Philippe JEAN-PIERRE

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• Type de publi. : Article dans une revue
• Date de publi. : 01/12/2026
• Auteurs : Maud RothärmelLila MekaouiFrançois KazourMorgane HerreroEva-Maria Beetz-LobonoAiste LengvenyteJérôme HoltzmannPhilippe RaynaudMacarena Cuenca-MaiaSamuel BulteauPierre de MaricourtThomas HussonÉmilie OliéB.GohierAnne SauvagetRaphaël GaillardRaphaëlle RichieriDavid SzekelyLudovic SamalinOlivier GuillinVirginie MoulierWissam El-HageAndrew LaurinLucie Berkovitch
• Organismes : Centre Hospitalier du Rouvray Normandie Université CHU Rouen Groupe hospitalier universitaire Paris psychiatrie & neurosciences [Paris] Centre Hospitalier Universitaire d'Angers Pôle Psychiatrie [CHU Saint-Etienne] Centre Hospitalier Princesse Grace Département de Psychiatrie adulte [Hôpital de la Colombière - CHU Montpellier] Institut de Génomique Fonctionnelle Fondation FondaMental [Créteil] Pôle Psychiatrie et Neurologie [Grenoble] Centre Hospitalier Léon-Jean Grégory [Thuir] Groupe hospitalier universitaire Paris psychiatrie & neurosciences [Paris] Centre Hospitalier Universitaire de Nantes = Nantes University Hospital methodS in Patients-centered outcomes and HEalth ResEarch Groupe hospitalier universitaire Paris psychiatrie & neurosciences [Paris] Centre Hospitalier du Rouvray Département de Psychiatrie adulte [Hôpital de la Colombière - CHU Montpellier] Institut de Génomique Fonctionnelle Centre Hospitalier Universitaire d'Angers Centre Hospitalier Universitaire de Nantes = Nantes University Hospital methodS in Patients-centered outcomes and HEalth ResEarch Groupe hospitalier universitaire Paris psychiatrie & neurosciences [Paris] Institut FRESNEL Hôpital Sainte-Marguerite [CHU - APHM] Hôpital Princesse Grace [Monaco] Service Psychiatrie Adulte [CHU Clermont-Ferrand] Institut Pascal Centre Hospitalier du Rouvray Normandie Université CHU Rouen Centre Hospitalier du Rouvray Etablissement public de santé de Ville-Evrard [Neuilly-sur-Marne] Centre Hospitalier Régional Universitaire de Tours Imaging, Brain & Neuropsychiatry Centre Hospitalier Universitaire de Nantes = Nantes University Hospital methodS in Patients-centered outcomes and HEalth ResEarch Groupe hospitalier universitaire Paris psychiatrie & neurosciences [Paris] Université Paris Cité
• Publié dans European Journal of Psychotraumatology le 01/11/2020

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Résumé : Background: Posttraumatic stress disorder (PTSD) is a severe and frequent affection that is highly comorbid to major depressive disorder. Comorbid PTSD and depression increase the risk of treatment-resistant depression (TRD), with a high risk of functional impairment and suicide. Esketamine nasal spray is a recent validated treatment for TRD, but its efficacy on comorbid TRD-PTSD remains insufficiently documented. In particular, it is unknown whether traumatic re-experiencing may occur during esketamine treatment and if so, how it influences clinical outcomes.Objectives: Our objective was to describe trauma re-experiencing episodes during esketamine sessions and their impact on clinical trajectories within an ecological sample of patients with comorbid TRD-PTSD.Methods: We retrospectively collected clinical data of patients receiving esketamine nasal spray for TRD for whom at least one trauma re-experiencing episodes had been identified by clinicians during esketamine sessions across 11 psychiatric departments.Results: Between February 2020 and March 2023, 22 adult patients with TRD met inclusion criteria. In sixteen patients (72.7%) trauma re-experiencing episodesdisappeared as the sessions progressed. In six patients (27.3%), esketamine treatment was stopped because of trauma re-experiencing episodes. When esketamine was continued, favourable clinical outcomes were observed both for depression and PTSD (depression response rate: 45.5% and remission rate: 22.7%; PTSD improvement rate: 45.5% and remission: 18.2%).Limitations: The retrospective design of the study and the absence of a comparator group are the main limitations of our study.Conclusions: Our results suggest that esketamine can be safely administered to patients with comorbid PTSD and TRD, and that the occurrence of trauma re-experiencing episodes does not hinder clinical response.

