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Model-independent search for the presence of new physics in events including <i>H</i> → <i>γγ</i> with √s=13 TeV <i>pp</i> data recorded by the ATLAS detector at the LHC
Bibliographic record
VenueApollo (University of Cambridge) · 2023
Typearticle
Languageen
FieldPhysics and Astronomy
TopicParticle physics theoretical and experimental studies
Canadian institutionsnot available
FundersSLAC National Accelerator LaboratoryNuclear PhysicsDivision of PhysicsInstituto Superior TécnicoDepartment of Physics and Astronomy, University College LondonAgencia Nacional de Promoción Científica y TecnológicaCollege of Engineering, Michigan State UniversityInstitut National de Physique Nucléaire et de Physique des ParticulesStony Brook UniversityAgencia Nacional de Investigación y DesarrolloSorbonne UniversitéUniversidade do MinhoUniversidade Federal do Rio de JaneiroAkademia Górniczo-Hutnicza im. Stanislawa StaszicaUniverza v LjubljaniUniversidad de TarapacáUniversité Paris-SaclayUniverzita Palackého v OlomouciHigh Energy Accelerator Research OrganizationRoyal Holloway, University of LondonUniversity of TsukubaAristotle University of ThessalonikiTechnion-Israel Institute of TechnologyUnited Arab Emirates UniversityUniversitetet i OsloUniversidad Autónoma de MadridUniversidade do Estado do Rio de JaneiroUniversity of PittsburghTel Aviv UniversitySimon Fraser UniversityLunds UniversitetMinisterstvo Školství, Mládeže a TělovýchovyOhio State UniversityČeské Vysoké Učení Technické v PrazeNational Natural Science Foundation of ChinaUniversidade de São PauloFundação de Amparo à Pesquisa do Estado de São PauloUniversity of SussexUniversity of PennsylvaniaAustrian Science FundConsejo Nacional de Investigaciones Científicas y TécnicasYork UniversityAkademie Věd České RepublikyBundesministerium für Wissenschaft, Forschung und WirtschaftUniversität SiegenUniversiteit van AmsterdamLouisiana Tech UniversityCERNInstitut "Jožef Stefan"University of California, IrvineNew York University Abu DhabiNatural Sciences and Engineering Research Council of CanadaUniversity of OregonUniversity of TorontoUniversidad Técnica Federico Santa MaríaUniverzita Karlova v PrazeConselho Nacional de Desenvolvimento Científico e TecnológicoMcGill UniversityUniversidad de GranadaKungliga Tekniska HögskolanUniversity of OxfordHigh Energy PhysicsUniversity of OklahomaTRIUMFAcademia SinicaQueen Mary University of LondonUniversidade de LisboaNorthern Illinois UniversityUniversity of WashingtonCentre National de la Recherche ScientifiqueAix-Marseille UniversitéLudwig-Maximilians-Universität MünchenRadboud UniversiteitOklahoma State UniversityDanmarks GrundforskningsfondUniversity College LondonPontificia Universidad Católica de ChileUniversidad Nacional de La PlataMichigan State University
KeywordsLarge Hadron ColliderHiggs bosonAtlas (anatomy)Atlas detectorDetectorPhysics beyond the Standard ModelHadronStandard Model (mathematical formulation)
DOInot available
Abstract
No abstract in any covered source. Its absence is recorded, not treated as a negative.
No abstract. This is not a gap in this database; OpenAlex has none either. 23.3% of the frame is in this state, and the screen finds HALF as much metaresearch here, so the absence is a measured bias rather than a missing field.
How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.475
Threshold uncertainty score1.000
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.003 | 0.004 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
Opus teacher head0.047
GPT teacher head0.271
Teacher spread0.224 · how far apart the two teachers sit on this one work
Validation status
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
Study designBench or experimental
Domainnot available
GenreEmpirical
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".
Quick stats
Citations0
Published2023
Admission routes1
Has abstractno