A new calibration method for charm jet identification validated with proton-proton collision events at √s = 13 TeV
Authors: Tumasyan Armen , Adam Wolfgang , Andrejkovic Janik Walter , Bergauer Thomas , Chatterjee Suman , Dragicevic Marko , Escalante Del Valle Alberto , Fruehwirth Rudolf , Jeitler Manfred , Krammer Natascha , Lechner Lukas , Liko Dietrich , Mikulec Ivan , Paulitsch Peter , Pitters Florian Michael , Schieck Jochen , Schöfbeck Robert , Spanring Markus , Templ Sebastian , Waltenberger Wolfgang , Wulz Claudia-Elisabeth , Chekhovsky Vladimir , Litomin Aliaksandr , Makarenko Vladimir , Darwish Mohamed Rashad , De Wolf Eddi A. , Janssen Tahys , Kello Tomas , Lelek Aleksandra , Rejeb Sfar Haifa , Van Mechelen Pierre , Van Putte Senne , Van Remortel Nick , Blekman Freya , Bols Emil Sørensen , D'Hondt Jorgen , De Clercq Jarne , Delcourt Martin , El Faham Hesham , Lowette Steven , Moortgat Seth , Morton Alexander , Müller Denise , Sahasransu Abanti Ranadhir , Tavernier Stefaan , Van Doninck Walter , Van Mulders Petra , Beghin Diego , Bilin Bugra , Clerbaux Barbara , De Lentdecker Gilles , Favart Laurent , Grebenyuk Anastasia , Kalsi Amandeep Kaur , Lee Kyeongpil , Mahdavikhorrami Mostafa , Makarenko Inna , Moureaux Louis , Pétré Laurent , Popov Andrey , Postiau Nicolas , Starling Elizabeth , Thomas Laurent , Vanden Bemden Max , Vander Velde Catherine , Vanlaer Pascal , Vannerom David , Wezenbeek Liam , Cornelis Tom , Dobur Didar , Knolle Joscha , Lambrecht Luka , Mestdach Gianny , Niedziela Marek , Roskas Christos , Samalan Amrutha , Skovpen Kirill , Tytgat Michael , Verbeke Willem , Vermassen Basile , Vit Martina , Bethani Agni , Bruno Giacomo , Bury Florian Joel J , Caputo Claudio , David Pieter , Delaere Christophe , Donertas Izzeddin Suat , Giammanco Andrea , Jaffel Khawla , Jain Sandhya , Lemaitre Vincent , Mondal Kuntal , Prisciandaro Jessica , Taliercio Angela , Teklishyn Maksym , Tran Tu Thong , Vischia Pietro , Wertz Sébastien , Alves Gilvan , Hensel Carsten , Moraes Arthur , Aldá Júnior Walter Luiz , Alves Gallo Pereira Miguel , Barroso Ferreira Filho Mapse , 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Joel , Heath Greg P. , Heath Helen F. , Holmberg Mei-li , Kreczko Lukasz , Krikler Benjamin , Paramesvaran Sudarshan , Seif El Nasr-Storey Sarah , Smith Vincent J. , Stylianou Nicolas , Walkingshaw Pass Katie , White Robert , Bell Ken W. , Belyaev Alexander , Brew Christopher , Brown Robert M. , Cockerill David J.A. , Cooke Charlotte , Ellis Katherine Victoria , Harder Kristian , Harper Sam , Linacre Jacob , Manolopoulos Konstantinos , Newbold Dave M. , Olaiya Emmanuel , Petyt David , Reis Thomas , Schuh Thomas , Shepherd-Themistocleous Claire , Tomalin Ian R. , Williams Thomas , Bainbridge Robert , Bloch Philippe , Bonomally Shameena , Borg Johan , Breeze Shane , Buchmuller Oliver , Cepaitis Vilius , Chahal Gurpreet Singh , Colling David , Dauncey Paul , Davies Gavin , Della Negra Michel , Fayer Simon , Fedi Giacomo , Hall