{"id":"W1919179639","doi":"10.24908/pceea.v0i0.5785","title":"INDUSTRY PERCEPTIONS OF GRADUATE ATTRIBUTE COMPETENCIES","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":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Graduation (instrument); Accreditation; Medical education; Corporation; Psychology; Service (business); Process (computing); Perception; Engineering; Medicine; Computer science; Political science; Business; Marketing","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0003501289,0.0001537432,0.0001814767,0.0002957823,0.00006166714,0.0000417891,0.0002734056,0.0002695977,0.00002702404],"category_scores_gemma":[0.0005156593,0.000156668,0.00007140313,0.0006975445,0.00001791164,0.0001695987,0.00001852338,0.0004737164,0.00001292898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002032734,"about_ca_system_score_gemma":0.0007142675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001484174,"about_ca_topic_score_gemma":0.0008685911,"domain_scores_codex":[0.9989235,0.000003946083,0.0003312389,0.0001124885,0.0003647119,0.0002641632],"domain_scores_gemma":[0.998634,0.00002144542,0.0001455598,0.0001025825,0.000803064,0.0002933877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000001726516,0.0001627483,0.4177033,0.000842738,0.000339121,1.088263e-7,0.01035066,0.0782358,0.007744038,0.01157303,0.4720483,0.000998392],"study_design_scores_gemma":[0.0003716074,0.00002312979,0.9219643,0.0003654395,0.00008967131,0.0000104892,0.004949037,0.00880963,0.008131677,0.0001921844,0.05445328,0.0006394943],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900892,0.0001178517,0.00005245461,0.001735119,0.002832621,0.0002390596,0.00003497727,0.0001808836,0.004717778],"genre_scores_gemma":[0.9970655,0.00001253015,0.001445839,0.00006231364,0.0001164666,0.00004693097,0.0000134486,0.00003229707,0.00120462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5042611,"threshold_uncertainty_score":0.6388736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0179257200885733,"score_gpt":0.2128138235201596,"score_spread":0.1948881034315863,"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."}}