{"id":"W2066493245","doi":"10.1109/tpds.2013.260","title":"Expansion Properties of Topology for Networking of Information in Cloud","year":2013,"lang":"en","type":"article","venue":"IEEE Transactions on Parallel and Distributed Systems","topic":"Cooperative Communication and Network Coding","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Cloud computing; Network topology; Distributed computing; Linear network coding; Computer network; Internet topology; The Internet; Information-centric networking; Network architecture; Reliability (semiconductor); World Wide Web","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001593089,0.0000725219,0.0001775592,0.00009118116,0.00007701507,0.00003419697,0.0001772347,0.00005342848,0.000001964059],"category_scores_gemma":[0.000004609913,0.00006025932,0.00003296166,0.0002047665,0.00004155572,0.0003655232,0.000003887264,0.00006487504,0.000001617777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001947589,"about_ca_system_score_gemma":0.00002371983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001189772,"about_ca_topic_score_gemma":0.0000275299,"domain_scores_codex":[0.9992719,0.00008221537,0.000376702,0.00008678871,0.00007234255,0.0001100524],"domain_scores_gemma":[0.9994266,0.00007396024,0.000119518,0.0002070823,0.0001438566,0.00002897216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001324828,0.0002728777,0.0002047161,0.000404279,0.00005843003,2.126468e-7,0.004846917,0.9047325,0.008702304,0.012518,0.0007188648,0.06740847],"study_design_scores_gemma":[0.0008651027,0.0001608099,0.0003281233,0.0002484539,0.000005525028,0.000004294087,0.0006151539,0.9949071,0.001732609,0.0001560245,0.0008519274,0.0001249227],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04897191,0.0005222058,0.9495134,0.000175235,0.0003227504,0.0004315202,0.00001058202,0.00002025013,0.000032147],"genre_scores_gemma":[0.9988562,0.0003426573,0.0005965715,0.00002080969,0.00001129199,0.0001518338,0.000006143683,0.000001990708,0.00001249322],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9498843,"threshold_uncertainty_score":0.2457304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03776056023272789,"score_gpt":0.2463799267248579,"score_spread":0.20861936649213,"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."}}