{"id":"W2903219880","doi":"10.1145/3279945.3279946","title":"Tutorial","year":2018,"lang":"en","type":"article","venue":"","topic":"Cloud Computing and Resource Management","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; National Institute of Informatics","keywords":"Replication (statistics); Replicate; Computer science; Workload; Partition (number theory); Distributed computing; Operating system","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007548249,0.001301392,0.0009175054,0.001982386,0.001495231,0.00395031,0.002017141,0.00208645,0.5226589],"category_scores_gemma":[0.003297297,0.0004281554,0.0008032779,0.001989323,0.0005343008,0.004594952,0.002319943,0.001773533,0.3668835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001634305,"about_ca_system_score_gemma":0.002307348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002333048,"about_ca_topic_score_gemma":0.004121698,"domain_scores_codex":[0.9993533,0.00008163175,0.00004005138,0.000147382,0.000292045,0.00008563317],"domain_scores_gemma":[0.9989229,0.0002077838,0.00004588123,0.0001211056,0.000444682,0.0002577009],"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":[0.00003811711,0.00006582039,0.0002198065,0.0003249947,0.000007539983,0.0001090446,0.0001404044,0.0002873494,0.0006467533,0.02306972,0.8028266,0.1722638],"study_design_scores_gemma":[0.000002997222,0.00001213917,0.0001270475,0.00007907145,0.000002671159,0.0001259744,0.00004361255,0.0001202589,0.00009821813,0.00323066,0.9961531,0.000004322681],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00158446,0.02312419,0.02066235,0.009097222,0.0178525,0.0003202016,0.004039373,0.003368737,0.9199509],"genre_scores_gemma":[0.00751259,0.01491825,0.008283654,0.003190918,0.004027501,0.0001826335,0.004401067,0.001020409,0.9564629],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4773411,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01069966680194594,"score_gpt":0.2284632257925156,"score_spread":0.2177635589905697,"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."}}