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A new calibration method for charm jet identification validated with proton-proton collision events at √s = 13 TeV

Tumasyan, A. and Adam, Wolfgang and Andrejkovic, Janik Walter and Bergauer, Thomas and Chatterjee, Suman and Dragicevic, Marko and Escalante Del Valle, Alberto and Fruehwirth, Rudolf and Jeitler, Manfred and Krammer, Natascha and Lechner, Lukas and Liko, Dietrich and Mikulec, Ivan and Paulitsch, Peter and Pitters, Florian Michael and Schieck, Jochen and Schöfbeck, Robert and Spanring, Markus and Templ, Sebastian and Waltenberger, Wolfgang and Wulz, Claudia-Elisabeth and Chekhovsky, Vladimir and Litomin, Aliaksandr and Makarenko, Vladimir and Darwish, Mohamed Rashad and De Wolf, Eddi A. and Janssen, Tahys and Kello, Tomas and Lelek, Aleksandra and Rejeb Sfar, Haifa and Van Mechelen, Pierre and Van Putte, Senne and Van Remortel, Nick and Blekman, Freya and Bols, Emil Sørensen and D'Hondt, Jorgen and De Clercq, Jarne and Delcourt, Martin and El Faham, Hesham and Lowette, Steven and Moortgat, Seth and Morton, Alexander and Müller, Denise and Sahasransu, Abanti Ranadhir and Tavernier, 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Damgov, Jordan and Hegde, Vinay and Kunori, Shuichi and Lamichhane, Kamal and Lee, Sung Won and Mengke, Tielige and Muthumuni, Samila and Peltola, Timo and Volobouev, Igor and Wang, Zhixing and Whitbeck, Andrew and Appelt, Eric and Greene, Senta and Gurrola, Alfredo and Johns, Willard and Melo, Andrew and Ni, Hong and Padeken, Klaas and Romeo, Francesco and Sheldon, Paul and Tuo, Shengquan and Velkovska, Julia and Arenton, Michael Wayne and Cox, Bradley and Cummings, Grace and Hakala, John and Hirosky, Robert and Joyce, Matthew and Ledovskoy, Alexander and Li, Ang and Neu, Christopher and Tannenwald, Benjamin and White, Sebastian and Wolfe, Evan and Poudyal, Nabin and Black, Kevin and Bose, Tulika and Buchanan, James and Caillol, Cécile and Dasu, Sridhara and De Bruyn, Isabelle and Everaerts, Pieter and Fienga, Francesco and Galloni, Camilla and He, He and Herndon, Matthew and Herve, Alain and Hussain, Usama and Lanaro, Armando and Loeliger, Andrew and Loveless, Richard and Madhusudanan Sreekala, Jithin and Mallampalli, Abhishikth and Mohammadi, Abdollah and Pinna, Deborah and Savin, Alexander and Shang, Victor and Sharma, Varun and Smith, Wesley H. and Teague, Dylan and Trembath-Reichert, Stephen and Vetens, Wren (2022) A new calibration method for charm jet identification validated with proton-proton collision events at √s = 13 TeV. Journal of Instrumentation, 17 (3). Art. No. P03014. ISSN 1748-0221. doi:10.1088/1748-0221/17/03/p03014. https://resolver.caltech.edu/CaltechAUTHORS:20220509-385135900

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Abstract

Many measurements at the LHC require efficient identification of heavy-flavour jets, i.e. jets originating from bottom (b) or charm (c) quarks. An overview of the algorithms used to identify c jets is described and a novel method to calibrate them is presented. This new method adjusts the entire distributions of the outputs obtained when the algorithms are applied to jets of different flavours. It is based on an iterative approach exploiting three distinct control regions that are enriched with either b jets, c jets, or light-flavour and gluon jets. Results are presented in the form of correction factors evaluated using proton-proton collision data with an integrated luminosity of 41.5 fb⁻¹ at √s = 13 TeV, collected by the CMS experiment in 2017. The closure of the method is tested by applying the measured correction factors on simulated data sets and checking the agreement between the adjusted simulation and collision data. Furthermore, a validation is performed by testing the method on pseudodata, which emulate various mismodelling conditions. The calibrated results enable the use of the full distributions of heavy-flavour identification algorithm outputs, e.g. as inputs to machine-learning models. Thus, they are expected to increase the sensitivity of future physics analyses.


