{"id":"W2604590571","doi":"10.24908/pceea.v0i0.6458","title":"THE ENGINEERING DESIGN PROCESS: AN “ENGINEERING PHILOSOPHY” COURSE AT THE GRADUATE LEVEL","year":2017,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Cognitive Science and Education Research","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Course (navigation); Engineering design process; Competence (human resources); Mathematics education; Engineering education; Engineering; Computer science; Psychology; Engineering management; Mechanical engineering","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":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.00159659,0.0002121894,0.0001436381,0.0001648543,0.002362663,0.0008674246,0.001624622,0.00009762359,0.00001986354],"category_scores_gemma":[0.01064125,0.0001497746,0.00008927964,0.0005033281,0.0001140276,0.0007509365,0.00009881029,0.0004334392,0.00003022517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001297014,"about_ca_system_score_gemma":0.001213138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001312967,"about_ca_topic_score_gemma":0.001147379,"domain_scores_codex":[0.997869,0.00001901442,0.0002870255,0.0003604432,0.0008293982,0.0006350918],"domain_scores_gemma":[0.9976841,0.0003549561,0.0004493875,0.0003847404,0.0008047431,0.0003220584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001041599,0.001078654,0.1265589,0.001528797,0.000512697,0.000003671313,0.03029681,0.1037545,0.4483085,0.1066654,0.1493411,0.03184678],"study_design_scores_gemma":[0.0006183095,0.0001013482,0.6431994,0.0005315428,0.0001291045,0.00003874372,0.001667898,0.1180438,0.2025264,0.001987935,0.02986591,0.00128962],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.934209,0.0000987059,0.00008484074,0.05760402,0.00374589,0.001373359,0.00005570399,0.0001383522,0.002690081],"genre_scores_gemma":[0.9960306,0.00002856315,0.0001082106,0.0002655115,0.0003707308,0.0001988283,0.000001987022,0.00004075342,0.002954798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5166406,"threshold_uncertainty_score":0.9989361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1171721494505465,"score_gpt":0.3273990342441585,"score_spread":0.210226884793612,"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."}}