{"id":"W2946992804","doi":"","title":"Network Analytics for Streaming Traffic Analysis","year":2019,"lang":"en","type":"article","venue":"Immunotechnology","topic":"Internet Traffic Analysis and Secure E-voting","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Computer science; Analytics; Traffic analysis; Data analysis; Field (mathematics); Traffic generation model; Network traffic simulation; Mode (computer interface); Network traffic control; Computer network; Data science; Data mining; 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":[0.0003845037,0.0001814094,0.0004851102,0.0004540988,0.0001121519,0.000096006,0.001301799,0.0002565969,0.00004574372],"category_scores_gemma":[0.0000401722,0.0001704121,0.0003899317,0.00190501,0.00004755577,0.0001424739,0.0002154736,0.0002488492,0.00008719923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005390227,"about_ca_system_score_gemma":0.00003169299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005729008,"about_ca_topic_score_gemma":0.00005600031,"domain_scores_codex":[0.9983611,0.00003324703,0.0004013363,0.0005229428,0.0001488647,0.000532541],"domain_scores_gemma":[0.9988634,0.0001675893,0.0001885175,0.0006442808,0.0001061431,0.00003009252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000006644894,0.00002997865,0.0001581179,0.00000614598,0.0008121306,0.000004464255,0.0001034261,0.6288906,0.0000516841,0.3447231,0.0001918096,0.02502189],"study_design_scores_gemma":[0.0003165162,0.0001134762,0.0001350719,0.000008596122,0.0002350003,0.000006797415,0.00006338444,0.994923,0.0000440865,0.0001898463,0.003764852,0.000199365],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2681002,0.0004180818,0.7300697,0.0005424779,0.0002832749,0.0001467456,0.000001418056,0.0003293724,0.00010877],"genre_scores_gemma":[0.9804475,0.000009108021,0.01884817,0.0001301088,0.00005311464,0.00001348102,0.00001343052,0.00001199282,0.0004730413],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7123474,"threshold_uncertainty_score":0.6949204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009506699155427591,"score_gpt":0.2313045003041662,"score_spread":0.2217978011487386,"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."}}