{"id":"W2109827348","doi":"10.1109/nca.2008.49","title":"Autonomic Share Allocation and Bounded Prediction of Response Times in Parallel Job Scheduling for Grids","year":2008,"lang":"en","type":"article","venue":"","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Predictability; Computer science; Preemption; Scheduling (production processes); Distributed computing; Grid; Queueing theory; Response time; Job scheduler; Queue; Bounded function; Service-level agreement; Job queue; Shared resource; Quality of service; Computer network; Mathematical optimization; Operating system","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003440477,0.0004781081,0.0007032425,0.0004874739,0.0006541521,0.001325424,0.0009072397,0.0005196941,0.0003548725],"category_scores_gemma":[0.01384533,0.0004247129,0.000362593,0.0006233194,0.001296524,0.001243012,0.001146904,0.0009239176,0.00008610503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001194096,"about_ca_system_score_gemma":0.001479989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005156234,"about_ca_topic_score_gemma":0.002762747,"domain_scores_codex":[0.9984599,0.0005265803,0.00007884363,0.0002409518,0.0005027075,0.0001909409],"domain_scores_gemma":[0.9947455,0.003239923,0.0007443703,0.0007347047,0.0003580986,0.000177388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002571106,0.00005932025,0.003464286,0.00002194395,0.00002045635,0.00006117982,0.00007346256,0.9634967,0.003978504,0.01414453,0.0002364089,0.01418611],"study_design_scores_gemma":[0.000006119233,0.00002670957,0.0003033273,0.000001341963,0.000003377222,0.00001279106,0.00001013184,0.9909114,0.001048484,0.007604459,0.00006605123,0.000005818812],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2860897,0.0002853111,0.7107174,0.0003590952,0.0000554235,0.00003962526,0.00004800303,0.0007682939,0.001637035],"genre_scores_gemma":[0.9827979,0.00005142746,0.0168379,0.00002866292,0.00001939182,0.00001929527,0.00001983238,0.00003744994,0.0001880559],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005156234,"threshold_uncertainty_score":0.01819521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03012121855153697,"score_gpt":0.2486660460102031,"score_spread":0.2185448274586662,"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."}}