{"id":"W2158747201","doi":"10.1109/icdcsw.2007.39","title":"Impact of Peer Churning in Trusted Gossiping for P2P Information Sharing","year":2007,"lang":"en","type":"article","venue":"","topic":"Peer-to-Peer Network Technologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Manitoba","funders":"","keywords":"Churning; Gossip; Rumor; Computer science; Node (physics); Protocol (science); Computer network; Gossip protocol; Trusted Computing; Peer-to-peer; Trusted Network Connect; Computer security; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.007794024,0.0008725239,0.001035272,0.001105939,0.002176475,0.001687738,0.001487218,0.001572265,0.0005894242],"category_scores_gemma":[0.04733234,0.0007128362,0.000536283,0.0007988053,0.002645788,0.003825218,0.002434008,0.001486689,0.0002078807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001185095,"about_ca_system_score_gemma":0.001361714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002771722,"about_ca_topic_score_gemma":0.001979046,"domain_scores_codex":[0.9893721,0.005250392,0.000695477,0.000654822,0.00318388,0.0008432887],"domain_scores_gemma":[0.9214933,0.05613527,0.007368248,0.009328072,0.00430268,0.001372451],"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":[0.004473558,0.000980965,0.04358277,0.001425648,0.0006777042,0.005059761,0.005893291,0.5904197,0.1168082,0.04099387,0.002225308,0.1874591],"study_design_scores_gemma":[0.0001580238,0.002071483,0.007155451,0.0000793987,0.0003423832,0.002183109,0.001018928,0.9136314,0.05544673,0.01520465,0.002554686,0.0001537398],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.837787,0.001564524,0.1549549,0.0006164302,0.00007947651,0.0002520137,0.00004007447,0.001023026,0.003682596],"genre_scores_gemma":[0.9933974,0.0001371643,0.006172465,0.00002437621,0.00001451428,0.00002208761,0.0000120776,0.00002608433,0.0001937816],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007794024,"threshold_uncertainty_score":0.04121923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02161486313161614,"score_gpt":0.318069622246542,"score_spread":0.2964547591149259,"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."}}