{"id":"W2807284373","doi":"10.1016/j.jocs.2018.04.020","title":"Optimization in distributed information systems","year":2018,"lang":"en","type":"article","venue":"Journal of Computational Science","topic":"Cloud Computing and Resource Management","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; St. Francis Xavier University","funders":"","keywords":"Computer science; Distributed 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":[0.001381357,0.00005832976,0.00009622006,0.0004671073,0.000156288,0.0003570659,0.0008157785,0.00001706927,0.000001887349],"category_scores_gemma":[0.0001330002,0.00004770499,0.00002637619,0.001559166,0.000144708,0.0005503952,0.000154027,0.00008030595,0.00001110211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001434225,"about_ca_system_score_gemma":0.0002268805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008925053,"about_ca_topic_score_gemma":3.426614e-7,"domain_scores_codex":[0.9985904,0.00003811284,0.0004464293,0.00009325411,0.0006730445,0.0001587853],"domain_scores_gemma":[0.9985508,0.00006826935,0.000374811,0.0001074106,0.0008261178,0.00007264571],"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":[0.000003191363,0.00001891219,0.0002127754,0.000002896237,0.000001939383,0.000001852989,0.0003101474,0.9791146,0.000004618714,0.01589905,0.0001846904,0.004245359],"study_design_scores_gemma":[0.0002462175,0.0001012786,0.01070154,0.00003970247,0.000001139454,0.00005635348,0.00005420022,0.986171,0.0000134914,0.001382151,0.001176053,0.00005688396],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07484087,0.00001761694,0.9228992,0.0006080119,0.0006558665,0.00005556506,5.070126e-7,0.00001717245,0.0009051427],"genre_scores_gemma":[0.9433084,6.55802e-7,0.05646237,0.0001205568,0.0001005592,4.515159e-7,6.623488e-7,0.000001062075,0.000005244793],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8684676,"threshold_uncertainty_score":0.3443195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008257279946239862,"score_gpt":0.2391914370527082,"score_spread":0.2309341571064684,"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."}}