Geoffrey , Hassanshahi Mohammad Hassan , Iles Gregory , Langford Jonathon , Lyons Louis , Magnan Anne-Marie , Malik Sarah , Martelli Arabella , Monk David Gabriel , 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Salyer Kaitlin , Sperka David , Spitzbart Daniel , Suarez Indara , Tsatsos Anna , Yuan Siqi , Zou David , Benelli Gabriele , Burkle Bjorn , Coubez Xavier , Cutts David , Hadley Mary , Heintz Ulrich , Hogan Julie Managan , Landsberg Greg , Lau Ka Tung , Lukasik Michael , Luo Jingyu , Narain Meenakshi , Sagir Sinan , Usai Emanuele , Wong Wing Yan , Yan Xuli , Yu David , Zhang Wenyu , Bonilla Johan , Brainerd Christopher , Breedon Richard , Calderon De La Barca Sanchez Manuel , Chertok Maxwell , Conway John , Cox Peter Timothy , Erbacher Robin , Haza Grace , Jensen Frank , Kukral Ota , Lander Richard , Mulhearn Michael , Pellett Dave , Regnery Brendan , Taylor Devin , Yao Yao , Zhang Fengwangdong , Bachtis Michail , Cousins Robert , Datta Abhisek , Hamilton David , Hauser Jay , Ignatenko Mikhail , Iqbal Muhammad Ansar , Lam Tyler , Nash William Arthur , Regnard Simon , Saltzberg David , Stone Brent , Valuev Vyacheslav , Burt Kira , Chen Yuan , Clare Robert , Gary J William , Gordon Michael , Hanson Gail , Karapostoli Georgia , Long Owen Rosser , Manganelli Nicholas , Olmedo Negrete Manuel , Si Weinan , Wimpenny Stephen , Zhang Yi , Branson James G. , Chang Philip , Cittolin Sergio , Cooperstein Stephane , Deelen Nikkie , Diaz Daniel , Duarte Javier , Gerosa Raffaele , Giannini Leonardo , Gilbert Dylan , Guiang Jonathan , Kansal Raghav , Krutelyov Vyacheslav , Lee Robert , Letts James , Masciovecchio Mario , May Samuel , Pieri Marco , Sathia Narayanan Balaji Venkat , Sharma Vivek , Tadel Matevz , Vartak Adish , Würthwein Frank , Xiang Yifan , Yagil Avraham , Amin Nick , Campagnari Claudio , Citron Matthew , Dorsett Alex , Dutta Valentina , Incandela Joe , Kilpatrick Matthew , Kim Jaebak , Marsh Bennett , Mei Hualin , Oshiro Michael , Quinnan Melissa , Richman Jeffrey , Sarica Ulascan , Sheplock James , Stuart David , Wang Sicheng , Bornheim Adolf , Cerri Olmo , Dutta Irene , Lawhorn Jay Mathew , Lu Nan , Mao Jiajing , Newman Harvey B. , Nguyen Thong , Spiropulu Maria , Vlimant Jean-Roch , Wang Christina , Xie Si , Zhang Zhicai , Zhu Ren-Yuan , Alison John , An Sitong , Andrews Michael Benjamin , Bryant Patrick , Ferguson Thomas , Harilal Abhirami , Liu Chuyuan , Mudholkar Tanmay , Paulini Manfred , Sanchez Alejandro , Cumalat John Perry , Ford William T. , Hassani Abbas , MacDonald Emily , Patel Rishi , Perloff Alexx , Savard Claire , Stenson Kevin , Ulmer Keith , Wagner Stephen Robert , Alexander James , Bright-Thonney Samuel , Cheng Yangyang , Cranshaw Derek James , Hogan Shaun , Monroy Jose , Patterson Juliet Ritchie , Quach Dan , Reichert Joseph , Reid Michael , Ryd Anders , Sun Werner , Thom Julia , Wittich Peter , Zou Rui , Albrow Michael , Alyari Maral , Apollinari Giorgio , Apresyan Artur , Apyan Aram , Banerjee Sunanda , Bauerdick Lothar A.T. , Berry Douglas , Berryhill Jeffrey , Bhat Pushpalatha C. , Burkett Kevin , Butler Joel Nathan , Canepa Anadi , Cerati Giuseppe Benedetto , Cheung Harry , Chlebana Frank , Cremonesi Matteo , Di 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Kelvin , Ojalvo Isabel , Olsen James , Stickland David , Tully Christopher , Malik Sudhir , Norberg Scarlet , Bakshi Amandeep Singh , Barnes Virgil E. , Chawla Ridhi , Das Souvik , Gutay Laszlo , Jones Matthew , Jung Andreas Werner , Karmarkar Sushrut , Liu Miaoyuan , Negro Giulia , Neumeister Norbert , Paspalaki Garyfallia , Peng Cheng-Chieh , Piperov Stefan , Purohit Arnab , Schulte Jan-Frederik , Stojanovic Milan , Thieman Jason , Wang Fuqiang , Xiao Rui , Xie Wei , Dolen James , Parashar Neeti , Baty Austin , Decaro Matthew , Dildick Sven , Ecklund Karl Matthew , Freed Sarah , Gardner Parker , Geurts Frank J.M. , Kumar Arun , Li Wei , Padley Brian Paul , Redjimi Radia , Shi Wei , Stahl Leiton Andre Govinda , Yang Shuai , Zhang Liuyao , Zhang Yousen , Bodek Arie , de Barbaro Pawel , Demina Regina , Dulemba Joseph Lynn , Fallon Colin , Ferbel Thomas , Galanti Mario , Garcia-Bellido Aran , Hindrichs Otto , Khukhunaishvili Aleko , Ranken Evan , Taus Rhys , Chiarito Brandon , Chou John Paul , Gandrakota Abhijith , Gershtein Yuri , Halkiadakis Eva , Hart Andrew , Heindl Maximilian , Karacheban Olena , Laflotte Ian , Lath Amitabh , Montalvo Roy , Nash Kevin , Osherson Marc , Salur Sevil , Schnetzer Steve , Somalwar Sunil , Stone Robert , Thayil Steffie Ann , Thomas Scott , Wang Hui , Acharya Himal , Delannoy Andrés G. , Spanier Stefan , Bouhali Othmane , Dalchenko Mykhailo , Delgado Andrea , Eusebi Ricardo , Gilmore Jason , Huang Tao , Kamon Teruki , Kim Hyunyong , Luo Sifu , Malhotra Shivali , Mueller Ryan , Overton David , Rathjens Denis , Safonov Alexei , Akchurin Nural , Damgov Jordan , Hegde Vinay , Kunori Shuichi , Lamichhane Kamal , Lee Sung Won , Mengke Tielige , Muthumuni Samila , Peltola Timo , Volobouev Igor , Wang Zhixing , Whitbeck Andrew , Appelt Eric , Greene Senta , Gurrola Alfredo , Johns Willard , Melo Andrew , Ni Hong , Padeken Klaas , Romeo Francesco , Sheldon Paul , Tuo Shengquan , Velkovska Julia , Arenton Michael Wayne , Cox Bradley , Cummings Grace , Hakala John , Hirosky Robert , Joyce Matthew , Ledovskoy Alexander , Li Ang , Neu Christopher , Tannenwald Benjamin , White Sebastian , Wolfe Evan , Poudyal Nabin , Black Kevin , Bose Tulika , Buchanan James , Caillol Cécile , Dasu Sridhara , De Bruyn Isabelle , Everaerts Pieter , Fienga Francesco , Galloni Camilla , He He , Herndon Matthew , Herve Alain , Hussain Usama , Lanaro Armando , Loeliger Andrew , Loveless Richard , Madhusudanan Sreekala Jithin , Mallampalli Abhishikth , Mohammadi Abdollah , Pinna Deborah , Savin Alexander , Shang Victor , Sharma Varun , Smith Wesley H. , Teague Dylan , Trembath-Reichert Stephen , Vetens Wren 
Published: March 2022

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.