{"id":"W1851230555","doi":"10.24908/pceea.v0i0.3793","title":"EFFECTIVELY ASSESSING PROFESSIONAL ENGINEERING SKILLS","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":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Natural Sciences and Engineering Research Council of Canada","funders":"","keywords":"Acronym; Vocabulary; Software portability; Computer science; Process (computing); Mathematics education; Engineering ethics; Pedagogy; Psychology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01286235,0.000987061,0.0008047731,0.003698935,0.001151537,0.006341667,0.001439277,0.001842835,0.003744259],"category_scores_gemma":[0.06140735,0.000372368,0.0002937739,0.001359483,0.00108056,0.006047479,0.004950984,0.001142181,0.002126481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001090011,"about_ca_system_score_gemma":0.002994404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001479804,"about_ca_topic_score_gemma":0.002284015,"domain_scores_codex":[0.9810514,0.006874247,0.00103286,0.001856066,0.00858188,0.0006034708],"domain_scores_gemma":[0.9682012,0.01699573,0.001931151,0.002054381,0.009967757,0.0008497278],"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":[0.0001332184,0.000346121,0.0294315,0.000538223,0.00002967219,0.0001455558,0.008979931,0.002266729,0.01399768,0.009993794,0.00638382,0.9277537],"study_design_scores_gemma":[0.0001694089,0.002614319,0.1170951,0.003391152,0.0002408154,0.003683103,0.05918825,0.09396185,0.1004277,0.2338611,0.3847806,0.0005865491],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3335945,0.001777375,0.5472158,0.003563788,0.0005740632,0.0009260307,0.0003344249,0.003179258,0.1088347],"genre_scores_gemma":[0.6990916,0.00101658,0.2884991,0.0007767476,0.0001206543,0.00041244,0.0002810249,0.0001648628,0.00963698],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01286235,"threshold_uncertainty_score":0.06802344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004372542014036061,"score_gpt":0.1901333448610469,"score_spread":0.1857608028470109,"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."}}