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Fichiers liés : Rothärmel et al 2026.pdf

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• Type de publi. : Article dans une revue
• Date de publi. : 01/12/2026
• Auteurs : Martin SchwartzFajwel FogelNikola BesicDamien RobertLouis GeistJean-Pierre RenaudJean-Matthieu MonnetClemens MosigCédric VégaAlexandre d'AspremontLoic LandrieuPhilippe Ciais
• Organismes : Laboratoire des Sciences du Climat et de l'Environnement [Gif-sur-Yvette] Ecole Normale Supérieure Université Gustave Eiffel Universität Zürich [Zürich] = University of Zurich Laboratoire d'Informatique Gaspard-Monge Université de Lorraine Université Gustave Eiffel IGN-France International Recherche, développement et innovation Laboratoire des EcoSystèmes et des Sociétés en Montagne Faculty of Physics and Earth System Sciences [Leipzig] Laboratoire d'Inventaire Forestier Laboratoire d'informatique de l'école normale supérieure Centre National de la Recherche Scientifique Statistical Machine Learning and Parsimony Université Paris Sciences et Lettres Université Gustave Eiffel Laboratoire d'Informatique Gaspard-Monge École nationale des ponts et chaussées Laboratoire d'Océanographie, des sciences de l'environnement et du climat [Sénégal]
• Publié dans Remote Sensing of Environment le 28/10/2020

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Résumé : Current large-scale satellite-based forest disturbance monitoring systems operate at 10–30 m resolution, which is too coarse to detect changes at the scale of individual trees resulting in a systematic underestimation of forest dis turbances. Here, we introduce FORMSpoT (Forest Mapping with SPOT Time series), a decade-long (2014-2024), country-scale mapping of forest canopy height at 1.5 m resolution over France, together with FORMSpoT-Δ, annual disturbance polygons derived from height differences in the FORMSpoT time series. Canopy heights were derived from annual SPOT-6/7 composites using a hierarchical transformer model (PVTv2) trained on high-resolution airborne laser scanning (ALS) data. To enable robust change detection, we developed a post-processing pipeline combining co-registration and spatio-temporal total variation denoising. We find that (1) the French disturbance regime is dominated by small events. Sub-100 m2 disturbances alone represent 72% of all events, and disturbances below 0.1 ha account for 97% of events and 39% of the disturbed area. These events are largely missed by Sentinel-1/2 and Landsat-based products. (2) Validated against successive ALS revisits across 19 sites and 5087 NFI plot revisits, FORMSpoT-Δ provides reliable detection (F1 > 0.8) above 100 m2 while retaining sensitivity to finer events that coarser products do not capture. (3) At the national scale, FORMSpoT-Δ resolves contrasted disturbance regimes, from clear-cut-dominated dynamics in maritime pine plantations to diffuse, smaller disturbance events in mountain forests, and captures their temporal dynamics, including the salvage-logging signature of the 2017–2022 bark beetle crisis in northeastern France.

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Fichiers liés : 1-s2.0-S0034425726004013-main.pdf

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• Type de publi. : Article dans une revue
• Date de publi. : 01/11/2026
• Auteurs : Théo MazureGeorges-Marie SaulnierAdrien GuérouÉtienne DambrineFlorence MazierClément CasottiAndré RevilChristine HattéPierre SabatierJérôme PoulenardErwan MessagerVincent ChanudetJean-Philippe Jenny
• Organismes : Centre Alpin de Recherche sur les Réseaux Trophiques et Ecosystèmes Limniques Université Savoie Mont Blanc Environnements, Dynamiques et Territoires de Montagne Centre Alpin de Recherche sur les Réseaux Trophiques et Ecosystèmes Limniques Centre Alpin de Recherche sur les Réseaux Trophiques et Ecosystèmes Limniques Géographie de l'environnement Environnements, Dynamiques et Territoires de Montagne Environnements, Dynamiques et Territoires de Montagne Géochrononologie Traceurs Archéométrie Laboratoire des Sciences du Climat et de l'Environnement [Gif-sur-Yvette] Silesian University of Technology Environnements, Dynamiques et Territoires de Montagne Environnements, Dynamiques et Territoires de Montagne Environnements, Dynamiques et Territoires de Montagne EDF CIH – Centre d'Ingénierie Hydraulique Centre Alpin de Recherche sur les Réseaux Trophiques et Ecosystèmes Limniques Pôle Écla - écosystèmes lacustres
• Publié dans CATENA le 29/10/2020

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Résumé : Over the past millennia, human activities and land clearing have significantly altered land cover, accelerating both diffuse and concentrated erosion of soils, ultimately threatening soil ecosystem services. While numerous studies have emphasized on diffuse erosion, the understanding of concentrated soil erosion through incisions remains limited and has rarely been quantified over long-term periods. This study quantifies both concentrated and diffuse erosion to differentiate their respective contributions to the total erosion within the Lake La Thuile catchment in northwestern Alps, linking spatial and temporal data. The RUSLE model was used to estimate past diffuse erosion. The RUSLE model was temporally constrained with Land Use Land Cover (LULC) reconstruction from the pollen-driven LOVE model to assess the effect of land opening on soil erosion during the Holocene. Concentrated erosion was evaluated by quantifying contemporary land incision using high-resolution LIDAR land surface elevation data. Furthermore, basin sedimentation was assessed with both paleoerosion signal and geophysical investigations. Our results highlight a significant contribution of concentrated erosion, corresponding to up to 46% of the total Holocene erosion exports. This underscores the importance of accurately quantifying the contributions of intensive erosion processes in long-term assessments of soil erosion and/or nutrient export to avoid misestimating terrestrial fluxes in the critical zone.

