.01182229,0.0001651413,0.004091516,0.1250271],"genre_scores_gemma":[0.9868988,0.00001702592,0.01088368,0.0002058179,0.0005804271,0.000165585,0.000005475925,0.00005002767,0.001193169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3865748,"threshold_uncertainty_score":0.610432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02313112288578789,"score_gpt":0.2716001700577299,"score_spread":0.248469047171942,"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."}}