{"id":"W4206676904","doi":"10.1145/1218063.1217937","title":"Fireflies","year":2006,"lang":"en","type":"article","venue":"ACM SIGOPS Operating Systems Review","topic":"Distributed systems and fault tolerance","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"PlanetLab; Computer science; Scalability; Computer network; Protocol (science); Set (abstract data type); Distributed computing; Intrusion; 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":[],"consensus_categories":[],"category_scores_codex":[0.0009178938,0.000249658,0.0006010324,0.00003469003,0.000253544,0.0005441997,0.001668172,0.00006706298,0.00001179355],"category_scores_gemma":[0.0002681256,0.0001945949,0.0001204567,0.0005298277,0.00002424728,0.0005428608,0.0002780999,0.0001378202,0.0003557164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005110241,"about_ca_system_score_gemma":0.00006624732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005455845,"about_ca_topic_score_gemma":0.000008018525,"domain_scores_codex":[0.9976139,0.0002368346,0.0008610256,0.000506505,0.0004024981,0.0003792433],"domain_scores_gemma":[0.9977646,0.0001208553,0.0002426634,0.001592735,0.0002035283,0.00007561254],"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":[0.00000109431,0.0002180056,0.004149933,0.0176107,0.00009763351,0.000204548,0.0002511979,0.001883773,0.002134196,0.3777018,0.5328202,0.06292687],"study_design_scores_gemma":[0.0003456759,0.00006253025,0.000809368,0.01575998,0.00002465099,0.0003208983,0.0000262026,0.01604374,0.0001206903,0.0001931876,0.9655352,0.0007579178],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.001985141,0.8250518,0.1398951,0.003546553,0.002503891,0.002094729,0.00003579601,0.0009769907,0.02390995],"genre_scores_gemma":[0.9671771,0.006609797,0.01562422,0.001869556,0.0009878619,0.0005881552,0.00006581096,0.00005118508,0.007026304],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.965192,"threshold_uncertainty_score":0.7935348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0161561308848781,"score_gpt":0.2634790050626419,"score_spread":0.2473228741777638,"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."}}