{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,28]],"date-time":"2025-11-28T21:16:55Z","timestamp":1764364615022,"version":"3.37.3"},"reference-count":61,"publisher":"IOP Publishing","issue":"03","license":[{"start":{"date-parts":[[2022,3,17]],"date-time":"2022-03-17T00:00:00Z","timestamp":1647475200000},"content-version":"vor","delay-in-days":16,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"},{"start":{"date-parts":[[2022,3,17]],"date-time":"2022-03-17T00:00:00Z","timestamp":1647475200000},"content-version":"tdm","delay-in-days":16,"URL":"https:\/\/iopscience.iop.org\/info\/page\/text-and-data-mining"}],"content-domain":{"domain":["iopscience.iop.org"],"crossmark-restriction":false},"short-container-title":["J. Inst."],"published-print":{"date-parts":[[2022,3,1]]},"abstract":"<jats:title>Abstract<\/jats:title>\n               <jats:p>Many measurements at the LHC require efficient\n  identification of heavy-flavour jets, i.e. jets originating from\n  bottom (b) or charm (c) quarks.  An overview of the algorithms used\n  to identify c jets is described and a novel method to calibrate them\n  is presented.  This new method adjusts the entire distributions of\n  the outputs obtained when the algorithms are applied to jets of\n  different flavours.  It is based on an iterative approach exploiting\n  three distinct control regions that are enriched with either b jets,\n  c jets, or light-flavour and gluon jets. Results are presented in\n  the form of correction factors evaluated using proton-proton\n  collision data with an integrated luminosity of 41.5 fb<jats:sup>-1<\/jats:sup> at\u00a0\n  <jats:italic>\u221as<\/jats:italic> = 13 TeV, collected by the CMS experiment in 2017.  The\n  closure of the method is tested by applying the measured correction\n  factors on simulated data sets and checking the agreement between\n  the adjusted simulation and collision data. Furthermore, a\n  validation is performed by testing the method on pseudodata, which\n  emulate various mismodelling conditions.  The calibrated results\n  enable the use of the full distributions of heavy-flavour\n  identification algorithm outputs, e.g. as inputs to\n  machine-learning models. Thus, they are expected to increase the\n  sensitivity of future physics analyses.<\/jats:p>","DOI":"10.1088\/1748-0221\/17\/03\/p03014","type":"journal-article","created":{"date-parts":[[2022,3,17]],"date-time":"2022-03-17T18:48:58Z","timestamp":1647542938000},"page":"P03014","update-policy":"https:\/\/doi.org\/10.1088\/crossmark-policy","source":"Crossref","is-referenced-by-count":16,"title":["A new calibration method for charm jet identification validated with proton-proton collision events at \u221as = 13 TeV"],"prefix":"10.1088","volume":"17","author":[{"given":"Armen","family":"Tumasyan","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9099-4341","authenticated-orcid":false,"given":"Wolfgang","family":"Adam","sequence":"additional","affiliation":[]},{"given":"Janik 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