{"id":"W2150310088","doi":"10.1002/spe.609","title":"Performance evaluation for VBR Continuous Media File Server admission control","year":2004,"lang":"en","type":"article","venue":"Software Practice and Experience","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Saskatchewan","funders":"","keywords":"Computer science; Control (management); Variable bitrate; Operating system; World Wide Web; Computer network; Database; Bit rate","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0008935947,0.00008032124,0.0001125039,0.00004102104,0.0006323031,0.00005418964,0.0002358714,0.000124847,0.0007018117],"category_scores_gemma":[0.01564831,0.00007626781,0.00002469644,0.0001429765,0.0002592062,0.0008149912,0.00003855548,0.0001185668,0.0000281019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000070958,"about_ca_system_score_gemma":0.0002772205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004581156,"about_ca_topic_score_gemma":0.0002254927,"domain_scores_codex":[0.998977,0.0001314298,0.0001576925,0.0001982838,0.0003163053,0.0002192951],"domain_scores_gemma":[0.9978458,0.001286285,0.0001450114,0.0002388783,0.0003745876,0.0001094252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003755539,0.0003425281,0.006278588,0.00002783912,0.00003195214,0.000003078734,0.2316287,0.00004229856,0.0003714532,0.01046176,0.00292692,0.7475094],"study_design_scores_gemma":[0.003842294,0.0002195746,0.00612149,0.00009865109,0.00007813382,0.00001277848,0.07220232,0.001206002,0.0007631068,0.002434192,0.9126111,0.0004103844],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9582918,0.00188115,0.007401943,0.02259977,0.0008193585,0.002211459,0.00005860808,0.0006091396,0.00612673],"genre_scores_gemma":[0.9826569,0.0005947827,0.01526886,0.0008218333,0.0000747663,0.000454709,0.00002714539,0.000007056066,0.00009394524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9096842,"threshold_uncertainty_score":0.9926433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03537518739894085,"score_gpt":0.3660041986972919,"score_spread":0.3306290112983511,"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."}}