{"id":"W2156630404","doi":"10.1109/bss.1997.658906","title":"A hybrid VBR/ABR service for scalable MPEG2 video networking: a simulation-based analysis","year":2002,"lang":"en","type":"article","venue":"","topic":"Network Traffic and Congestion Control","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Computer Research Institute of Montréal","funders":"","keywords":"Computer science; Jitter; Variable bitrate; Computer network; Scalability; Asynchronous Transfer Mode; Real-time computing; Constant bitrate; Quality of service; Telecommunications","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":[0.0002813015,0.0001851464,0.0002961232,0.0001876014,0.0002365462,0.0002676524,0.0006433736,0.00005502446,0.0003195867],"category_scores_gemma":[0.00003330561,0.0001718316,0.0002358708,0.001590809,0.00001656652,0.0002774344,0.00005303377,0.00008218689,0.0001225581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003587166,"about_ca_system_score_gemma":0.00003503859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002746215,"about_ca_topic_score_gemma":0.00009137068,"domain_scores_codex":[0.9983866,0.00005906806,0.0003256473,0.00053092,0.000263388,0.0004343509],"domain_scores_gemma":[0.9977541,0.00105543,0.0001154584,0.0006368453,0.0002811141,0.0001570617],"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":[0.000009013937,0.00005823644,0.0003909101,0.000005917829,0.0001347303,0.000002277262,0.00003235948,0.888597,0.000002036715,0.002419794,0.003294637,0.1050531],"study_design_scores_gemma":[0.0007899879,0.00003840159,0.00008711123,0.000007894452,0.0001498655,5.223922e-7,0.000002680457,0.9580831,0.00001441679,0.000346051,0.04026361,0.0002163818],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001640761,0.0002201603,0.9908302,0.004502024,0.0002626157,0.0003294398,0.000002992176,0.00044062,0.001771128],"genre_scores_gemma":[0.9703252,0.000003835629,0.02127286,0.006213375,0.0002941447,0.000078766,0.00001011425,0.00001182839,0.001789831],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9695574,"threshold_uncertainty_score":0.700709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02481125538003671,"score_gpt":0.2375355573555374,"score_spread":0.2127243019755006,"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."}}