Item Type:Article
Related URLs:
URLURL TypeDescription
https://doi.org/10.1088/1748-0221/17/03/P03014DOIArticle
https://arxiv.org/abs/2111.03027arXivDiscussion Paper
http://cms-results.web.cern.ch/cms-results/public-results/publications/BTV-20-001Related ItemFigures and Tables
ORCID:
AuthorORCID
Adam, Wolfgang0000-0001-9099-4341
Bergauer, Thomas0000-0002-5786-0293
Chatterjee, Suman0000-0003-2660-0349
Dragicevic, Marko0000-0003-1967-6783
Escalante Del Valle, Alberto0000-0002-9702-6359
Fruehwirth, Rudolf0000-0002-0054-3369
Jeitler, Manfred0000-0002-5141-9560
Lechner, Lukas0000-0002-3065-1141
Paulitsch, Peter0000-0001-8236-7532
Schieck, Jochen0000-0002-1058-8093
Schöfbeck, Robert0000-0002-2332-8784
Spanring, Markus0000-0001-6328-7887
Templ, Sebastian0000-0003-3137-5692
Waltenberger, Wolfgang0000-0002-6215-7228
Wulz, Claudia-Elisabeth0000-0001-9226-5812
Makarenko, Vladimir0000-0002-8406-8605
Janssen, Tahys0000-0002-3998-4081
Lelek, Aleksandra0000-0001-5862-2775
Van Mechelen, Pierre0000-0002-8731-9051
Van Remortel, Nick0000-0003-4180-8199
Blekman, Freya0000-0002-7366-7098
Bols, Emil Sørensen0000-0002-8564-8732
D'Hondt, Jorgen0000-0002-9598-6241
De Clercq, Jarne0000-0001-6770-3040
El Faham, Hesham0000-0001-8894-2390
Lowette, Steven0000-0003-3984-9987
Moortgat, Seth0000-0002-6612-3420
Morton, Alexander0000-0002-9919-3492
Müller, Denise0000-0002-1752-4527
Sahasransu, Abanti Ranadhir0000-0003-1505-1743
Tavernier, Stefaan0000-0002-6792-9522
Van Mulders, Petra0000-0003-1309-1346
Bilin, Bugra0000-0003-1439-7128
Clerbaux, Barbara0000-0001-8547-8211
De Lentdecker, Gilles0000-0001-5124-7693
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Kalsi, Amandeep Kaur0000-0002-6215-0894
Makarenko, Inna0000-0002-8553-4508
Moureaux, Louis0000-0002-2310-9266
Popov, Andrey0000-0002-1207-0984
Starling, Elizabeth0000-0002-4399-7213
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Vannerom, David0000-0002-2747-5095
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Knolle, Joscha0000-0002-4781-5704
Niedziela, Marek0000-0001-5745-2567
Roskas, Christos0000-0002-6469-959X
Skovpen, Kirill0000-0002-1160-0621
Tytgat, Michael0000-0002-3990-2074
Bethani, Agni0000-0002-8150-7043
Bury, Florian Joel J.0000-0002-3077-2090
Caputo, Claudio0000-0001-7522-4808
David, Pieter0000-0001-9260-9371
Delaere, Christophe0000-0001-8707-6021
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De Bruyn, Isabelle0000-0003-1704-4360
Everaerts, Pieter0000-0003-3848-324X
Fienga, Francesco0000-0001-5978-4952
Herndon, Matthew0000-0003-3043-1090
Madhusudanan Sreekala, Jithin0000-0003-2590-763X
Sharma, Varun0000-0003-1287-1471
Smith, Wesley H.0000-0003-3195-0909
Trembath-Reichert, Stephen0000-0002-6351-598X
Vetens, Wren0000-0003-1058-1163
Additional Information:© 2022 CERN for the benefit of the CMS collaboration. Published by IOP Publishing Ltd on behalf of Sissa Medialab. Original content from this work may be used under the terms of the Creative Commons Attribution 4.0 licence. Any further distribution of this work must maintain attribution to the author(s) and the title of the work, journal citation and DOI. Received 4 November 2021; Accepted 18 February 2022; Published 17 March 2022. We congratulate our colleagues in the CERN accelerator departments for the excellent performance of the LHC and thank the technical and administrative staffs at CERN and at other CMS institutes for their contributions to the success of the CMS effort. In addition, we gratefully acknowledge the computing centres and personnel of the Worldwide LHC Computing Grid and other centres for