{"id":"W2125117845","doi":"10.1109/fie.2001.963874","title":"Crisis of civil engineering education in information technology age: analysis and prospects","year":2002,"lang":"en","type":"article","venue":"","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Engineering education; Prestige; Quality (philosophy); Cartel; Engineering; Engineering management; Economics; Market economy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001272015,0.0001858506,0.0003468485,0.002511841,0.001457486,0.004157237,0.0005857688,0.001643985,0.01007641],"category_scores_gemma":[0.004725567,0.0001501903,0.0002367614,0.004594149,0.001475694,0.004027284,0.001387671,0.001678425,0.0007167438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003076867,"about_ca_system_score_gemma":0.003502027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009191605,"about_ca_topic_score_gemma":0.009890178,"domain_scores_codex":[0.9992216,0.0001911779,0.00004395184,0.00005401665,0.0001950921,0.0002941525],"domain_scores_gemma":[0.9946683,0.001419835,0.001053247,0.00007203266,0.001488373,0.00129821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0008104204,0.0008417236,0.611949,0.0006636902,0.00004061379,0.003103757,0.01041132,0.002613403,0.0008458081,0.1361624,0.03903354,0.1935244],"study_design_scores_gemma":[0.00003429597,0.0003282967,0.8278224,0.0004273627,0.000026981,0.00135471,0.06690669,0.006344162,0.0007859973,0.02379194,0.07211297,0.00006424034],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8576519,0.01115894,0.0009973336,0.07167561,0.0002129446,0.00008981275,0.001117248,0.00003819959,0.05705799],"genre_scores_gemma":[0.9872344,0.00614288,0.000270542,0.001383847,0.0002059703,0.00003174017,0.000349246,0.000007532384,0.00437381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01007641,"threshold_uncertainty_score":0.03370893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002619001994666845,"score_gpt":0.1840933453971953,"score_spread":0.1814743434025285,"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."}}