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Fichiers liés : 2026_Catena_Mazure.pdf

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• Type de publi. : Article dans une revue
• Date de publi. : 13/10/2026
• Auteurs : Raquel BarbosaPaulo André Dias BastosOlivier RascolJean-Christophe CorvolOry Magne FabienneChristine Brefel-CourbonClémence LeungLouise-Laure MarianiLuc DefebvreNicolas CarriereCaroline GiordanaCharlotte HeraudChloé LaurencinStéphane PrangePhilippe RémyLucie HopesJean-Luc HouetoPauline PrinClaire ThiriezAnne Doe de MaindrevilleIsabelle BenatruAnne Gaelle CorbilleSilvia Di LeggeOuhaid Lagha-BoukbizaVincent SchneiderStephan GrimaldiGiovanni CastelnovoFazia Mélissa TirDavid MaltêteAlexandra Foubert-SamierAna MarquesSophie DrapierMargherita Fabbri
• Organismes : Département Neurologie [CHU Toulouse] Toulouse NeuroImaging Center Centre d'investigation clinique de Toulouse Toulouse NeuroImaging Center Centre d’Excellence en Maladies Neurodégénératives Toulouse NeuroImaging Center Centre d'investigation clinique de Toulouse Institut du Cerveau = Paris Brain Institute Centre d'investigation clinique Neurosciences [CHU Pitié Salpêtrière] Toulouse NeuroImaging Center Centre Hospitalier Universitaire de Toulouse Centre d'investigation clinique de Toulouse Toulouse NeuroImaging Center Département Neurologie [CHU Toulouse] Institut du Cerveau = Paris Brain Institute Lille Neurosciences & Cognition - U 1172 Centre Hospitalier Régional Universitaire [CHU Lille] Service de Neurologie [CHU Nice] Université Côte d'Azur Service de neurologie C - Centre expert Parkinson Équipe Pathophysiologie de la maladie de Parkinson et des troubles associés - Pathophysiology of Parkinson's disease and related disorders Team Hospices Civils de Lyon Centre de recherche en neurosciences de Lyon - Lyon Neuroscience Research Center Université de Lyon IMRB - "NeuroPsychologie Interventionnelle" [Créteil] CHRU Nancy - Hôpitaux de Brabois Epidémiologie des Maladies Chroniques en zone tropicale Service de Neurologie [CHU Limoges] Institut des Neurosciences de Montpellier CHU Montpellier = Montpellier University Hospital Service de Neurologie [Strasbourg] Service de neurologie [Reims] Centre hospitalier universitaire de Poitiers = Poitiers University Hospital Université de Poitiers = University of Poitiers Neurologie [CHU Amiens] Laboratoire de Neurosciences Fonctionnelles et Pathologies - UR UPJV 4559 CHU Clermont-Ferrand Neuro-Psycho Pharmacologie des Systèmes Dopaminergiques sous-corticaux Institut Pascal Thérapie guidée par l'image
• Publié dans Neurology le 01/11/2020

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Résumé : Background and objectives: Recent reports have suggested that levodopa exposure may contribute to freezing of gait (FOG), but this relationship remains controversial because of confounding by disease severity and duration. Our goal was to assess the relationship between levodopa use and FOG incidence and severity. Methods: We studied 2 prospective, multicentric cohorts: NS-Park and Parkinson's Progression Markers Initiative (PPMI). Patients with ≥2 visits were selected. Three nested subcohorts were defined based on disease duration, baseline FOG, and levodopa exposure. FOG was assessed using the Movement Disorder Society-Unified Parkinson's Disease Rating Scale (MDS-UPDRS) Part II 2.13. Analyses included mixed-effects ordered logistic regression to evaluate FOG severity and Kaplan-Meier and Cox proportional hazards models to assess incident FOG. Models adjusted for disease duration, Hoehn and Yahr (H&Y) stage, and MDS-UPDRS Part III scores. Results: A total of 25,602 patients with Parkinson disease from the NS-Park (mean age 68.3 ± 29.1, 42% female) and 1,441 from the PPMI (mean age 62.9 ± 9.8, 37% female) cohorts were included. In unadjusted analyses with the NS-Park cohort, levodopa use was associated with higher FOG severity and incidence, but this association was no longer statistically significant in the PPMI cohort. In mixed-effects ordinal logistic regression models adjusting for disease duration/severity, levodopa status showed a nonsignificant effect size on FOG (NS-Park odds ratio [OR] 1.84, 95% CI 0.94-3.61, p = 0.074; PPMI OR 0.76, 95% CI 0.38-1.51, p = 0.430), while disease duration (NS-Park OR 4.4, 95% CI 3.01-6.29, p = 6.0e-15; PPMI OR 6.97, 95% CI 5.05-9.63, p = 4.7e-32), Hoehn & Yahr stage (NS-Park OR 6.8, 95% CI 3.52-13.08, p = 1.059e-08; PPMI OR 1.5, 95% CI 0.96-2.22, p = 0.073), and MDS-UPDRS-III score (NS-Park OR 1.85, 95% CI 1.38-2.49, p = 4.34e-05; PPMI OR 2.00, 95% CI 1.67-2.39, p = 2.4e-14) were independently associated with greater FOG severity. No statistically significant association was observed between future levodopa exposure and de novo FOG incidence. In turn, FOG incidence was driven by the H&Y (NS-Park: hazard ratio [HR] 1.94, 95% CI 1.68-2.23; PPMI: HR 1.78, 95% CI 1.47-2.17) and MDS-UPDRS III (NS-Park: HR 1.40, 95% CI 1.07-1.83; PPMI: HR 1.26, 95% CI 1.17-1.36). Discussion: No significant or consistent association between levodopa exposure and FOG severity or incidence was observed after adjustment for disease duration and severity, with the effect estimates significantly attenuated despite residual uncertainty.