delivering so effectively the computing infrastructure essential to our analyses. Finally, we acknowledge the enduring support for the construction and operation of the LHC, the CMS detector, and the supporting computing infrastructure provided by the following funding agencies: the Austrian Federal Ministry of Education, Science and Research and the Austrian Science Fund; the Belgian Fonds de la Recherche Scientifique, and Fonds voor Wetenschappel¼k Onderzoek; the Brazilian Funding Agencies (CNPq, CAPES, FAPERJ, FAPERGS, and FAPESP); the Bulgarian Ministry of Education and Science, and the Bulgarian National Science Fund; CERN; the Chinese Academy of Sciences, Ministry of Science and Technology, and National Natural Science Foundation of China; the Ministerio de Ciencia Tecnología e Innovación (MINCIENCIAS), Colombia; the Croatian Ministry of Science, Education and Sport, and the Croatian Science Foundation; the Research and Innovation Foundation, Cyprus; the Secretariat for Higher Education, Science, Technology and Innovation, Ecuador; the Ministry of Education and Research, Estonian Research Council via PRG780, PRG803 and PRG445 and European Regional Development Fund, Estonia; the Academy of Finland, Finnish Ministry of Education and Culture, and Helsinki Institute of Physics; the Institut National de Physique Nucléaire et de Physique des Particules / CNRS, and Commissariat à l’Énergie Atomique et aux Énergies Alternatives / CEA, France; the Bundesministerium für Bildung und Forschung, the Deutsche Forschungsgemeinschaft (DFG), under Germany’s Excellence Strategy — EXC 2121 “Quantum Universe” — 390833306, and under project number 400140256 - GRK2497, and Helmholtz-Gemeinschaft Deutscher Forschungszentren, Germany; the General Secretariat for Research and Innovation, Greece; the National Research, Development and Innovation Fund, Hungary; the Department of Atomic Energy and the Department of Science and Technology, India; the Institute for Studies in Theoretical Physics and Mathematics, Iran; the Science Foundation, Ireland; the Istituto Nazionale di Fisica Nucleare, Italy; the Ministry of Science, ICT and Future Planning, and National Research Foundation (NRF), Republic of Korea; the Ministry of Education and Science of the Republic of Latvia; the Lithuanian Academy of Sciences; the Ministry of Education, and University of Malaya (Malaysia); the Ministry of Science of Montenegro; the Mexican Funding Agencies (BUAP, CINVESTAV, CONACYT, LNS, SEP, and UASLP-FAI); the Ministry of Business, Innovation and Employment, New Zealand; the Pakistan Atomic Energy Commission; the Ministry of Science and Higher Education and the National Science Centre, Poland; the Fundação para a Ciência e a Tecnologia, grants CERN/FIS-PAR/0025/2019 and CERN/FISINS/ 0032/2019, Portugal; JINR, Dubna; the Ministry of Education and Science of the Russian Federation, the Federal Agency of Atomic Energy of the Russian Federation, Russian Academy of Sciences, the Russian Foundation for Basic Research, and the National Research Center “Kurchatov Institute”; the Ministry of Education, Science and Technological Development of Serbia; the Secretaría de Estado de Investigación, Desarrollo e Innovación, Programa Consolider-Ingenio 2010, Plan Estatal de Investigación Científica y Técnica y de Innovación 2017–2020, research project IDI-2018-000174 del Principado de Asturias, and Fondo Europeo de Desarrollo Regional, Spain; the Ministry of Science, Technology and Research, Sri Lanka; the Swiss Funding Agencies (ETH Board, ETH Zurich, PSI, SNF, UniZH, Canton