{"id":"W4221155082","doi":"10.17863/cam.87450","title":"Modelling and computational improvements to the simulation of single vector-boson plus jet processes for the ATLAS experiment","year":2021,"lang":"en","type":"article","venue":"ENLIGHTEN (Jurnal Bimbingan dan Konseling Islam)","topic":"Particle physics theoretical and experimental studies","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Social Fund; 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; Science and Technology Facilities Council; Natural Sciences and Engineering Research Council of Canada; Narodowa Agencja Wymiany Akademickiej; Centre National pour la Recherche Scientifique et Technique; National Research Center \"Kurchatov Institute\"; Centre National de la Recherche Scientifique; Israel Science Foundation; Joint Institute for Nuclear Research; Japan Society for the Promotion of Science; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Bundesministerium für Wissenschaft, Forschung und Wirtschaft; Generalitat Valenciana; Austrian Science Fund; U.S. Department of Energy; National Natural Science Foundation of China; Fundação de Amparo à Pesquisa do Estado de São Paulo; H2020 Marie Skłodowska-Curie Actions; Javna Agencija za Raziskovalno Dejavnost RS; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Ministry of Education, Culture, Sports, Science and Technology; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Agence Nationale de la Recherche; National Science Foundation; Alexander von Humboldt-Stiftung; TRIUMF; Max-Planck-Gesellschaft; Royal Society; Compute Canada; Agencia Nacional de Investigación y Desarrollo; Services Fédéraux des Affaires Scientifiques, Techniques et Culturelles; Generalitat de Catalunya; European Regional Development Fund; Bundesministerium für Bildung und Forschung; Canarie; Deutsche Forschungsgemeinschaft; Centres de Recerca de Catalunya; CERN; Danmarks Grundforskningsfond; Ministerio de Ciencia e Innovación; European Commission; Leverhulme Trust; Türkiye Atom Enerjisi Kurumu","keywords":"Atlas (anatomy); Vector boson; Jet (fluid); ATLAS experiment; Physics; Computer science; Boson; Aerospace engineering; Statistical physics; Particle physics; Large Hadron Collider; Engineering; Mechanics; Geology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001490095,0.000149555,0.0001795145,0.00001675431,0.0004779965,0.00009004986,0.0001230127,0.00001562545,0.000005875533],"category_scores_gemma":[0.00002486044,0.00009312697,0.00007617543,0.0001567835,0.00007673375,0.0000702465,0.0001091277,0.00007461651,0.000002211207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000279616,"about_ca_system_score_gemma":0.00005038809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004028382,"about_ca_topic_score_gemma":0.000001197478,"domain_scores_codex":[0.9990868,0.00003814641,0.0002669504,0.0002225828,0.0001700293,0.0002154749],"domain_scores_gemma":[0.9989471,0.0005735852,0.0001022728,0.0001255916,0.0001998565,0.00005160565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001100667,0.0002441124,0.0008593808,0.00003395699,0.000241429,3.960697e-7,0.008750863,0.8739835,0.09448339,0.01927872,0.00006819099,0.001945971],"study_design_scores_gemma":[0.0005097401,0.0001242741,0.0000335436,0.00006867992,0.00005749672,5.179517e-7,0.002813532,0.3410524,0.6390151,0.01569011,0.0004833342,0.0001512419],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.816721,0.0005811962,0.1811587,0.001058743,0.00009033312,0.0002556134,0.00002594029,0.00001076396,0.00009781126],"genre_scores_gemma":[0.9981171,0.00000578082,0.001476904,0.00005648467,0.0002273862,0.00006193411,0.00001796475,0.00001610881,0.00002033466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5445318,"threshold_uncertainty_score":0.3797607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02820624466528971,"score_gpt":0.2812495106462355,"score_spread":0.2530432659809458,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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