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• Type de publi. : Article dans une revue
• Date de publi. : 01/10/2026
• Auteurs : Satish TadiArmelle GesnikLéa NabhanPhilippe FritFlorence IehlVirginie RoparsFlorent DingliDamarys LoewPatrick CalsouIsabelle CallebautPhilippe CuniasseJean-Baptiste CharbonnierJean-Pierre de Villartay
• Organismes : Imagine - Institut des maladies génétiques (IHU) Institut de Biologie Intégrative de la Cellule Imagine - Institut des maladies génétiques (IHU) Institut de pharmacologie et de biologie structurale Institut de Biologie Intégrative de la Cellule Institut de Biologie Intégrative de la Cellule CurieCoreTech - Spectrométrie de Masse Protéomique CurieCoreTech - Spectrométrie de Masse Protéomique Institut de pharmacologie et de biologie structurale Institut de minéralogie, de physique des matériaux et de cosmochimie Institut de Biologie Intégrative de la Cellule Institut de Biologie Intégrative de la Cellule Imagine - Institut des maladies génétiques (IHU)
• Publié dans DNA Repair le 01/11/2020

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• Type de publi. : Communication dans un congrès
• Date de publi. : 29/09/2026
• Auteurs : Pierre TretonHafiyyan Sayyid FadhlillahCamille FayollasPhilippe PalanqueArnaud BlouinBenoit CombemaleFrancois Fouquet
• Organismes : Diversity-centric Software Engineering Augmented software engineering Diversity-centric Software Engineering Augmented software engineering Institut de recherche en informatique de Toulouse Université Toulouse Capitole Institut de recherche en informatique de Toulouse Université Toulouse Capitole Diversity-centric Software Engineering Augmented software engineering Diversity-centric Software Engineering Augmented software engineering DataThings

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Résumé : The User Centered Design (UCD) process is dedicated to the design and development of systems and software focusing on their usability. Identified in the mid eighties, this process revolves around the notions of users tasks and work context, design solutions identification and evaluation of those solutions with representative users. This process is, by nature, iterative, as the goal of the evaluation is to identify areas of improvements in the solutions proposed, leading to refined and improved solutions. This process was identified in the context of computerization of human activities, i.e. transforming work with the support of computerbased automation. Digital Twins (DTs) connected to a Cyber-Physical System (CPS) (also called Physical Twin (PT)), could fall under such a computerization approach, but with specificities including: the potential critical nature of the PT; the complexity of the tasks of the operators of the PT; or the unknown tasks that new users of the DT would have to perform on it. This paper identifies challenges brought by the design, development and evaluation of User Interfaces (UIs) of DTs due to these specificities. It describes the limitations of the UCD process and presents a set of extensions to address the specific issues brought by the design and evaluation of UIs of DTs. These extensions are made concrete on the real-world case study of a DT of the electric grid in Luxembourg.

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Fichiers liés : samplepaper.flattened.pdf

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• Type de publi. : Ouvrage (y compris édition critique et traduction)
• Date de publi. : 23/09/2026
• Auteurs : Edouard KlosStéphane GomisJean-Pascal GayFabienne HenryotLaurent BourquinJean-Pierre MéricEric DelaissePhilippe MartinDaniel-Odon HurelCédric Andriot
• Organismes : Université Jean Monnet - Saint-Étienne Centre d'Histoire "Espaces et Cultures" Institut d’Histoire des Représentations et des Idées dans les Modernités École nationale supérieure des sciences de l'information et des bibliothèques Le Mans Université Temps, Mondes, Sociétés Religions et croyances LabEx Comod : Constitution de la modernité : raison, politique, religion Laboratoire d'Etudes sur les Monothéismes

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Résumé : Longtemps décriée par l'historiographie, la commende est souvent associée à l'image d'abbés cumulant les bénéfices monastiques dont ils tirent d'importants revenus, laissant derrière eux des communautés appauvries et des bâtiments délabrés. Généralisée à l'époque moderne, la pratique permet au roi de placer à la tête d'un monastère un abbé choisi par ses soins, sans vote de la communauté. Réunissant des contributions de grands spécialistes, Édouard Klos propose de dépasser ces représentations simplificatrices. Au-delà des controverses, la commende n'est-elle pas majoritairement acceptée dans le monde monastique, comme le cadre institutionnel convenu ? Quels enjeux politiques dessine-t-elle, entre faveur royale, stratégies nobiliaires et tensions internes aux ordres religieux ? Par nature lucrative, n'empêche-t-elle pas l'existence de « bons » commendataires, soucieux de la réforme spirituelle et de l'entretien de leurs monastères ? Loin du discours noir souvent avancé, cet ouvrage propose une lecture nuancée de la commende et de ses effets spirituels, économiques et politiques, parfois favorables au rayonnement et au renouveau des communautés. Issu d'un colloque organisé en octobre 2024, cet ouvrage est dirigé par Édouard Klos, professeur agrégé et docteur en histoire moderne. Après une thèse consacrée à la puissance de l'abbaye de Clairvaux (XVIe-XVIIIe siècle), il poursuit des recherches structurées par l'histoire politique, rurale et économique du religieux, en particulier dans le monde monastique moderne.

