{"id":"W4249590697","doi":"10.1109/jsac.2015.2425095","title":"IEEE Communications Society Information","year":2015,"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":[0.000790888,0.001647801,0.001326115,0.00309424,0.001094624,0.003508166,0.0008727488,0.002277907,0.3513936],"category_scores_gemma":[0.004040065,0.0006334994,0.0003717974,0.003483083,0.0005617568,0.002768509,0.001672948,0.002557514,0.3688155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001046493,"about_ca_system_score_gemma":0.002318938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00412686,"about_ca_topic_score_gemma":0.003532803,"domain_scores_codex":[0.9993322,0.00009471922,0.00003978557,0.0001201176,0.0003382783,0.00007479727],"domain_scores_gemma":[0.9973605,0.0004169539,0.0001327841,0.0007074249,0.001169824,0.0002124227],"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":[0.0000412462,0.00004141909,0.0001463558,0.0001212907,0.00001114689,0.00005942694,0.00001826793,0.0009600925,0.0008848997,0.008236594,0.7838615,0.2056178],"study_design_scores_gemma":[0.00001492143,0.00002964329,0.0004319068,0.0001158117,0.00001839029,0.00008992217,0.00002265913,0.00334341,0.0008521142,0.00659607,0.9884671,0.00001819747],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002003749,0.006227477,0.0382933,0.00871138,0.009935514,0.0003219939,0.0093615,0.005197315,0.9199477],"genre_scores_gemma":[0.01095276,0.006662324,0.003968718,0.001378604,0.001808684,0.0002080839,0.01000002,0.0006993882,0.9643213],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6486064,"threshold_uncertainty_score":0.9251584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1274289288008805,"score_gpt":0.2789224988363914,"score_spread":0.1514935700355109,"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."}}