{"id":"W2993180841","doi":"10.1088/1748-0221/15/04/p04003","title":"ATLAS data quality operations and performance for 2015–2018 data-taking","year":2020,"lang":"en","type":"article","venue":"Journal of Instrumentation","topic":"Particle physics theoretical and experimental studies","field":"Physics and Astronomy","cited_by":256,"is_retracted":false,"has_abstract":true,"ca_institutions":"TRIUMF; Carleton University; Simon Fraser University; University of British Columbia; York University; University of Alberta; Université de Montréal; Institute of Particle Physics; University of Victoria; McGill University; University of Toronto","funders":"H2020 Marie Skłodowska-Curie Actions; European Regional Development Fund; Max-Planck-Gesellschaft; Centre National de la Recherche Scientifique; British Columbia Knowledge Development Fund; Fundação para a Ciência e a Tecnologia; Institut National de Physique Nucléaire et de Physique des Particules; Agencia Nacional de Promoción Científica y Tecnológica; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Science and Technology Facilities Council; Bundesministerium für Bildung und Forschung; Ministry of Education, Culture, Sports, Science and Technology; Natural Sciences and Engineering Research Council of Canada; European Social Fund; Royal Society; Centre National pour la Recherche Scientifique et Technique; Japan Society for the Promotion of Science; National Research Center \"Kurchatov Institute\"; Israel Science Foundation; Comisión Nacional de Investigación Científica y Tecnológica; Türkiye Atom Enerjisi Kurumu; Joint Institute for Nuclear Research; Ministerstwo Edukacji i Nauki; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Bundesministerium für Wissenschaft, Forschung und Wirtschaft; Generalitat de Catalunya; Generalitat Valenciana; Austrian Science Fund; U.S. Department of Energy; National Natural Science Foundation of China; European Commission; Leverhulme Trust; Fundação de Amparo à Pesquisa do Estado de São Paulo; Javna Agencija za Raziskovalno Dejavnost RS; Deutsche Forschungsgemeinschaft; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Agence Nationale de la Recherche; Services Fédéraux des Affaires Scientifiques, Techniques et Culturelles; Department of Science and Technology, Ministry of Science and Technology, India; General Secretariat for Research and Technology; National Science Foundation; Compute Canada; Alexander von Humboldt-Stiftung; TRIUMF; Departamento Administrativo de Ciencia, Tecnología e Innovación (COLCIENCIAS); Canarie; Centres de Recerca de Catalunya; CERN; Danmarks Grundforskningsfond","keywords":"Atlas (anatomy); Large Hadron Collider; ATLAS experiment; Collision; Data quality; Computer science; Detector; Certification; Software; Physics; Nuclear physics; Computer security; Engineering; Telecommunications; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001704946,0.00005427055,0.0001101615,0.000007429519,0.0001220956,0.00004941232,0.0001825296,0.000007200983,0.00002702865],"category_scores_gemma":[0.00001939222,0.0000436127,0.00001618115,0.00003910857,0.00004285852,0.0007780792,0.0001573916,0.00005356272,0.000003416426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007723754,"about_ca_system_score_gemma":0.00001717543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000214092,"about_ca_topic_score_gemma":6.684136e-7,"domain_scores_codex":[0.9994597,0.00002074575,0.0002491477,0.0001029066,0.00009465471,0.00007279149],"domain_scores_gemma":[0.9996052,0.00003320485,0.0001522368,0.0001180142,0.00003588348,0.00005548588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0009619739,0.0005524918,0.3520082,0.000153243,0.0008853888,7.384246e-7,0.007296347,0.000522722,0.1593052,0.09551156,0.009665469,0.3731367],"study_design_scores_gemma":[0.01049934,0.002322433,0.05675615,0.0002041289,0.000582041,0.000009220893,0.02258645,0.35442,0.5263642,0.01616445,0.009093345,0.0009981991],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9830802,0.00004749185,0.01458973,0.001793595,0.00007491513,0.00007683677,0.0001376884,0.000002625031,0.0001968964],"genre_scores_gemma":[0.9950392,0.00001093248,0.004402116,0.0000762147,0.0003373065,0.000002062845,0.0001258755,0.000003866923,0.000002393218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3721385,"threshold_uncertainty_score":0.1778474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1333407487246696,"score_gpt":0.3931531049143482,"score_spread":0.2598123561896787,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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