{"id":"W2040603345","doi":"10.1109/iwqos.2010.5542735","title":"SPoIM: A close look at pollution attacks in P2P live streaming","year":2010,"lang":"en","type":"article","venue":"","topic":"Peer-to-Peer Network Technologies","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Emulation; Computer science; Live streaming; Pollution; Reputation; Computer security; Bandwidth (computing); Computer network","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":[0.0002707909,0.0001524571,0.0001530985,0.0002531332,0.00007882791,0.00009069278,0.001183977,0.0001647489,0.00005633312],"category_scores_gemma":[0.0001188804,0.0001390432,0.00003962426,0.0006335661,0.00006340478,0.0003518495,0.001203601,0.0003265048,0.0005868141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001191288,"about_ca_system_score_gemma":0.00004372411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002270489,"about_ca_topic_score_gemma":0.004497126,"domain_scores_codex":[0.9986115,0.00002155285,0.0002041409,0.000482798,0.0002374787,0.0004425319],"domain_scores_gemma":[0.9988745,0.00006253173,0.00005162748,0.0008828001,0.00004447237,0.00008405361],"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":[0.00003059754,0.0002775046,0.07214876,0.00001743005,0.00002460236,0.0002695819,0.002642059,0.0005490831,0.04835567,0.1349019,0.03767921,0.7031036],"study_design_scores_gemma":[0.002795229,0.0008836682,0.5452052,0.0002322683,0.00002167696,0.0003442739,0.0008416232,0.1684441,0.1145789,0.05732187,0.1063837,0.002947425],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9629945,0.00003475892,0.02447009,0.0048191,0.000460559,0.0002152525,0.000001816555,0.0009021498,0.00610176],"genre_scores_gemma":[0.9211759,0.000005054761,0.07617605,0.0004760984,0.00005453191,0.00001788446,0.000001233979,0.0000078842,0.002085369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7001562,"threshold_uncertainty_score":0.7542504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009659842799871587,"score_gpt":0.2458647241735286,"score_spread":0.2362048813736571,"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."}}