{"id":"W2130527451","doi":"10.1109/icme.2009.5202768","title":"Optimal resource allocation for video communication over distributed systems","year":2009,"lang":"en","type":"article","venue":"","topic":"Cooperative Communication and Network Coding","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science; Wireless ad hoc network; Distributed computing; Computer network; Optimization problem; Resource allocation; Wireless sensor network; Wireless Routing Protocol; Wireless; Routing (electronic design automation); Routing protocol","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":[0.0004517555,0.0000960501,0.0001134811,0.00005024662,0.0003104204,0.0002720996,0.001088681,0.00003815411,0.000007955957],"category_scores_gemma":[0.0000673182,0.00008950476,0.00004425404,0.0003169106,0.00002031952,0.0003930889,0.0001518767,0.0000874754,0.00001059825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006800202,"about_ca_system_score_gemma":0.0000284818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004663176,"about_ca_topic_score_gemma":0.000005333973,"domain_scores_codex":[0.9991271,0.0001422667,0.0002406394,0.0002013906,0.0001263329,0.0001622057],"domain_scores_gemma":[0.9983428,0.00019699,0.00009597168,0.001122017,0.0001845468,0.00005765279],"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":[0.00001401149,0.00009048171,0.00003576894,0.000005252997,0.00001231014,2.006017e-7,0.0003575276,0.01213883,0.001046249,0.9051543,0.04830194,0.03284309],"study_design_scores_gemma":[0.0003475628,0.00006545839,0.001406191,0.00002832408,0.000003557443,0.000002982746,0.0000355234,0.7819129,0.0002855012,0.0003310513,0.2154428,0.0001381595],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001915552,0.0008188849,0.9875115,0.005975059,0.00004899646,0.0003738808,0.000002851701,0.0002490467,0.003104275],"genre_scores_gemma":[0.9595682,0.0001107033,0.03858208,0.001047489,0.00003418227,0.00005039018,0.00009337647,0.000004680214,0.0005088801],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9576527,"threshold_uncertainty_score":0.3649898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03391522222914118,"score_gpt":0.2886163918182279,"score_spread":0.2547011695890867,"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."}}