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• Type de publi. : Pré-publication, Document de travail
• Date de publi. : 11/09/2026
• Auteurs : Arzunik GevorgyanAram HayrapetyanVladimir MakarenkoArmen TumasyanPriya Sajid HussainMangesh SonawaneWolfgang AdamLisa BenatoThomas BergauerMarko DragicevicStefan GundackerAli Kaan GuvenManfred JeitlerNatascha KrammerAng LiDietrich LikoMark Nicholas MatthewmanAndreas PfeifferJochen SchieckRobert SchoefbeckMaryam ShooshtariNiels van den BosscheWolfgang WaltenbergerClaudia WulzTahys JanssenDaniel Ocampo HenaoThomas van LaerPierre van MechelenDonya AhmadiJas BierkensNordin BreugelmansSoumya DansanaAlexandre de MoorMartin DelcourtStef DuponcheelChirayu GuptaFelix Johannes HeyenYanwen HongKai KangPavlo KashkoSteven LowetteInna MakarenkoSaranya NandakumarJeremi NiedzielaStefaan TavernierMichael TytgatGerrit van OnsemSenne van PutteTiepolo WybouwAya BeshrBugra BilinFranco Caviglia RomanBarbara ClerbauxAloke Kumar DasIsabelle de BruynGilles de LentdeckerEliott DucarmeHugues EvardLaurent FavartIlia KalaitzidouAli KhalilzadehAndrea MalaraAndris PotrebkoMuhammad Aamir ShahzadLaurent ThomasMax Vanden BemdenCatherine Vander VeldePascal VanlaerChaochen YuanFengwangdong ZhangAmber Kristin CauwelsMaarten de CoenDidar DoburCristina GiordanoGul GokbulutKaram KasparDavid KavtaradzeDavid Marcus E MarckxAnkita MehtaBeatriz Ribeiro LopesKirill SkovpenAdina Maria TomaruJan van der LindenJules VandenbroeckHenriette Aarup PetersenAnna BeneckeAgni BethaniGiacomo BrunoAlessandra CappatiJerome Paul E de Favereau de JeneretChristophe DelaereFrancisco CasalinhoAndrea GiammancoOguz GuzelMajid HussainZak LawrenceVincent LemaitreJindrich LidrychPaul MalekSemra TurkcaparGilvan Augusto AlvesEduardo Alves CoelhoMarcos Venicio Goncalves SalesCarsten HenselDiego FigueiredoThales Menezes de OliveiraClemencia Mora HerreraPatricia Rebello TelesMariana SoeiroEdmilson Jose Tonelli ManganoteAntonio Vilela PereiraWalter AldaMapse Barroso Ferreira FilhoHelena Brandao MalbouissonWagner de Paula CarvalhoJose Augusto ChinellatoGilson Correia SilvaMatheus Costa ReisEliza MeloDalmo da Silva DaltoGustavo Gil da SilveiraDilson de Jesus DamiaoSandro FonsecaRaphael Gomes de SouzaSilas Santos de JesusTulio Laux KuhnKatherine Maslova Gioseffi DefanteKevin Mota AmariloLuiz MundimHelio NogimaJoao PinheiroAlberto SantoroAndre SznajderMauricio ThielFelipe SilvaDiego Torres MachadoCesar BernardesLuigi CalligarisJulia Carvalho LeiteFlorian DamasEduardo de Moraes GregoresBruno LopesIsabela Maietto SilverioPedro Galli MercadanteSergio Ferraz NovaesSandra PadulaMatheus Pereira CoelhoValerie ScheurerThiago Tomei FernandezAleksandar AleksandrovGueorgui AntchevPetar Mladenov DanevRoumyana Mileva HadjiiskaPlamen Stoianov IaydjievMariana ShopovaGueorgui SoultanovAnton DimitrovLeandar LitovBorislav PavlovPeicho PetkovAnton PetrovDuccio AbbaneoRocco ArdinoEtiennette Auffray HillemannsJoachim BaechlerGiulio BardelliDavid BarneyJosh BendavidIoannis BestintzanosMichele BiancoAndrea BocciGiacomo BoldriniLisa BorgonoviCristina BottaAlberto BragagnoloChristopher Edward BrownCecile CaillolGianluca CerminaraPatrick Louis S ConnorKyle CormierDavid d'Enterria AdanAnne DabrowskiPallabi DasAndre David TinocoMatteo DefranchisMario DeileMarc DobsonLeonardo FavillaPedro Fernandez MantecaEva FialovaBruno AlvesElisa FontanesiWolfgang FunkAndrea GaddiSimone GianiDominique GigiKarl Aaron GillSabrina GiorgettiFrank GlegeMaciej Mikolaj GlowackiAndreas GruberJeroen HegemanThomas Owen JamesPatrick JanotLaurids JeppeOliwia Agnieszka KaluzinskaOlena KarachebanGeorgios KarathanasisSanteri LaurilaPaul Rene Michel LecoqElias LeutgebJaime Leon HolgadoCarlos LourencoAnne-Mazarine LyonMatteo MagheriniLuca MalgeriElisabetta MancaFrans MeijersStefano MersiEmilio MeschiMatteo MiglioriniFabio MontiFilip MoortgatMarie Christin MuehlnikelMartijn MuldersMarco MusichIzaak NeutelingsStella OrfanelliFelice PantaleoMichelangelo PariFabio Lucas Pereira CarneiroGiovanni PetruccianiMaurizio PieriniMichael PittHuilin QuWahid RedjebArne ReimersFederica RitiMartim RosadoMarco RovereHannes SakulinRiccardo SalvaticoSimone ScarfiStella Felice SchaeferMichele SelvaggiPedro