{"id":"W2050588875","doi":"10.1145/2767386.2767413","title":"Improved Analysis of Deterministic Load-Balancing Schemes","year":2015,"lang":"en","type":"preprint","venue":"","topic":"Markov Chains and Monte Carlo Methods","field":"Mathematics","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Agence Nationale de la Recherche; Aix-Marseille Université","keywords":"Load balancing (electrical power); Computer science; Markov chain; Algorithm; Markov process; Set (abstract data type); Graph; Stochastic matrix; Parallel computing; Theoretical computer science; Mathematics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002021006,0.0003338554,0.001410922,0.0003458106,0.00002315296,0.00003756873,0.0004031281,0.0003657009,0.00008621084],"category_scores_gemma":[0.002546852,0.0002765137,0.0006318946,0.0003423018,0.00005871584,0.00002145279,0.0007757706,0.0003542114,6.034436e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000183581,"about_ca_system_score_gemma":0.000455337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001910046,"about_ca_topic_score_gemma":0.0003533274,"domain_scores_codex":[0.9979171,0.0001583637,0.0007791572,0.0004798571,0.0004046063,0.000260908],"domain_scores_gemma":[0.9967597,0.0005667836,0.0006163497,0.001232915,0.0006774199,0.0001468958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001597665,0.005320398,0.0184701,0.05458528,0.1511045,0.000439038,0.03607446,0.003364338,0.167134,0.2308724,0.07428201,0.2567559],"study_design_scores_gemma":[0.001490022,0.0002318565,0.0001666103,0.0006348777,0.02763671,0.0000065438,0.001351331,0.8900004,0.02087335,0.05074022,0.004684578,0.002183474],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5435808,0.0005122927,0.3854722,0.0000605778,0.0008813834,0.0008010055,0.0001852576,0.0002580287,0.06824851],"genre_scores_gemma":[0.6645623,0.00002746886,0.3290429,0.00005174072,0.0001251206,0.00005051019,0.0000424205,0.00005207148,0.006045504],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8866361,"threshold_uncertainty_score":0.9999687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1031408673837096,"score_gpt":0.3966374416635484,"score_spread":0.2934965742798388,"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."}}