{"id":"W2950665868","doi":"10.48550/arxiv.1305.5608","title":"To Reserve or Not to Reserve: Optimal Online Multi-Instance Acquisition\\n in IaaS Clouds","year":2013,"lang":"","type":"preprint","venue":"arXiv (Cornell University)","topic":"Cloud Computing and Resource Management","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Business","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","open_science","insufficient_payload"],"consensus_categories":["open_science"],"category_scores_codex":[0.001642978,0.001253566,0.001311251,0.001590671,0.0006646643,0.000734254,0.008469003,0.0006900934,0.0002806375],"category_scores_gemma":[0.0003104706,0.001374196,0.0005470731,0.005441329,0.0002463495,0.000233377,0.02003543,0.001821551,0.001290343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001575878,"about_ca_system_score_gemma":0.0004738579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003956121,"about_ca_topic_score_gemma":0.003185172,"domain_scores_codex":[0.9905117,0.0008770987,0.001251148,0.004732093,0.0006308301,0.001997155],"domain_scores_gemma":[0.9920857,0.0004455116,0.0006254928,0.004668888,0.0008273371,0.001347057],"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":[0.001071328,0.001206268,0.001772585,0.0002409293,0.0001530615,0.00203485,0.00275999,0.9778494,0.0000616765,0.008685936,0.001763968,0.002399956],"study_design_scores_gemma":[0.002493526,0.0007099864,0.01977455,0.001563504,0.00007452052,0.00001053024,0.001160071,0.9670303,0.0001116416,0.000466079,0.004846126,0.001759094],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.742081,0.00004314318,0.2511715,0.002572676,0.001312264,0.001940924,0.00006808418,0.0002841796,0.0005262541],"genre_scores_gemma":[0.9335233,0.00009148279,0.03218458,0.001904457,0.0003940851,0.000009666343,0.00002432579,0.00008562913,0.03178244],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2189869,"threshold_uncertainty_score":0.9994873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1113300177788735,"score_gpt":0.2462142632867981,"score_spread":0.1348842455079246,"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."}}