Zurich, and SER); the Ministry of Science and Technology, Taipei; the Thailand Center of Excellence in Physics, the Institute for the Promotion of Teaching Science and Technology of Thailand, Special Task Force for Activating Research and the National Science and Technology Development Agency of Thailand; the Scientific and Technical Research Council of Turkey, and Turkish Atomic Energy Authority; the National Academy of Sciences of Ukraine; the Science and Technology Facilities Council, U.K.; the US Department of Energy, and the US National Science Foundation. Individuals have received support from the Marie-Curie programme and the European Research Council and Horizon 2020 Grant, contract Nos. 675440, 724704, 752730, 758316, 765710, 824093, 884104, and COST Action CA16108 (European Union) the Leventis Foundation; the Alfred P. Sloan Foundation; the Alexander von Humboldt Foundation; the Belgian Federal Science Policy Office; the Fonds pour la Formation à la Recherche dans l’Industrie et dans l’Agriculture (FRIA-Belgium); the Agentschap voor Innovatie door Wetenschap en Technologie (IWT-Belgium); the F.R.S.-FNRS and FWO (Belgium) under the “Excellence of Science—EOS”—be.h project n. 30820817; the Be¼ing Municipal Science & Technology Commission, No. Z191100007219010; the Ministry of Education, Youth and Sports (MEYS) of the Czech Republic; the Lendület (“Momentum”) Programme and the János Bolyai Research Scholarship of the Hungarian Academy of Sciences, the New National Excellence Program ÚNKP, the NKFIA research grants 123842, 123959, 124845, 124850, 125105, 128713, 128786, and 129058 (Hungary); the Council of Scientific and Industrial Research, India; the Latvian Council of Science; the National Science Center (Poland), contracts Opus 2014/15/B/ST2/03998 and 2015/19/B/ST2/02861; the Fundação para a Ciência e a Tecnologia, grant FCT CEECIND/01334/2018; the National Priorities Research Program by Qatar National Research Fund; the Ministry of Science and Higher Education, projects no. 14.W03.31.0026 and no. FSWW-2020-0008, and the Russian Foundation for Basic Research, project No.19-42-703014 (Russia); the Programa de Excelencia María de Maeztu, and the Programa Severo Ochoa del Principado de Asturias; the Stavros Niarchos Foundation (Greece); the Rachadapisek Sompot Fund for Postdoctoral Fellowship, Chulalongkorn University, and the Chulalongkorn Academic into Its 2nd Century Project Advancement Project (Thailand); the Kavli Foundation; the Nvidia Corporation; the SuperMicro Corporation; the Welch Foundation, contract C-1845; and the Weston Havens Foundation (U.S.A.).
Group:CMS@Caltech
Funders:
Funding AgencyGrant Number
Bundesministerium für Wissenschaft, Forschung Und Wirtschaft (BMWFW)UNSPECIFIED
FWF Der WissenschaftsfondUNSPECIFIED
Fonds de la Recherche Scientifique (FNRS)UNSPECIFIED
Fonds Wetenschappelijk Onderzoek (FWO)UNSPECIFIED
Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq)UNSPECIFIED
Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)UNSPECIFIED
Fundação de Amparo à Pesquisa do Estado do Rio de Janeiro (FAPERJ)UNSPECIFIED
Fundação de Amparo à Pesquisa do Estado do Rio Grande do Sul (FAPERGS)UNSPECIFIED
Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP)UNSPECIFIED
Ministry of Education and Science (Bulgaria)UNSPECIFIED
CERNUNSPECIFIED
Chinese Academy of SciencesUNSPECIFIED
Ministry of Science and Technology (China)UNSPECIFIED
National Natural Science Foundation of ChinaUNSPECIFIED
Departamento Administrativo de Ciencia, Tecnología e Innovación (COLCIENCIAS)UNSPECIFIED
