{"id":"W4234771995","doi":"10.1109/jsac.2014.2349631","title":"IEEE Communications Society Information","year":2014,"lang":"en","type":"article","venue":"IEEE Journal on Selected Areas in Communications","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo; Institut National de la Recherche Scientifique","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":[0.0007829461,0.001657003,0.001324166,0.003066226,0.001102556,0.003489098,0.0008704052,0.002285856,0.3514344],"category_scores_gemma":[0.003939662,0.0006304552,0.0003740762,0.003472089,0.0005621208,0.002731505,0.00166801,0.002558747,0.368841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001040316,"about_ca_system_score_gemma":0.00229104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004108971,"about_ca_topic_score_gemma":0.003519227,"domain_scores_codex":[0.9993337,0.00009525018,0.0000390266,0.000120703,0.0003363201,0.0000749369],"domain_scores_gemma":[0.9974044,0.0004106435,0.0001299161,0.000690003,0.001154686,0.0002103957],"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":[0.0000421835,0.00004240514,0.000149863,0.0001217013,0.00001137953,0.00006071766,0.00001842225,0.0009708245,0.0009219931,0.00814477,0.7799598,0.209556],"study_design_scores_gemma":[0.0000151242,0.00003073475,0.0004420252,0.0001154035,0.00001888486,0.00009168439,0.00002284738,0.003348998,0.0008640966,0.006514537,0.9885174,0.00001825529],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002039923,0.006262354,0.0376979,0.008669128,0.009981497,0.0003162906,0.008911445,0.005105538,0.9210159],"genre_scores_gemma":[0.01092508,0.006571361,0.003865569,0.001371255,0.001802951,0.0002035547,0.009553663,0.00068866,0.965018],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6485656,"threshold_uncertainty_score":0.9251001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06243337712605035,"score_gpt":0.2558702963348722,"score_spread":0.1934369192088218,"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."}}