{"id":"W3005470170","doi":"10.5430/ijhe.v9n3p1","title":"Educating Engineering Students in Egypt: Recommendations for Improvement","year":2020,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Syndicate; Government (linguistics); Engineering education; Perspective (graphical); Engineering; Engineering ethics; Political science; Engineering management; Management; Computer science; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001228089,0.00009962656,0.0001097327,0.0001960247,0.0000120275,0.00006218631,0.0003103331,0.00003146995,0.0001191192],"category_scores_gemma":[0.00005201048,0.0001068874,0.00005268964,0.0001431129,0.000003061574,0.0001973675,0.00001602358,0.0001364823,0.000007424041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003152736,"about_ca_system_score_gemma":0.0001243645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002582741,"about_ca_topic_score_gemma":5.507703e-7,"domain_scores_codex":[0.999122,0.000005261671,0.0004513893,0.00008097287,0.0002306939,0.0001096814],"domain_scores_gemma":[0.9994882,0.00003908915,0.00009908646,0.00004743156,0.0002312093,0.0000950202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001049898,0.002462683,0.0446912,0.0006240988,0.001254892,0.000008764513,0.0216938,0.1851357,0.04505032,0.01338997,0.4098505,0.2757331],"study_design_scores_gemma":[0.002143389,0.0001893866,0.1298618,0.0006276163,0.00004813015,0.00003235281,0.001577871,0.007377683,0.007713959,0.0004226188,0.8493427,0.0006624939],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9119762,0.001233391,0.0128712,0.03650907,0.03578489,0.0005590363,0.00001610621,0.0001458069,0.0009043496],"genre_scores_gemma":[0.9868359,0.0000581452,0.01115365,0.0006505189,0.001046249,0.00005774705,0.00002338717,0.00002350503,0.0001508816],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4394922,"threshold_uncertainty_score":0.4358743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01381410470423879,"score_gpt":0.3154725592150572,"score_spread":0.3016584545108185,"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."}}