{"id":"W1900349675","doi":"10.24908/pceea.v0i0.5795","title":"EXAMINING FOURTH YEAR MECHANICAL ENGINEERING STUDENT PERCEPTIONS OF GRADUATE ATTRIBUTE COMPETENCIES: YEAR THREE","year":2015,"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":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada; University of Manitoba","keywords":"Perception; Graduate students; Medical education; Psychology; Strengths and weaknesses; Mathematics education; Pedagogy; Medicine; Social psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00521452,0.0002898368,0.0003132044,0.001336367,0.003365499,0.003248441,0.001145905,0.001072712,0.004745047],"category_scores_gemma":[0.005178398,0.0003372388,0.000341128,0.0008699031,0.001057481,0.001327985,0.002553167,0.001942317,0.000583954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003319341,"about_ca_system_score_gemma":0.006338915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01336311,"about_ca_topic_score_gemma":0.04896617,"domain_scores_codex":[0.9983511,0.0003754283,0.00006241862,0.0001004972,0.0004624797,0.0006481928],"domain_scores_gemma":[0.9900603,0.00155538,0.001930989,0.0003749375,0.001708749,0.004369598],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002573173,0.005338182,0.7613282,0.0001636159,0.00002199007,0.0009996676,0.1392516,0.0005430842,0.008069995,0.002459591,0.004340073,0.07722659],"study_design_scores_gemma":[0.00002304122,0.002687332,0.6628932,0.0001640025,0.00001570739,0.000371669,0.2973231,0.0009156562,0.00616824,0.0004829667,0.02888898,0.00006608448],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974209,0.00004856583,0.00024337,0.0002641767,0.00001396527,0.0000301923,0.00003819289,0.000007563142,0.001933146],"genre_scores_gemma":[0.9925701,0.0001232086,0.0008158901,0.0002406785,0.000009561135,0.0001003921,0.0001550873,0.000004249426,0.005980833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01336311,"threshold_uncertainty_score":0.0275774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02619332089233001,"score_gpt":0.2237429386547681,"score_spread":0.1975496177624381,"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."}}