{"id":"W2122317274","doi":"","title":"Towards Automatic Initial Buffer Configuration","year":2003,"lang":"en","type":"dissertation","venue":"UWSpace (University of Waterloo)","topic":"Advanced Data Storage Technologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Buffer (optical fiber); Write buffer; Skew; Workload; Throughput; Task (project management); Circular buffer; Process (computing); Page fault; Database; Distributed computing; Parallel computing; Memory management; Operating system; Cache algorithms; Cache; Wireless; Virtual memory; CPU cache; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001060003,0.0002576852,0.0003884654,0.0003651874,0.0001734118,0.00005151015,0.001371231,0.0003736776,0.0001594384],"category_scores_gemma":[0.00005286024,0.0003034823,0.0001114782,0.0003519486,0.0001070914,0.0009876587,0.0001508513,0.0002849473,0.0001294167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001183479,"about_ca_system_score_gemma":0.0001725483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002897797,"about_ca_topic_score_gemma":0.004059476,"domain_scores_codex":[0.9986756,0.00005996472,0.0001526055,0.0004764378,0.0003664975,0.0002688968],"domain_scores_gemma":[0.9985675,0.00002906144,0.0003422302,0.0008073165,0.0001953189,0.00005860787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001463507,0.0004223501,0.00005011149,0.001659985,0.000500266,0.0008505145,0.2014519,0.0001660271,0.01927951,0.1673023,0.02446471,0.583706],"study_design_scores_gemma":[0.007972986,0.00239035,0.009232745,0.002254103,0.0009401338,0.000131678,0.5045529,0.03688014,0.3278249,0.07527737,0.02500944,0.007533223],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.880726,0.0002573394,0.1053226,0.001573429,0.001807607,0.0008082271,0.00008849853,0.001654373,0.007761873],"genre_scores_gemma":[0.1159153,0.0002568994,0.3386668,0.0001025836,0.00005460015,0.000003901362,0.001711554,0.00007344463,0.5432149],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7648108,"threshold_uncertainty_score":0.9999417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01384697509009735,"score_gpt":0.23132477647112,"score_spread":0.2174778013810227,"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."}}