Ministry of Science, Education and Sport (Croatia)UNSPECIFIED
Croatian Science FoundationUNSPECIFIED
Research Promotion Foundation (Cyprus)UNSPECIFIED
Secretaría Nacional de Educación Superior, Ciencia, Tecnología e Innovación (SENESCYT)UNSPECIFIED
Ministry of Education and Research (Estonia)UNSPECIFIED
Estonian Research CouncilPRG780
Estonian Research CouncilPRG803
Estonian Research CouncilPRG445
European Regional Development Fund (Estonia)UNSPECIFIED
Academy of FinlandUNSPECIFIED
Ministry of Education and Culture (Finland)UNSPECIFIED
Helsinki Institute of PhysicsUNSPECIFIED
Commissariat a l'Energie Atomique (CEA)UNSPECIFIED
Centre National de la Recherche Scientifique (CNRS)UNSPECIFIED
Institut National de Physique Nucléaire et de Physique des Particules (IN2P3)UNSPECIFIED
Bundesministerium für Bildung und Forschung (BMBF)UNSPECIFIED
Deutsche Forschungsgemeinschaft (DFG)EXC 2121
Deutsche Forschungsgemeinschaft (DFG)390833306
Deutsche Forschungsgemeinschaft (DFG)400140256 – GRK2497
Helmholtz-Gemeinschaft Deutscher Forschungszentren (HGF)UNSPECIFIED
General Secretariat for Research and Technology (GSRT)UNSPECIFIED
Department of Atomic Energy (India)UNSPECIFIED
Department of Science and Technology (India)UNSPECIFIED
Institute for Studies in Theoretical Physics and Mathematics (Iran)UNSPECIFIED
Science Foundation, IrelandUNSPECIFIED
Istituto Nazionale di Fisica Nucleare (INFN)UNSPECIFIED
Ministry of Science, ICT and Future Planning (Korea)UNSPECIFIED
National Research Foundation of KoreaUNSPECIFIED
Ministry of Education and Science (Latvia)UNSPECIFIED
Lithuanian Academy of SciencesUNSPECIFIED
Ministry of Education (Malaysia)UNSPECIFIED
University of MalayaUNSPECIFIED
Benemérita Universidad Autónoma de Puebla (BUAP)UNSPECIFIED
Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional (CINVESTAV)UNSPECIFIED
Consejo Nacional de Ciencia y Tecnología (CONACYT)UNSPECIFIED
Laboratorio Nacional de Supercómputo (LNS)UNSPECIFIED
Secretaría de Educación Pública (SEP)UNSPECIFIED
Universidad Autónoma de San Luis Potosí Inicio-Facultad de Ingeniería (UASLP-FAI)UNSPECIFIED
Ministero della Scienza del Montenegro (MOS)UNSPECIFIED
Ministry of Business, Innovation and Employment (New Zealand)UNSPECIFIED
Atomic Energy Commission (Pakistan)UNSPECIFIED
Ministry of Science and Higher Education (Poland)UNSPECIFIED
National Science Centre (Poland)UNSPECIFIED
Fundação para a Ciência e Tecnologia (FCT)CERN/FIS-PAR/0025/2019
Fundação para a Ciência e Tecnologia (FCT)CERN/FISINS/0032/2019
Joint Institute for Nuclear Research (JINR)UNSPECIFIED
Ministry of Education and Science of the Russian FederationUNSPECIFIED
RosAtomUNSPECIFIED
Russian Academy of SciencesUNSPECIFIED
Russian Foundation for Basic ResearchUNSPECIFIED
National Research Center, Kurchatov Institute (Russia)UNSPECIFIED
Ministry of Education, Science and Technological Development (Serbia)UNSPECIFIED
Secretaría de Estado de Investigación, Desarrollo e Innovación (SEIDI)UNSPECIFIED
Centro Nacional de Física de Partículas, Astropartículas y Nuclear (CPAN)UNSPECIFIED
Secretaría de Estado de Investigación, Desarrollo e InnovaciónUNSPECIFIED
Programa Consolider-Ingenio 2010 (Spain)UNSPECIFIED
Plan Estatal de Investigación Científica y Técnica y de InnovaciónIDI-2018-000174
Fondo Europeo de Desarrollo Regional (FEDER)UNSPECIFIED
Ministry of Science, Technology and Research (Sri Lanka)UNSPECIFIED
Swiss Funding AgenciesUNSPECIFIED
Ministry of Science and Technology (Taipei)UNSPECIFIED
Thailand Center of Excellence in PhysicsUNSPECIFIED
Institute for the Promotion of Teaching Science and Technology (Thailand)UNSPECIFIED
