{"id":"W2209707724","doi":"10.1109/mcom.2014.6979958","title":"Communications education and training: expanding the student experience [Guest Editorial]","year":2014,"lang":"en","type":"article","venue":"IEEE Communications Magazine","topic":"Information Systems Education and Curriculum Development","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Accreditation; Certification; Training (meteorology); Workforce; Computer science; Engineering management; Telecommunications; Medical education; Engineering; Management; Political science","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":[0.001081943,0.0001586649,0.0001583262,0.0001414367,0.001197795,0.0004990979,0.004266656,0.00006126162,0.000004819249],"category_scores_gemma":[0.0001435663,0.0001276949,0.00003865888,0.0005638328,0.0002637817,0.0007668263,0.000848175,0.000259968,0.0001755514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009859807,"about_ca_system_score_gemma":0.0002633756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002027678,"about_ca_topic_score_gemma":0.0000325334,"domain_scores_codex":[0.9983127,0.0003691573,0.0005379628,0.0002140362,0.0003578026,0.0002083848],"domain_scores_gemma":[0.9945465,0.0003882621,0.0002858096,0.004262689,0.0003964218,0.0001202851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002485377,0.0008727931,0.003098343,0.00003287318,0.00005406938,6.567858e-8,0.2361781,0.00001335255,0.0008903113,0.3423827,0.3210929,0.09538202],"study_design_scores_gemma":[0.0001911675,0.0000184407,0.00664246,0.00004649433,0.00000700058,0.00002316905,0.005872478,0.001993023,0.0000671716,0.000442616,0.984495,0.000200992],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05089638,0.004248252,0.2546076,0.1202151,0.2568934,0.004251953,0.00001421292,0.001829646,0.3070435],"genre_scores_gemma":[0.9721314,0.0004045877,0.0209508,0.001094018,0.003719172,0.0007573584,0.0000291947,0.00001146295,0.0009020629],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.921235,"threshold_uncertainty_score":0.9212593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04492941120055615,"score_gpt":0.341138321742778,"score_spread":0.2962089105422219,"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."}}