{"id":"W2158743596","doi":"10.1109/jsac.2007.070105","title":"Outreach: peer-to-peer topology construction towards minimized server bandwidth costs","year":2007,"lang":"en","type":"article","venue":"IEEE Journal on Selected Areas in Communications","topic":"Peer-to-Peer Network Technologies","field":"Computer Science","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Network topology; Computer network; Server; Scalability; Upload; Bandwidth (computing); Overlay; Overlay network; Peer-to-peer; Outreach; Bandwidth allocation; Distributed computing; Multimedia; The Internet; World Wide Web; Operating system","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002413986,0.000332819,0.0004744219,0.001392218,0.0005317915,0.0003035532,0.005038937,0.000269328,0.00002350098],"category_scores_gemma":[0.001866643,0.000324522,0.0001156448,0.00361742,0.0002144707,0.0004233574,0.0006960245,0.001681788,0.0001227489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009311978,"about_ca_system_score_gemma":0.0003524701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001345655,"about_ca_topic_score_gemma":0.001518453,"domain_scores_codex":[0.9963903,0.000467092,0.0009201379,0.0004685494,0.0009317162,0.0008222056],"domain_scores_gemma":[0.9938049,0.0008653355,0.0003313057,0.002712883,0.001900927,0.0003846754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007124277,0.002024284,0.02760745,0.00001358642,0.0004183922,0.0003207602,0.005477881,0.003564975,0.00484007,0.07745913,0.1312561,0.746305],"study_design_scores_gemma":[0.01207648,0.003203563,0.3537198,0.001135209,0.000176984,0.008687043,0.002452696,0.01845915,0.03106409,0.03824411,0.5265601,0.004220779],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4473672,0.0003447836,0.3313558,0.1996743,0.00329294,0.001123754,0.00002705839,0.00140541,0.01540884],"genre_scores_gemma":[0.7659661,0.0001042371,0.2315723,0.001614782,0.0001284894,0.00003608963,0.00001303974,0.00002530862,0.0005396739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7420842,"threshold_uncertainty_score":0.9999207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03574784777431684,"score_gpt":0.3212947098671716,"score_spread":0.2855468620928547,"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."}}