{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003236048,0.0001468489,0.0001328812,0.0009310747,0.001977789,0.002727202,0.0003421078,0.0006513995,0.003574411],"category_scores_gemma":[0.008100068,0.000157924,0.0001266352,0.0004716495,0.001726539,0.0006062718,0.001989448,0.001309086,0.0003331508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002261441,"about_ca_system_score_gemma":0.003935131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02376538,"about_ca_topic_score_gemma":0.02909153,"domain_scores_codex":[0.9976301,0.0005485102,0.00008321007,0.0001324188,0.0009243452,0.0006814079],"domain_scores_gemma":[0.9906182,0.001732978,0.001154692,0.0001902887,0.00232696,0.003976871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009650423,0.0006887631,0.7966974,0.0001133542,0.0000227118,0.0006656239,0.1508006,0.0002761966,0.006880311,0.003505112,0.002725428,0.03752791],"study_design_scores_gemma":[0.00001143335,0.0004421291,0.6903316,0.00008591575,0.00000637386,0.0003097355,0.2929555,0.0003675661,0.0007844672,0.0005234876,0.01414804,0.0000336939],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993149,0.00004535957,0.00007784749,0.0005574333,0.000005608586,0.000007197942,0.00001249714,0.000003105744,0.006142018],"genre_scores_gemma":[0.9988844,0.00006203324,0.00004275637,0.0001100994,0.000002598413,0.000003179855,0.00001590984,0.000001089445,0.0008779378],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02376538,"threshold_uncertainty_score":0.04725409,"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."}}