{"id":"W2145379941","doi":"10.1109/pccc.2012.6407748","title":"A system analysis of reputation-base defences against pollution attacks in P2P streaming","year":2012,"lang":"en","type":"article","venue":"","topic":"Peer-to-Peer Network Technologies","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Reputation; Computer science; The Internet; Computer security; Limiting; Reputation system; Order (exchange); Quality (philosophy); Internet privacy; Computer network; World Wide Web; Business","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":[0.0004892038,0.0001037251,0.0002462893,0.0009243254,0.00004313344,0.00004219946,0.0005886713,0.00006909175,0.000002304432],"category_scores_gemma":[0.0001128953,0.00009108504,0.00007610551,0.004000058,0.00003243013,0.0004553723,0.0002008937,0.0000668512,0.00001111601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001433977,"about_ca_system_score_gemma":0.00003143537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003003425,"about_ca_topic_score_gemma":0.0003955587,"domain_scores_codex":[0.9987476,0.00005978647,0.0003465379,0.0002613314,0.0002774301,0.0003073424],"domain_scores_gemma":[0.9990895,0.0001096688,0.0001380989,0.0005299965,0.00007004847,0.00006266909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000008505532,0.0001957957,0.5723633,0.00006597013,0.0003676685,0.00002067872,0.003286581,0.1830306,0.001679696,0.08708327,0.0004644854,0.1514335],"study_design_scores_gemma":[0.0001800203,0.00005397707,0.2388806,0.0001092623,0.0001013076,0.000003033742,0.002624192,0.752849,0.004670658,0.0001350472,0.00008497929,0.0003078809],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6829274,0.000108178,0.3147734,0.0003918833,0.0001206266,0.0001011504,0.000002791597,0.0003275133,0.001247001],"genre_scores_gemma":[0.9523957,0.00000316312,0.04746663,0.00006156927,0.00001442162,0.00001544198,0.000003704161,0.000003103731,0.00003630989],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5698184,"threshold_uncertainty_score":0.371434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01798970843711083,"score_gpt":0.2618129242716157,"score_spread":0.2438232158345049,"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."}}