{"id":"W3001997177","doi":"10.24908/pceea.vi0.13706","title":"DEVELOPING PROFESSIONAL COMPETENCE OF FACULTY AND STUDENTS OF CIVIL ENGINEERING TO MEET THE GLOBAL STANDARDS","year":2019,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Engineering education; Prosperity; Competence (human resources); Creativity; Engineering ethics; Engineering; Public relations; Political science; Medical education; Psychology; Engineering management; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00374388,0.0002261804,0.00028714,0.001180701,0.001646669,0.00435813,0.0005051016,0.0008461811,0.005271356],"category_scores_gemma":[0.01045343,0.0001562756,0.0002479749,0.0005686453,0.001301899,0.001358121,0.003295503,0.001124585,0.002192138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001475524,"about_ca_system_score_gemma":0.006408155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002397497,"about_ca_topic_score_gemma":0.004211796,"domain_scores_codex":[0.9957991,0.0009700795,0.0002191733,0.0002206756,0.001927533,0.0008634115],"domain_scores_gemma":[0.9906524,0.001203012,0.001298098,0.0003963917,0.00355522,0.002894877],"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":[0.0001349877,0.002160792,0.4073928,0.001065306,0.00005868189,0.0010748,0.0931761,0.001960466,0.02284318,0.02213235,0.03707135,0.4109292],"study_design_scores_gemma":[0.0000234442,0.0009821749,0.7039306,0.0009974496,0.00003797847,0.001621988,0.1041781,0.002101545,0.01249465,0.007674943,0.1658312,0.0001259323],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.8430154,0.0009270643,0.004791356,0.005937947,0.0001873031,0.0003722642,0.0001479845,0.0001182484,0.1445024],"genre_scores_gemma":[0.9816263,0.0005631521,0.004713663,0.0008938723,0.00003897882,0.0001420349,0.0001060124,0.00001806385,0.01189806],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.005271356,"threshold_uncertainty_score":0.01979983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004719573525754316,"score_gpt":0.2402706888611978,"score_spread":0.2355511153354435,"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."}}