{"id":"W2011543627","doi":"10.1109/glocom.2011.6134330","title":"Collaborative Caching for Video Streaming among Selfish Wireless Service Providers","year":2011,"lang":"en","type":"article","venue":"","topic":"Caching and Content Delivery","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; University of Toronto","funders":"","keywords":"Computer science; Computer network; Cache; Server; Provisioning; Wireless; Service provider; Wireless network; Quality of experience; Quality of service; Service (business); Telecommunications; Business","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":[0.0002638226,0.0001609281,0.0001704243,0.00008396681,0.0002480067,0.0002120742,0.0006573622,0.00004892352,0.000007306183],"category_scores_gemma":[0.00003358064,0.0001449722,0.00006335736,0.0003919404,0.0000235617,0.001160291,0.0001700204,0.0001114692,0.00001127385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004616439,"about_ca_system_score_gemma":0.0001128014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002959046,"about_ca_topic_score_gemma":0.002039682,"domain_scores_codex":[0.9988213,0.00005758122,0.0002063232,0.0004312618,0.0001731031,0.0003103851],"domain_scores_gemma":[0.9989601,0.0001404413,0.0001066813,0.0003883152,0.0003003504,0.0001040853],"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":[0.0005164567,0.001637898,0.1262936,0.0009148614,0.00132457,0.0002958819,0.1958112,0.002166276,0.02575473,0.3381338,0.02756162,0.2795891],"study_design_scores_gemma":[0.002190523,0.0004032402,0.01330972,0.0002292588,0.0000720501,0.00002227758,0.008831452,0.9543974,0.01417289,0.003355107,0.001688239,0.001327795],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.593188,0.00002906571,0.3979799,0.0003670256,0.0003378811,0.000483531,0.000006153459,0.0004317717,0.007176596],"genre_scores_gemma":[0.9843339,0.000001677921,0.01379842,0.001340352,0.00004233899,0.00006574557,0.000002477985,0.0000134278,0.0004016366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9522312,"threshold_uncertainty_score":0.5911793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01869743796066764,"score_gpt":0.2156087982772644,"score_spread":0.1969113603165968,"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."}}