{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01583645,0.001042607,0.0008427423,0.00440816,0.0007530718,0.001025132,0.0008679538,0.001191849,0.02508707],"category_scores_gemma":[0.0375751,0.0004011654,0.0006744711,0.00266037,0.0007007776,0.001279849,0.001630758,0.002128813,0.008472623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001993826,"about_ca_system_score_gemma":0.002411824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001156045,"about_ca_topic_score_gemma":0.001627048,"domain_scores_codex":[0.9859962,0.006168417,0.002665735,0.0006882016,0.003724904,0.0007566114],"domain_scores_gemma":[0.9634296,0.01667849,0.002796287,0.003131248,0.01270644,0.00125797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009260976,0.00352145,0.05170175,0.004672691,0.0001252046,0.0005773958,0.02748588,0.002321539,0.01922078,0.01087694,0.1556749,0.7228953],"study_design_scores_gemma":[0.0004807481,0.003973187,0.129525,0.001285346,0.00005771957,0.0006991182,0.01421436,0.003545326,0.005481884,0.004199823,0.8362935,0.00024398],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.4551353,0.002559532,0.1316563,0.004964367,0.001963142,0.1399317,0.06685404,0.003443981,0.1934917],"genre_scores_gemma":[0.5191048,0.002468313,0.224938,0.004042709,0.0003138896,0.160759,0.02807827,0.0005275036,0.05976742],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02508707,"threshold_uncertainty_score":0.08392459,"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."}}