Manuel Vieira de Castro Ferreira da SilvaParis SphicasAndre Govinda StaahlArnaud SteenSioni Paris SummersGiulia TerragniDaniel TreillePaola TropeaElena VernazzaMilos VojinovicJoanna WanczykSebastian WuchterlMateusz ZaruckiPhilipp ZehetnerPetr ZejdlGiovanni Zevi Della PortaSumit KeshriDavid Nicolas Laroze NavarreteMeena MeenaShalini ThakurWilliam King BrooksTongguang ChengLongsheng TanLong WangLi YuanJinjing GuZhen HuZhengchen LiangJinfeng LiuYuxiao WangHeng YangShunliang ZhangYiyang ZhaoNazima BiGuoming ChenHesheng ChenMingshui ChenYe ChenHe HeBaorui HouQingfeng HouFabio IemmiChunhua JiangPei-Zhu LaiHongbo LiaoGeliang LiuZhenan LiuShaowei SongJunquan TaoChu WangJin WangAnwar ZadaHuaqiao ZhangJingzhou ZhaoYong BanAlexandra Carvalho Antunes de OliveiraSen DengXinyue GengBotao GuoQianying GuoZongsheng HeChuqiao JiangAndrew Michael LevinCongqiao LiLeyan LiQiang LiYajun MaoSitian QianSijin QianXuelong QinClaudio QuarantaXiaohu SunDayong WangJin WangTianyi YangMingtao ZhangMingxuan ZhangYuzhe ZhaoChen ZhouXueli HuaShuai YangZhengyun YouNan LuGerry BauerLiangliang ChenZhipeng CuiBolin LiHui WangXining WangKai YiJingqing ZhangFeng ZhuChenyan LiYuji LiZirui WangYilin ZhouZhen LinChenfeng LuMeng XiaoCarlos Avila BernalAndres Leonardo Cabrera MoraCarlos Andres Florez BustosJose Antonio Reyes VegaCesar Rendon HinestrozaManuel Alejandro Rodriguez GiraldoAnderson Alexis Ruales BarbosaJose RuizNikola GodinovicDamir LelasIvica PuljakAna SculacMarko KovacAndro PetkovicToni SculacPedrame BargassaVuko BrigljevicSacha Samson Nohan CormenierDinko FerencekKresimir JakovcicAndrei StarodumovTatjana SusaAlexandros AttikisSotiroulla KonstantinouChristos LeonidouLeonidas PaizanosFotios PtochosPanos RazisHalil SakaAnton StepennovMichael FingerAntonin KvetonEliana Maribel AcurioEdgar Fernando Carrera JarrinAhmed Ali AbdelalimYasser AssranBasma ElmahdyAhmed AbdallahMohammed Mahmoud MohammedHemida MohammedMuhammad MuhammadKhawla JaffelMario KadastikTorben LangeChristine NielsenJoosep PataMartti RaidalNalong-Norman SeebaLaurits TaniJens Erik BruckenAnna MilievaKenneth OesterbergMikko Antero VoutilainenFrancisco GarciaTimo Eero HildenPatin InkaewKimmo KallonenRavindra Kumar VermaTapio LampenKati Lassila-PeriniBettina LehtelaSami LehtiTomas LindenNestor Raul Mancilla XintoMikael MyllymakiMilla-Maarit RantanenSanteri SaariokariNico Timothy ToikkaJorma TuominiemiEmilia Sofia VeikkolaNurfikri NorjoharuddeenHenning KirschenmannPanja LuukkaHenri Markus PetrowMarc BesanconFabrice CoudercMarc DejardinDaniel DenegriPaul Lucas DevougeJean-Louis FaureFederico FerriPaul GaigneSerguei GanjourPhilippe GrasFabrice GuillouxGautier Hamel de MonchenaultMintu KumarVictor LohezicYuliia MaidannykJulie MalclesFrancesco OrlandiLouis PortalesSamuele RonchiOzgur SahinPolina SimkinaMaksym TitovRuth Amella RanzFlorian BeaudetteKirill BiriukovPhilippe BussonFlavia CetorelliClaude CharlotMarco ChiusiTheo CuissetOlivier 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Résumé : The CMS trigger system plays a crucial role during data taking, reducing the large collision rate delivered by the LHC to a few kHz for data storage and subsequent offline analysis. The system aims to maintain a high selection efficiency for a wide range of processes, including those involving jets originating from heavy-flavour quarks (b and c), which provide a distinctive signature in many physics analyses. To achieve this while maintaining a sustainable trigger output rate, dedicated jet flavour identification methods are developed and optimized for use in the high-level trigger (HLT). This paper presents the design, commissioning, and performance of deep-learning-based jet identification algorithms deployed in the HLT during 2022$-$2024, for proton-proton collisions at $\sqrt{s}$ = 13.6 TeV. The new algorithms enabled significant improvements in signal efficiency for a variety of key physics processes, including the non-resonant production of Higgs boson pairs decaying to four b quarks, as well as Higgs boson production via both vector boson fusion and in association with a $\mathrm{t\bar{t}}$ pair, in the H $\to$$\mathrm{b\bar{b}}$ and H $\to$$\mathrm{c\bar{c}}$ decay channels.

