{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009596765,0.00136606,0.0007113093,0.0006959013,0.0003541636,0.001129718,0.002575842,0.0006081962,0.006779766],"category_scores_gemma":[0.003642432,0.0005426733,0.000736698,0.0005636066,0.0005150572,0.001720406,0.001758741,0.001317083,0.002436296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006987522,"about_ca_system_score_gemma":0.0008820754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00268202,"about_ca_topic_score_gemma":0.003138653,"domain_scores_codex":[0.9993286,0.00009439226,0.00004119502,0.0001646353,0.0002575674,0.0001136333],"domain_scores_gemma":[0.998885,0.0002490896,0.00009546972,0.0004664567,0.0002087151,0.00009521241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001045174,0.0007726303,0.01001987,0.0007554805,0.0002554935,0.0004425884,0.0002862636,0.2188565,0.07436341,0.0185112,0.07794628,0.5967451],"study_design_scores_gemma":[0.0001942316,0.000257061,0.00208905,0.00005153702,0.0000607412,0.000280673,0.000067204,0.913341,0.03102494,0.009684005,0.04286931,0.00008016249],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.1676922,0.003694879,0.6125233,0.0006971216,0.0008737871,0.001025497,0.001759312,0.1833745,0.0283594],"genre_scores_gemma":[0.6723834,0.0009919602,0.3025977,0.0007624156,0.0001726058,0.0005784828,0.002569647,0.00858382,0.01136002],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.006779766,"threshold_uncertainty_score":0.02268058,"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."}}