{"id":"W2014724071","doi":"10.1145/2482767.2482794","title":"Load balancing in a changing world","year":2013,"lang":"en","type":"article","venue":"","topic":"Parallel Computing and Optimization Techniques","field":"Computer Science","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"Advanced Micro Devices (Canada)","funders":"Division of Computer and Network Systems; National Science Foundation","keywords":"Computer science; Distributed computing; Work (physics); Real-time computing; Computer engineering; Parallel computing","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":[],"consensus_categories":[],"category_scores_codex":[0.0001918281,0.000053724,0.00006613792,0.0005141448,0.00003457685,0.0001101181,0.0003194931,0.00001530991,0.00005038724],"category_scores_gemma":[0.00001502339,0.00004771851,0.00001576482,0.00136056,0.000005350563,0.0002924439,0.0001541892,0.00005674309,0.0001145878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004212592,"about_ca_system_score_gemma":0.00002255522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009820923,"about_ca_topic_score_gemma":0.00002094663,"domain_scores_codex":[0.9994152,0.00001886793,0.0001095462,0.0001545655,0.0001008381,0.0002009973],"domain_scores_gemma":[0.999684,0.0000290719,0.00002305087,0.0001929542,0.00003977823,0.00003110231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001890182,0.0001625704,0.02434367,0.00003215011,0.00001239151,0.00002774667,0.005244941,0.02436901,0.00114928,0.5994647,0.04767787,0.2975138],"study_design_scores_gemma":[0.00008708399,0.000006975836,0.001399087,0.00002324693,1.601105e-7,0.000002123601,0.00001060347,0.9922473,0.0011392,0.003361759,0.001621945,0.0001004932],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002805523,0.00002848992,0.9139876,0.0007149255,0.00005562855,0.00008069484,1.282616e-8,0.0004909586,0.08183618],"genre_scores_gemma":[0.6477793,0.000002293643,0.3447442,0.0007144018,0.00001595222,0.00001368737,1.285126e-7,0.00000265157,0.00672736],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9678783,"threshold_uncertainty_score":0.1945904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01042522217067907,"score_gpt":0.2339495241426458,"score_spread":0.2235243019719667,"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."}}