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Source

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• Type de publi. : Pré-publication, Document de travail
• Date de publi. : 09/09/2026
• Auteurs : Roel AaijMohammed AbdelfatahAhmed Sameh Wagih AbdelmottelebCarlos Abellan BetetaFernando Jesus AbudinénThomas AckernleyAyomide Matthew AdefisoyeBernardo AdevaMarco AdinolfiPatrik Harri AdlarsonChristina AgapopoulouChristine Angela AidalaSimon AkarKazuyoshi AkibaPietro AlbicoccoJohannes AlbrechtRamunas AleksiejunasFederico AlessioPaula Alvarez CartelleSandra AmatoJake Lewis AmeyYasmine AmhisLiupan AnLucio AnderliniMartin AnderssonPasquale AndreolaMirco AndreottiSergio Andres EstradaAlessia AnelliDong AoCarolina ArataFlavio ArchilliZaratsyan AregMatteo ArgentonSergio Arguedas CuendisLisa ArnoneMarina ArtusoElie AslanidesRita Ataíde da SilvaMichele AtzeniBenjamin AudurierJuliette AuthierDavid BacherIrene Bachiller PereaSebastian BachmannMarie BachmayerJohn BackZiyu BaiVladislav BalaguraAnna BalboniWander BaldiniZachary BaldwinLuca BalzaniHaoran BaoJuan Baptista de Souza LeiteCarlos Javier Barbero PretelMatteo BarbettiIvanildo Rui BarbosaRoger BarlowMikhail BarnyakovSophie BaronSergey BarsukWilliam BarterJustin BartzSaliha BashirBaasansuren BatsukhPiera BattistaAli BavarcheeAurelio BayAnja BeckMaik BeckerFranco BedeschiIgnacio BediagaNoah Albin BehlingSamuel BelinAlberto BellavistaIlia BelovIvan BelyaevGiovanni BencivenniEli Ben-HaimJulie BerkeyRoland BernetAlessandro BertolinFederico BettiJosh BexOleg BezshyykoSenjuti BhattacharyaMartin Stefan BiekerNicolo Vladi BiesuzAlice BiolchiniMatthew BirchFionn Caitlin Ros BishopAlexander BitadzeAndrea BizzetiThomas BlakeFrederic BlancJonah Evan BlankSteven BluskJulian Alexander BoelhauveOscar Boente GarciaThomas BoettcherAbhishek BohareCarolina BolognaniRiccardo BolzonellaRiccardo BonacciAleksandar BordeliusFederica BorgatoSilvia BorghiMartino BorsatoJozef Tomasz BorsukElia BottalicoSonia Amina BouchibaMarcelo BovillThemistocles BowcockAlexandre BoyerConcezio BozziJames Daniel BrandenburgAlexandre Brea RodriguezNils BreerChristopher BreitfeldJolanta BrodzickaJames David BrownDavide BrunduEmma BuchananMarta Burgos MarcosChristopher BurrClarissa ButiJordy Sebastiaan ButterJan BuytaertWiktor ByczynskiSandro CadedduHao CaiYuman CaiAlois CailletRoberto CalabreseLukas CaleficeMarta CalviMiriam Calvo GomezPatricia Camargo MagalhaesJose Ivan Cambon BouzasPierluigi CampanaAlexandre CamposAngel Fernando Campoverde QuezadaYuhang CaoSimone CapelliMarco CaporaleLorenzo CapriottiRonald Gerardo Caravaca-MoraAngelo CarboneLidia Carcedo SalgadoRoberta CardinaleAlessandro CardiniPaolo CarnitiLeon David CarusAdrian Casais VidalRowina CasparyGianluigi CasseMarco CattaneoGiovanni CavalleroViola CavalliniSara CelaniIrene CelestinoSara CesareAbbie Jane ChadwickIbrahim ChahrourMatthew CharlesPhilippe CharpentierEvridki ChatzianagnostouRacha CheaibMaximilien ChefdevilleChen ChenJou-An ChenShanzhen ChenZewen ChenAlex Chen HuMostafa CherifSerhii ChernyshenkoXenofon ChiotopoulosGleb ChizhikVeronika ChobanovaMarcin ChrzaszczVladimir ChulikovPaolo CiambroneXabier Cid VidalPierfrancesco CifraPeter ClarkeMarco 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• Organismes : Laboratoire de Physique des 2 Infinis Irène Joliot-Curie Laboratoire de Physique de Clermont Laboratoire de Physique des 2 Infinis Irène Joliot-Curie Institut de Recherches sur les lois Fondamentales de l'Univers Centre de Physique des Particules de Marseille Institut de Recherches sur les lois Fondamentales de l'Univers Laboratoire Leprince-Ringuet Laboratoire Leprince-Ringuet Institut de Recherches sur les lois Fondamentales de l'Univers Laboratoire de Physique des 2 Infinis Irène Joliot-Curie Laboratoire de Physique des 2 Infinis Irène Joliot-Curie Laboratoire de Physique Nucléaire et de Hautes Énergies Laboratoire d'Annecy de Physique des Particules Laboratoire de Physique Nucléaire et de Hautes Énergies Laboratoire