{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001055302,0.00009417069,0.0001441869,0.0005090858,0.00003818521,0.00009390738,0.0007731128,0.00007812167,0.000004179724],"category_scores_gemma":[0.0003948629,0.00008174671,0.00005977305,0.0008884305,0.00001349724,0.001177656,0.0003273565,0.0001034638,0.000007442025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001454928,"about_ca_system_score_gemma":0.00003418895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001219895,"about_ca_topic_score_gemma":0.00006398843,"domain_scores_codex":[0.9989136,0.000003947713,0.0003629561,0.0001474409,0.000220852,0.000351198],"domain_scores_gemma":[0.9992455,0.0001023003,0.00010678,0.0003415443,0.0001611297,0.00004270105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00006485519,0.00005550258,0.1679,0.00005788327,0.00004164728,0.000004052183,0.005695538,0.02564849,0.003078707,0.04487139,0.003209009,0.749373],"study_design_scores_gemma":[0.0009019061,0.0002905803,0.5049658,0.000106467,0.00000299635,0.000009201948,0.0003002023,0.4791504,0.00906355,0.003452017,0.001425194,0.0003315765],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4188693,0.000005053192,0.5782089,0.0002169008,0.00005869783,0.0001594263,6.441115e-7,0.0002098707,0.002271139],"genre_scores_gemma":[0.8567148,4.273681e-7,0.1431116,0.00005854289,0.00001319092,0.000008274615,0.000002539587,0.000003292495,0.00008726148],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7490414,"threshold_uncertainty_score":0.3333534,"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."}}