{"id":"W2209028276","doi":"10.1109/mcom.2015.7105660","title":"Communications education and training: industry certification and university accreditation [Guest Editorial]","year":2015,"lang":"en","type":"article","venue":"IEEE Communications Magazine","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Accreditation; Certification; Computer science; Training (meteorology); Test (biology); Event (particle physics); Engineering management; Engineering education; Professional certification (computer technology); Join (topology); Medical education; Management; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002730844,0.0001381816,0.0001220665,0.0001821516,0.0001775108,0.00006608541,0.0004890519,0.0001783036,0.000002927011],"category_scores_gemma":[0.00009611122,0.0001702861,0.00001477118,0.0003776987,0.0001488006,0.000330668,0.0001125852,0.0004141578,0.0000339102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001779226,"about_ca_system_score_gemma":0.0002306453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001827941,"about_ca_topic_score_gemma":0.00004246058,"domain_scores_codex":[0.999303,0.00007681873,0.0002154578,0.0001433894,0.0001293601,0.0001319238],"domain_scores_gemma":[0.9982939,0.00008848562,0.00005667251,0.00109477,0.0002572735,0.0002088524],"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":[0.00001082147,0.0005128551,0.002428642,0.0001111938,0.0001119423,3.541721e-7,0.02060577,0.0009869034,0.002996337,0.008967832,0.9122041,0.05106323],"study_design_scores_gemma":[0.0002933869,0.00001543173,0.007651721,0.00004449077,0.00003269662,0.00001339836,0.003979702,0.005738344,0.00006582558,0.000166705,0.9817625,0.0002357676],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6340248,0.02082551,0.0151138,0.05118115,0.1729863,0.00337149,0.0002082997,0.005312322,0.09697633],"genre_scores_gemma":[0.9788749,0.001796244,0.01507298,0.00006170164,0.00276843,0.00006108816,0.0003136606,0.00003587398,0.001015177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.34485,"threshold_uncertainty_score":0.6944065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05971318708501491,"score_gpt":0.2793033852273759,"score_spread":0.219590198142361,"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."}}