{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002009879,0.0006258159,0.0007212521,0.001341575,0.00111789,0.001826024,0.001122595,0.002462226,0.0009729244],"category_scores_gemma":[0.008517003,0.000371326,0.0005051348,0.0007842911,0.001620544,0.004862276,0.001668941,0.002375918,0.0002031124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007861179,"about_ca_system_score_gemma":0.0002551448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001259457,"about_ca_topic_score_gemma":0.001098901,"domain_scores_codex":[0.9981893,0.0007412487,0.00005822685,0.0002010299,0.0006727051,0.0001376037],"domain_scores_gemma":[0.9960251,0.002728049,0.0002163956,0.0004095625,0.000463541,0.0001572812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002392102,0.001132287,0.03543562,0.001460552,0.0007327657,0.008224438,0.005823736,0.2439923,0.06441869,0.165083,0.04774794,0.4235566],"study_design_scores_gemma":[0.00007601316,0.001237013,0.00768915,0.0002789875,0.0001422041,0.005515212,0.001932548,0.8023325,0.04375638,0.05866436,0.07819191,0.0001837706],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.449007,0.01877155,0.4589058,0.01656266,0.001481324,0.0004133407,0.000416513,0.004876167,0.04956571],"genre_scores_gemma":[0.9419125,0.005396911,0.04373628,0.001360116,0.0006949026,0.00006346144,0.0002427252,0.0002498535,0.006343222],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002462226,"threshold_uncertainty_score":0.01062942,"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."}}