{"id":"W47114132","doi":"10.1007/978-3-642-21596-4_28","title":"A Fair P2P Scalable Video Streaming Scheme Using Improved Priority Index Assignment and Multi-hierarchical Topology","year":2011,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Video Coding and Compression Technologies","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Scalability; Upload; Scalable Video Coding; Computer network; Network packet; Video quality; Bitstream; Bandwidth (computing); Real-time computing; Scheme (mathematics); Distributed computing; Algorithm; Decoding methods","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007375815,0.0006209452,0.0007007282,0.0008579986,0.0004936463,0.0004737327,0.003082352,0.0006763844,0.00001234032],"category_scores_gemma":[0.0001751628,0.0005416249,0.000110417,0.0004495372,0.001492212,0.0005621191,0.004722301,0.001460608,0.000005698306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000289568,"about_ca_system_score_gemma":0.0005019145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001505007,"about_ca_topic_score_gemma":0.0000609159,"domain_scores_codex":[0.9958677,0.00006187915,0.0005826447,0.001977021,0.0006161576,0.0008946222],"domain_scores_gemma":[0.9974039,0.0003420162,0.0003498557,0.001517908,0.0001649888,0.0002213302],"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":[0.00001508263,0.00007614552,0.0009729504,0.00005514916,0.00002227749,0.00007776954,0.0005917844,0.0007409427,0.003667583,0.01259581,0.000004360862,0.9811801],"study_design_scores_gemma":[0.000445144,0.0002433584,0.0004433441,0.0004184823,0.000007988027,0.0001049235,8.408496e-7,0.879629,0.003468213,0.1143606,0.000196441,0.0006816596],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001911108,0.0006337864,0.9949704,0.0003842385,0.0009266871,0.0003765826,0.000002938601,0.0004172204,0.0003770196],"genre_scores_gemma":[0.4139627,0.00005262618,0.5854257,0.0003108729,0.00009964237,0.000009713599,7.167274e-7,0.00002284042,0.0001151477],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9804985,"threshold_uncertainty_score":0.9997035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03237540103190596,"score_gpt":0.2672874910064713,"score_spread":0.2349120899745654,"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."}}