{"id":"W1847978693","doi":"10.24908/pceea.v0i0.3989","title":"DESIGN DIRECTED ENGINEERING EDUCATION","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of British Columbia","funders":"","keywords":"Curriculum; Engineering ethics; Engineering education; Engineering management; Engineering; Pedagogy; Psychology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003635764,0.0002866314,0.0002196259,0.0005298465,0.0001127888,0.00008217919,0.0004289162,0.0002159954,0.0001065881],"category_scores_gemma":[0.0005425842,0.0003032202,0.0000935321,0.0009597695,0.00001073638,0.0002988656,0.00002075211,0.0003204019,0.00003556273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003014275,"about_ca_system_score_gemma":0.001079459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001392754,"about_ca_topic_score_gemma":0.0003629253,"domain_scores_codex":[0.998563,0.000006233545,0.0004255784,0.0002216364,0.0003258401,0.0004577281],"domain_scores_gemma":[0.9987468,0.000040693,0.0001655193,0.0001695145,0.0005475343,0.0003300128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00001432552,0.00107227,0.08488961,0.004088257,0.001411193,6.737891e-7,0.026527,0.07680672,0.0425452,0.0517241,0.695511,0.01540969],"study_design_scores_gemma":[0.0006764497,0.00005992836,0.62585,0.00146415,0.0003044046,0.00004077269,0.00121225,0.0908351,0.08199122,0.0005431222,0.1942288,0.002793821],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.794975,0.003258779,0.006222524,0.003553443,0.06062728,0.005678306,0.00007891232,0.007986455,0.1176192],"genre_scores_gemma":[0.9785886,0.00003845492,0.01846601,0.0001240061,0.0002332763,0.000281988,0.00001333959,0.0001069705,0.002147319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5409604,"threshold_uncertainty_score":0.999942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00815763024858792,"score_gpt":0.1731950935663569,"score_spread":0.1650374633177689,"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."}}