de Physique Nucléaire et de Hautes Énergies Laboratoire d'Annecy de Physique des Particules Institut de Recherches sur les lois Fondamentales de l'Univers Centre de Physique des Particules de Marseille Laboratoire de Physique de Clermont Institut de Recherches sur les lois Fondamentales de l'Univers Laboratoire de Physique Nucléaire et de Hautes Énergies Laboratoire de Physique des 2 Infinis Irène Joliot-Curie Laboratoire d'Annecy de Physique des Particules Laboratoire de Physique Nucléaire et de Hautes Énergies Laboratoire de Physique de Clermont Centre de Physique des Particules de Marseille Laboratoire de Physique des 2 Infinis Irène Joliot-Curie Laboratoire Leprince-Ringuet Centre de Physique des Particules de Marseille Laboratoire de Physique Nucléaire et de Hautes Énergies Laboratoire de Physique Nucléaire et de Hautes Énergies Laboratoire Leprince-Ringuet Laboratoire de Physique de Clermont Laboratoire de Physique des 2 Infinis Irène Joliot-Curie Laboratoire de Physique des 2 Infinis Irène Joliot-Curie Laboratoire de Physique des 2 Infinis Irène Joliot-Curie Centre de Physique des Particules de Marseille Laboratoire de Physique de Clermont Laboratoire d'Annecy de Physique des Particules Laboratoire de Physique Nucléaire et de Hautes Énergies Laboratoire de Physique de Clermont Laboratoire de Physique des 2 Infinis Irène Joliot-Curie Laboratoire de Physique des 2 Infinis Irène Joliot-Curie Centre de Physique des Particules de Marseille Centre de Physique des Particules de Marseille Laboratoire de Physique de Clermont Centre de Physique des Particules de Marseille Centre de Physique des Particules de Marseille Institut de Recherches sur les lois Fondamentales de l'Univers Laboratoire d'Annecy de Physique des Particules Laboratoire Leprince-Ringuet Laboratoire de Physique des 2 Infinis Irène Joliot-Curie Centre de Physique des Particules de Marseille Laboratoire de Physique des 2 Infinis Irène Joliot-Curie Laboratoire d'Annecy de Physique des Particules Laboratoire de Physique Nucléaire et de Hautes Énergies Laboratoire Leprince-Ringuet Laboratoire Leprince-Ringuet Laboratoire de Physique Nucléaire et de Hautes Énergies Laboratoire de Physique de Clermont Centre de Physique des Particules de Marseille Laboratoire Leprince-Ringuet Laboratoire de Physique de Clermont Institut de Recherches sur les lois Fondamentales de l'Univers Laboratoire de Physique de Clermont Laboratoire d'Annecy de Physique des Particules Laboratoire de Physique Nucléaire et de Hautes Énergies Centre de Physique des Particules de Marseille Institut de Recherches sur les lois Fondamentales de l'Univers Laboratoire de Physique des 2 Infinis Irène Joliot-Curie Laboratoire de Physique des 2 Infinis Irène Joliot-Curie Laboratoire de Physique de Clermont Laboratoire d'Annecy de Physique des Particules Laboratoire de Physique Nucléaire et de Hautes Énergies Centre de Physique des Particules de Marseille Laboratoire de Physique des 2 Infinis Irène Joliot-Curie Institut de Recherches sur les lois Fondamentales de l'Univers Laboratoire de Physique des 2 Infinis Irène Joliot-Curie

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Résumé : This letter presents the first measurements of the average transverse momentum of prompt charged particles in $pp$ and $p\mathrm{Pb}$ collisions as a function of collision multiplicity and pseudorapidity. The data were recorded at nucleon-nucleon centre-of-mass energy $\sqrt{s_{NN}} = 5.02\; \mathrm{TeV}$ with the LHCb experiment. The pseudorapidity dependence of the multiplicity distribution is also measured. The average transverse momentum results show a decreasing trend with pseudorapidity, more pronounced in high-multiplicity events, consistent with the collective behaviour of the produced matter. The measurements are reproduced by state-of-the-art (3+1D) hydrodynamic calculations, while saturation models are not compatible with the data.

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