{"id":"W2034533972","doi":"10.5539/cis.v8n1p36","title":"Evaluation of Computer Science and Software Engineering Undergraduate’s Soft Skills in Egypt from Student’s Perspective","year":2015,"lang":"en","type":"article","venue":"Computer and Information Science","topic":"Information Systems Education and Curriculum Development","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Soft skills; Perspective (graphical); Computer science; Software; Computer Science and Engineering; Medical education; Software engineering; Mathematics education; Psychology; Artificial intelligence; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005128657,0.0001264199,0.0001559554,0.0008329444,0.0001631788,0.0006762035,0.0006677546,0.00003113557,0.00000165416],"category_scores_gemma":[0.0003658328,0.0001146358,0.00001288427,0.001743872,0.0002742386,0.01195054,0.0005074571,0.00008110714,0.00001539625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005491727,"about_ca_system_score_gemma":0.001606028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006015876,"about_ca_topic_score_gemma":0.000002685198,"domain_scores_codex":[0.996732,0.0000409267,0.0004978915,0.0002650326,0.002230094,0.0002340578],"domain_scores_gemma":[0.9955785,0.00005671369,0.0002125696,0.0002734762,0.003678022,0.0002007164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000004780398,0.0001731084,0.02153131,0.00005158225,0.00002538872,7.01864e-7,0.2450141,0.02862582,0.00007455362,0.1596025,0.0008103478,0.5440858],"study_design_scores_gemma":[0.0007036747,0.00004297153,0.2055482,0.00005570358,0.000003557911,0.00001277756,0.001136953,0.7910032,0.0002203516,0.0006490987,0.0004551354,0.0001683278],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2719811,0.00005460484,0.7257211,0.0002806947,0.001018172,0.0003314076,0.000001999611,0.0000561309,0.000554837],"genre_scores_gemma":[0.9305295,0.000007175456,0.06908197,0.0003289608,0.00003179866,0.00001495965,0.000002268622,0.000001715138,0.000001618092],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7623774,"threshold_uncertainty_score":0.8663856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01839853674761118,"score_gpt":0.2838833884454856,"score_spread":0.2654848516978744,"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."}}