{"id":"W4381744914","doi":"10.1109/noms56928.2023.10154297","title":"Instant Messaging Application Encrypted Traffic Generation System","year":2023,"lang":"en","type":"article","venue":"","topic":"Internet Traffic Analysis and Secure E-voting","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Solana Networks (Canada); Dalhousie University","funders":"Mitacs","keywords":"Encryption; Computer science; Instant messaging; Traffic analysis; Android (operating system); Computer network; Computer security; Operating system","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004537931,0.00009712864,0.0001247771,0.0001662724,0.0001414847,0.000169485,0.000387747,0.00004374056,0.000006951056],"category_scores_gemma":[0.000007172618,0.00008199158,0.00006561753,0.000862805,0.00000892249,0.0002279252,0.00007449886,0.00006807385,0.0003424596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006259101,"about_ca_system_score_gemma":0.00002413358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008331723,"about_ca_topic_score_gemma":0.00003916402,"domain_scores_codex":[0.998876,0.00004888246,0.0002677597,0.0003466221,0.0002533118,0.0002073713],"domain_scores_gemma":[0.9995811,0.00002263839,0.00007469361,0.0002095002,0.00006533516,0.00004674088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[3.973226e-7,0.000008988783,0.000006403344,0.00001086317,0.00001606824,0.000005412653,0.0004316131,0.05630859,0.001673081,0.9166772,0.0005658884,0.0242955],"study_design_scores_gemma":[0.00007752374,0.000008843676,0.0000465142,0.00001020024,0.000005820568,0.000004860142,0.0001920409,0.9973527,0.0005649767,0.000002138842,0.001632156,0.0001022409],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.113705,0.0000204233,0.8798985,0.0002369906,0.000106128,0.0001004784,2.971336e-7,0.00109068,0.004841451],"genre_scores_gemma":[0.9967956,0.000004094804,0.002641677,0.00007499165,0.00006962349,0.00002360772,0.00001953724,0.000006991663,0.0003638596],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9410441,"threshold_uncertainty_score":0.440174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0175010944133856,"score_gpt":0.2341355441521636,"score_spread":0.216634449738778,"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."}}