{"id":"W1893078227","doi":"10.24908/pceea.v0i0.4911","title":"IMPLEMENTATION OF A QUALITY APPROACH IN ENGINEERING AT UQAM","year":2013,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Problem and Project Based Learning","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Reflection (computer programming); Quality (philosophy); Field (mathematics); Engineering ethics; Engineering management; Training (meteorology); Engineering education; Engineering; Computer science; Medical education; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05919107,0.0004050253,0.0003382936,0.002326859,0.009014928,0.008167539,0.002859091,0.003672731,0.01051938],"category_scores_gemma":[0.06021818,0.0007317791,0.0009394411,0.001736967,0.004778521,0.003123693,0.01190872,0.005191205,0.002220362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02884951,"about_ca_system_score_gemma":0.1187837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1056227,"about_ca_topic_score_gemma":0.1817302,"domain_scores_codex":[0.9322822,0.02487787,0.003538085,0.005265106,0.02477658,0.009260205],"domain_scores_gemma":[0.8577847,0.01218623,0.009386118,0.01863027,0.06442907,0.03758357],"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":[0.0004947953,0.004132719,0.06745307,0.001175473,0.0001628429,0.001854023,0.06506714,0.01051512,0.03751531,0.06650096,0.05661537,0.6885132],"study_design_scores_gemma":[0.0005482058,0.004765595,0.1979477,0.002342423,0.00007644301,0.001231165,0.04335192,0.008882006,0.01188543,0.0129518,0.7157126,0.0003045843],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4735172,0.001719572,0.2096476,0.1388922,0.003697357,0.008533321,0.0006046583,0.002952684,0.1604354],"genre_scores_gemma":[0.7502754,0.0004539954,0.1867551,0.006729868,0.0002117687,0.001718774,0.0002717067,0.0004359103,0.05314749],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1056227,"threshold_uncertainty_score":0.313036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01127886403313539,"score_gpt":0.2740046220507619,"score_spread":0.2627257580176265,"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."}}