{"id":"W4402293519","doi":"10.1002/9781119912965.ch3","title":"Resource Management Techniques for Distributed Computing Systems","year":2024,"lang":"en","type":"other","venue":"","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; Distributed computing; Resource Management System; Resource (disambiguation); Resource management (computing); Resource allocation; Computer network","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":[0.0005412415,0.0004527139,0.0005403214,0.0003628473,0.00007442907,0.0008477593,0.001682806,0.0003088479,0.00001502467],"category_scores_gemma":[0.00000696901,0.0003916036,0.0002106417,0.0004861423,0.00002929242,0.0000392932,0.0006758603,0.0001970761,0.0003674886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001037667,"about_ca_system_score_gemma":0.00002511618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008502255,"about_ca_topic_score_gemma":0.000002600743,"domain_scores_codex":[0.9975525,0.00007660412,0.0004867603,0.0009884612,0.0003628073,0.0005329251],"domain_scores_gemma":[0.9984376,0.00007096865,0.000267772,0.001067708,0.00004461451,0.0001113226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[9.19508e-7,0.00001786379,6.167949e-7,0.001311242,0.0001519365,0.00002768988,0.00002296607,0.00008072132,3.369008e-7,0.1685408,0.825573,0.004271835],"study_design_scores_gemma":[0.0001258603,0.00004060364,4.390486e-7,0.001914305,0.0000360025,0.00002448897,0.00003327353,0.043266,0.000003110624,0.0004320928,0.9536682,0.00045563],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[2.147154e-8,0.001181934,0.5352431,0.0001193403,0.001003535,0.0008576214,0.0001417319,0.003668723,0.457784],"genre_scores_gemma":[0.001073707,0.00001456132,0.05679308,0.0001127834,0.001028836,0.0001258487,0.0004081505,0.0004167208,0.9400263],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4822423,"threshold_uncertainty_score":0.9998536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01476091032483291,"score_gpt":0.2613480938406993,"score_spread":0.2465871835158664,"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."}}