{"id":"W4230998896","doi":"10.1109/tcomm.2015.2432433","title":"IEEE Communications Society Information","year":2015,"lang":"en","type":"article","venue":"IEEE Transactions on Communications","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut National de la Recherche Scientifique; University of Waterloo","funders":"","keywords":"Computer science; Telecommunications; Computer network","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000780192,0.001604929,0.00129133,0.002948967,0.001074884,0.003493518,0.0008608596,0.002250823,0.3400808],"category_scores_gemma":[0.00384506,0.0006246447,0.0003536324,0.003570706,0.0005708712,0.002717921,0.001664059,0.002496874,0.3432224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001041022,"about_ca_system_score_gemma":0.002244352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004072013,"about_ca_topic_score_gemma":0.00351303,"domain_scores_codex":[0.9993766,0.00009242465,0.00003693594,0.0001104754,0.000312558,0.00007102526],"domain_scores_gemma":[0.9976416,0.0004038036,0.0001209194,0.000642631,0.001006981,0.0001840761],"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":[0.00004858329,0.0000441279,0.0001533548,0.0001348543,0.00001123502,0.00006428548,0.00002218566,0.001079629,0.0009952036,0.01007614,0.7589745,0.2283959],"study_design_scores_gemma":[0.00001503587,0.00002998149,0.0004054862,0.0001215747,0.00001807468,0.00009202359,0.00002436934,0.003169895,0.0009026345,0.007169923,0.9880332,0.00001772731],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002192858,0.006377826,0.03881199,0.008528788,0.00934998,0.0003050834,0.009500415,0.004617633,0.9203154],"genre_scores_gemma":[0.01133623,0.006920427,0.004219263,0.001266308,0.001625653,0.0002021971,0.009830827,0.000647663,0.9639515],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6599191,"threshold_uncertainty_score":0.9412946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1424938599303655,"score_gpt":0.2630951087093152,"score_spread":0.1206012487789498,"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."}}