{"id":"W2057879653","doi":"10.1145/1185373.1185427","title":"A progressive flow auction approach for low-cost on-demand P2P media streaming","year":2006,"lang":"en","type":"article","venue":"","topic":"Peer-to-Peer Network Technologies","field":"Computer Science","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Bidding; Scalability; Real Time Streaming Protocol; Implementation; Live streaming; Computer network; On demand; Asynchronous communication; Peer-to-peer; Distributed computing; Multimedia; The Internet; World Wide Web","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00163557,0.0005179541,0.0006308219,0.0004864309,0.000798022,0.00125802,0.002507337,0.0007961422,0.003531979],"category_scores_gemma":[0.002621663,0.0002546107,0.0006162487,0.0005339338,0.0007886217,0.001691953,0.001016832,0.00105948,0.0004715709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009398811,"about_ca_system_score_gemma":0.001269164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001603033,"about_ca_topic_score_gemma":0.001828074,"domain_scores_codex":[0.999096,0.0003211251,0.00003507664,0.0001102268,0.000348729,0.00008877596],"domain_scores_gemma":[0.9991978,0.0003646002,0.00006132229,0.0001288878,0.0001660708,0.00008130007],"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":[0.0002129724,0.0002635113,0.0003187487,0.0001949864,0.00006961736,0.0004064501,0.0002554904,0.3649804,0.01501221,0.5003694,0.004264298,0.1136519],"study_design_scores_gemma":[0.00006120659,0.000101143,0.00009496774,0.000006083081,0.00001991496,0.0001410305,0.00002754286,0.9218902,0.002112927,0.07142954,0.004095658,0.00001981835],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01142419,0.00009192837,0.9798726,0.0001777195,0.00004005176,0.0001340277,0.00003060618,0.0001384844,0.008090465],"genre_scores_gemma":[0.5823054,0.0003230665,0.403204,0.0001254595,0.000116546,0.0003176665,0.00008676124,0.0001006097,0.01342052],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003531979,"threshold_uncertainty_score":0.01181567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01392895315049596,"score_gpt":0.2369207827524048,"score_spread":0.2229918296019088,"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."}}