{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005669331,0.0002295453,0.0002775958,0.0003659304,0.00006598907,0.00006721575,0.0004013283,0.0001563682,0.00002784729],"category_scores_gemma":[0.0006183957,0.000241422,0.00009433997,0.0007081221,0.0000136634,0.000187862,0.00004245246,0.0003265858,0.00002173513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002335498,"about_ca_system_score_gemma":0.0005052903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006110234,"about_ca_topic_score_gemma":0.0006095446,"domain_scores_codex":[0.9983876,0.000005051119,0.0004597856,0.0001896108,0.0005746154,0.0003833775],"domain_scores_gemma":[0.9985618,0.00004472546,0.0001707964,0.0001597215,0.0006968444,0.000366101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000005781762,0.0003503449,0.52351,0.001436251,0.0009591177,5.135755e-7,0.01443216,0.3086086,0.01923177,0.03166888,0.09889019,0.0009063772],"study_design_scores_gemma":[0.000810312,0.0000682487,0.9366114,0.0006429838,0.0001660524,0.00001042915,0.006381842,0.03728931,0.004707566,0.000132489,0.01216606,0.001013279],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993871,0.00007720986,0.0005585022,0.0004864143,0.003090045,0.0003712981,0.00003359393,0.0002642282,0.001247695],"genre_scores_gemma":[0.9936168,0.00001424814,0.005718201,0.00002682692,0.0001803563,0.00007172043,0.00001591894,0.00006147306,0.0002944091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4131014,"threshold_uncertainty_score":0.9844902,"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."}}