{"id":"W2809164497","doi":"10.1145/3210367","title":"Robust and Probabilistic Failure-Aware Placement","year":2018,"lang":"en","type":"article","venue":"ACM Transactions on Parallel Computing","topic":"Cloud Computing and Resource Management","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Alberta Innovates - Technology Futures; National Science Foundation","keywords":"Probabilistic logic; Adversarial system; Node (physics); Computer science; Binary logarithm; Time complexity; Key (lock); Hierarchy; Adversary; Reliability (semiconductor); Theoretical computer science; Mathematics; Combinatorics; Algorithm; Artificial intelligence; Computer security","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003654975,0.0002401159,0.0002021705,0.0001664728,0.0008198852,0.0002386992,0.0009293311,0.00006488911,0.00002133653],"category_scores_gemma":[0.00002618133,0.0002226278,0.00007605088,0.0004038403,0.0001264811,0.0000405356,0.0001464112,0.0002480838,0.00008097186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006722588,"about_ca_system_score_gemma":0.00002931447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000278108,"about_ca_topic_score_gemma":0.0000297271,"domain_scores_codex":[0.9981605,0.00009277852,0.0003116135,0.0006819278,0.0003119732,0.0004412201],"domain_scores_gemma":[0.9985066,0.0002372225,0.00009605099,0.0009367215,0.00008764303,0.000135751],"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":[0.00001632641,0.0001756436,0.00004872819,0.00004420046,0.00007044618,0.0000111936,0.001469159,0.8720812,0.00001330921,0.002296686,0.0005637394,0.1232094],"study_design_scores_gemma":[0.0006318349,0.0003689135,0.0005373454,0.00009906581,0.00002013707,0.00003703318,0.0002110952,0.9938102,0.00004100111,0.001175822,0.002743387,0.0003241169],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04436951,0.00002666754,0.9512888,0.002414619,0.0003649579,0.0002875591,8.883639e-7,0.0004508571,0.0007961469],"genre_scores_gemma":[0.88634,0.000002096161,0.112731,0.0004373639,0.000135075,0.000008843818,7.068819e-7,0.00001496026,0.0003300506],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8419704,"threshold_uncertainty_score":0.9078498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02923304063033365,"score_gpt":0.2450902188165654,"score_spread":0.2158571781862317,"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."}}