Special Task Force for Activating Research (Thailand)UNSPECIFIED
National Science and Technology Development Agency (Thailand)UNSPECIFIED
Türkiye Bilimsel ve Teknolojik Araştırma Kurumu (TÜBİTAK)UNSPECIFIED
Türkiye Atom Enerjisi Kurumu (TAEK)UNSPECIFIED
National Academy of Sciences (Ukraine)UNSPECIFIED
Science and Technology Facilities Council (STFC)UNSPECIFIED
Department of Energy (DOE)UNSPECIFIED
NSFUNSPECIFIED
Marie Curie FellowshipUNSPECIFIED
European Research Council (ERC)675440
European Research Council (ERC)724704
European Research Council (ERC)752730
European Research Council (ERC)758316
European Research Council (ERC)765710
European Research Council (ERC)824093
European Research Council (ERC)884104
European Cooperation in Science and Technology (COST)CA16108
Leventis FoundationUNSPECIFIED
Alfred P. Sloan FoundationUNSPECIFIED
Alexander von Humboldt FoundationUNSPECIFIED
Belgian Federal Science Policy Office (BELSPO)UNSPECIFIED
Fonds pour la Formation à la Recherche dans l'Industrie et dans l'Agriculture (FRIA-Belgium)UNSPECIFIED
Agentschap voor Innovatie door Wetenschap en Technologie (IWT-Belgium)UNSPECIFIED
Fonds de la Recherche Scientifique (FNRS)30820817
Beijing Municipal Science & Technology CommissionZ191100007219010
Ministry of Education, Youth and Sports (Czech Republic)UNSPECIFIED
Hungarian Academy of SciencesUNSPECIFIED
National Research, Development and Innovation Fund (NKFIA)123842
National Research, Development and Innovation Fund (NKFIA)123959
National Research, Development and Innovation Fund (NKFIA)124845
National Research, Development and Innovation Fund (NKFIA)124850
National Research, Development and Innovation Fund (NKFIA)125105
National Research, Development and Innovation Fund (NKFIA)128713
National Research, Development and Innovation Fund (NKFIA)128786
National Research, Development and Innovation Fund (NKFIA)129058
Council of Scientific and Industrial Research (India)UNSPECIFIED
Latvian Council of ScienceUNSPECIFIED
National Science Centre (Poland)UNSPECIFIED
OPUS Program2014/15/B/ST2/03998
OPUS Program2015/19/B/ST2/02861
Fundação para a Ciência e Tecnologia (FCT)CEECIND/01334/2018
Qatar National Research Fund National Priorities Research ProgramUNSPECIFIED
Ministry of Education and Science of the Russian Federation14.W03.31.0026
Tomsk Polytechnic UniversityFSWW-2020-0008
Russian Foundation for Basic Research19-42-703014
Programa de Excelencia María de MaeztuUNSPECIFIED
Programa Severo Ochoa del Principado de AsturiasUNSPECIFIED
Stavros Niarchos FoundationUNSPECIFIED
Rachadapisek Sompot Fund for Postdoctoral Fellowship Chulalongkorn University (Thailand)UNSPECIFIED
Chulalongkorn Academic into Its 2nd Century Project Advancement Project (Thailand)UNSPECIFIED
Kavli FoundationUNSPECIFIED
NVIDIA CorporationUNSPECIFIED
SuperMicro CorporationUNSPECIFIED
Robert A. Welch FoundationC-1845
Weston Havens FoundationUNSPECIFIED
Subject Keywords:Large detector-systems performance; Pattern recognition, cluster finding, calibration and fitting methods
Issue or Number:3
DOI:10.1088/1748-0221/17/03/p03014
Record Number:CaltechAUTHORS:20220509-385135900
Persistent URL:https://resolver.caltech.edu/CaltechAUTHORS:20220509-385135900
Official Citation:The CMS collaboration et al 2022 JINST 17 P03014
Usage Policy:No commercial reproduction, distribution, display or performance rights in this work are provided.
ID Code:114657
Collection:CaltechAUTHORS
Deposited By: Tony Diaz
Deposited On:10 May 2022 16:27
Last Modified:11 May 2022 22:06

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