{"id":"W2950853342","doi":"10.1140/epjc/s10052-019-7499-4","title":"Extraction and validation of a new set of CMS pythia8 tunes from underlying-event measurements","year":2020,"lang":"en","type":"article","venue":"The European Physical Journal C","topic":"Particle physics theoretical and experimental studies","field":"Physics and Astronomy","cited_by":415,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Particle Physics","funders":"European Social Fund; Spanish National Plan for Scientific and Technical Research and Innovation; Institut National de Physique Nucléaire et de Physique des Particules; Fonds pour la Formation à la Recherche dans l’Industrie et dans l’Agriculture; Russian Academy of Sciences; Qatar National Research Fund; Board of the Swiss Federal Institutes of Technology; National Research Center \"Kurchatov Institute\"; Istituto Nazionale di Fisica Nucleare; Pakistan Atomic Energy Commission; Lietuvos Mokslų Akademija; Commissariat à l'Énergie Atomique et aux Énergies Alternatives; Benemérita Universidad Autónoma de Puebla; School of Mathematics, Institute for Research in Fundamental Sciences; Fundação para a Ciência e a Tecnologia; Universidad Autónoma de San Luis Potosí; Ministarstvo Prosvete, Nauke i Tehnološkog Razvoja; Russian Foundation for Basic Research; Hrvatska Zaklada za Znanost; Narodowym Centrum Nauki; Universiti Malaya; Magyar Tudományos Akadémia; Türkiye Atom Enerjisi Kurumu; Joint Institute for Nuclear Research; Ministry of Business, Innovation and Employment; General Secretariat for Research and Technology; Fonds De La Recherche Scientifique - FNRS; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Ministry of Science and Technology of Thailand; Ministry of Education and Science of the Russian Federation; Ministry of Science, ICT and Future Planning; Fonds Wetenschappelijk Onderzoek; Fundação de Amparo à Pesquisa do Estado do Rio Grande do Sul; Eidgenössische Technische Hochschule Zürich; Agentschap voor Innovatie door Wetenschap en Technologie; Thailand Center of Excellence in Physics; Chulalongkorn University; A.G. Leventis Foundation; Bundesministerium für Bildung, Wissenschaft und Forschung; Deutsche Forschungsgemeinschaft; Chinese Academy of Sciences; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior; Research Promotion Foundation; Fundação Carlos Chagas Filho de Amparo à Pesquisa do Estado do Rio de Janeiro; U.S. Department of Energy; National Science and Technology Development Agency; National Natural Science Foundation of China; Nemzeti Kutatási, Fejlesztési és Innovaciós Alap; Kanton Zürich; Federal Agency of Atomic Energy of the Russian Federation; European Commission; Fundação de Amparo à Pesquisa do Estado de São Paulo; Council of Scientific and Industrial Research, India; European Regional Development Fund; Centre National de la Recherche Scientifique; Academy of Finland; Eesti Teadusagentuur; Austrian Science Fund; National Research Foundation; Fundacja na rzecz Nauki Polskiej; Bundesministerium für Bildung und Forschung; Ministerstvo Školství, Mládeže a Tělovýchovy; Science and Technology Facilities Council; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Academy of Sciences of Ukraine; Institute for the Promotion of Teaching Science and Technology; Departamento Administrativo de Ciencia, Tecnología e Innovación (COLCIENCIAS); Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional; CERN; Alexander von Humboldt-Stiftung; Fonds National de la Recherche Luxembourg; Secretaría de Estado de Investigación, Desarrollo e Innovación; Alfred P. Sloan Foundation; Belgian Federal Science Policy Office; National Science Foundation","keywords":"Physics; Particle physics; Parton; Observable; Event (particle physics); Large Hadron Collider; Event generator; Hadron; Quantum chromodynamics; Perturbative QCD; Nuclear physics; Quantum mechanics","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":[0.0001247181,0.00008563885,0.0001528273,0.000005531651,0.00008263507,0.00002205609,0.00009686912,0.000003917205,0.00001273274],"category_scores_gemma":[0.000007881375,0.00005557116,0.00008400911,0.00006176055,0.00008793946,0.00009222055,0.00007363483,0.0001185685,0.00001458311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005126273,"about_ca_system_score_gemma":0.000008217655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004159914,"about_ca_topic_score_gemma":2.608123e-8,"domain_scores_codex":[0.9992604,0.000180969,0.0001885245,0.00008756994,0.0001922866,0.00009026963],"domain_scores_gemma":[0.9995921,0.0000535474,0.0001664227,0.0000581818,0.00003495762,0.00009484094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00009788549,0.0001448875,0.001837768,0.000005759548,0.0002151837,7.614594e-7,0.005449929,0.0001829925,0.952866,0.002477323,0.0004516018,0.03626998],"study_design_scores_gemma":[0.0006608291,0.0001877405,0.003832905,0.00004392048,0.0001107336,7.846597e-7,0.001365716,0.0002101954,0.8166849,0.1767313,0.00006286846,0.0001081018],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909101,0.00006004842,0.0033114,0.0006333245,0.00003542179,0.00004919123,0.000009117191,0.000005299898,0.004986089],"genre_scores_gemma":[0.9991811,0.000002744363,0.00005908255,0.00001131579,0.0007270355,4.176078e-7,0.000002745741,0.000009966688,0.00000562888],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.174254,"threshold_uncertainty_score":0.2266126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1050795207359426,"score_gpt":0.3275441482850804,"score_spread":0.2224646275491378,"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."}}