{"id":"W3217549043","doi":"10.1145/3493651.3493667","title":"BIAS Autoscaler","year":2021,"lang":"en","type":"article","venue":"","topic":"Cloud Computing and Resource Management","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Cloud computing; Computer science; Workload; Crowds; Queueing theory; Distributed computing; Quality of service; Service provider; Cloud service provider; Service (business); Computer network; Operating system; Computer security; Cloud computing security","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":[0.0001035884,0.00004577139,0.00005163046,0.00002248219,0.00005695458,0.0001110715,0.0003118866,0.00001472841,0.00007025136],"category_scores_gemma":[0.00001644779,0.000036518,0.00004033161,0.0002488161,0.000007481296,0.000008044202,0.0004753299,0.00004133282,0.0002337885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008312997,"about_ca_system_score_gemma":0.00001849315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005867095,"about_ca_topic_score_gemma":0.000002297547,"domain_scores_codex":[0.9994318,0.00002877077,0.0000757187,0.0002029447,0.0001314759,0.0001292349],"domain_scores_gemma":[0.9994834,0.00003264147,0.0000134835,0.0004005849,0.00002933637,0.00004055644],"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":[3.999251e-7,0.0001296688,0.0009885831,0.00001179782,0.00003043652,0.000226516,0.0004955294,0.003179311,0.0002795649,0.595288,0.05055645,0.3488137],"study_design_scores_gemma":[0.0002447126,0.00002129345,0.006916645,0.00001399562,0.000003466826,0.00004268548,0.00006838281,0.4985529,0.004341902,0.004332066,0.4852433,0.0002185909],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08406734,0.0001042011,0.5815139,0.008301178,0.0004819575,0.00002983205,5.739464e-8,0.0005309116,0.3249706],"genre_scores_gemma":[0.8239979,0.000001720201,0.07486888,0.003186437,0.0001014508,0.000001802607,3.403329e-7,0.000004605654,0.09783689],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7399305,"threshold_uncertainty_score":0.3004956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02911576819869,"score_gpt":0.2347114923464147,"score_spread":0.2055957241477247,"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."}}