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The present and future of QCD
R. Bellwied, J. D. Nam, E. J. Brash, Yacine Mehtar-Tani, F. Wang, R. Ent, F. Zhao, O. Eyser, Pin-Chun Chou, H. Z. Huang, P. Achenbach, S. Joosten, G. M. Huber, T. Satogata, P.M. Jacobs, A.A. Baty, S. Strauch, W. Armstrong, C. Paudel, Y. Ghandilyan, J. Lauret, B. Hong, S. Dhital, C. Gleason, James P. Vary, C. A. Meyer, Felix Ringer, G. Roland, D. J. Stewart, C. Muñoz Camacho, A. Sorensen, P. Nadel-Turoński, U. D’Alesio, T. Holmstrom, C. T. Dean, V. Kubarovsky, C. Ratti, K. N. Barish, D. Dutta, T. Patel, J. L. Drachenberg, M. Posik, N. R. Sahoo, M. Stephanov, R. Michaels, M. Suresh, M. Elaasar, J. Putschke, P. Petreczky, Andreas Metz, Nuo Xu, Misak Sargsian, S. W. Wissink, M. Huang, Volker Burkert, Iain W. Stewart, J. C. Dunlop, Z. Papandreou, Rainer J. Fries, J. Caylor, F. Afzal, M. Battaglieri, J. Arrington, P. R. Pujahari, A.M. Hodges, G. Kalicy, J. M. Durham, A. G. Stahl Leiton, S. Covrig Dusa, K. Dow, J. Wang, D. H. Moon, Colin Morningstar, S. Salur, J. A. 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Karthein, S. V. Greene, O. Hen, W. Lorenzon, C. da Silva, R. Ma, R. Cruz-Torres, C. A. Bernardes, A. D. Frawley, I. I. Strakovsky, S.A. Nadeeshani, Jacquelyn Noronha-Hostler, G. Nijs, J. Zhou, B. Pasquini, C. Aidala, I. Lavrukhin, C. Tennant, Irais Bautista, David Richards, L. El Fassi, Prithwish Tribedy, R. Dupré, Mark Peters, Zhong-Bo Kang, I. Mooney, D. V. Perepelitsa, H. Mkrtchyan, Ivan Vitev, Mateusz Andrzej Ploskon, Adam P. Szczepaniak, J. Poudel, Z. Ye, O.M. Ruimi, A. Camsonne, C. E. Hyde-Wright, M. H. Wood, K. Paschke, Y. Tian, Stanislav Srednyak, D. Jones, B. Mohanty, Yoshitaka Hatta, P. L. Cole, M. X. Liu, R. J. Ehlers, C. Loizides, S. Lunkenheimer, Adrian Dumitru, B. McKinnon, Johannes K. L. Michel, James Declan Mulligan, A. H. Tang, Abdel Nasser Tawfik, M. Kohl, Nir Barnea, S. Chatterjee, M. J. Amaryan, Ian C. Cloët, Alexei Prokudin, D. Thomas, L. Elouadrhiri, D. Gaskell, M. Demarteau, A. M. Sickles, Fred Olness, J. Jalilian-Marian, J. Velkovska, Michael Strickland, D. M. 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Bibliographic record
VenueUNC Libraries · 2024
Typearticle
Languageen
FieldPhysics and Astronomy
TopicParticle physics theoretical and experimental studies
Canadian institutionsnot available
FundersRIKENJapan Society for the Promotion of ScienceNuclear PhysicsNatural Sciences and Engineering Research Council of CanadaOffice of the President, University of CaliforniaOffice of ScienceCentre National de la Recherche ScientifiquePAZY FoundationNational Natural Science Foundation of ChinaMinistry of Education, Culture, Sports, Science and TechnologyNational Key Research and Development Program of ChinaStrongNational Research FoundationU.S. Department of EnergyEuropean CommissionResearch Corporation for Science AdvancementLos Alamos National LaboratoryTürkiye Enerji, Nükleer ve Maden Araştırma KurumuAgencia Nacional de Investigación y DesarrolloNational Research Foundation of KoreaLaboratory Directed Research and DevelopmentConsejo Nacional de Ciencia y TecnologíaNational Science Foundation
KeywordsQuantum chromodynamicsParticle physicsComputer sciencePhysics
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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.304
Threshold uncertainty score0.105
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| 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 head0.007
GPT teacher head0.228
Teacher spread0.221 · 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.
The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
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
Published2024
Admission routes1
Has abstractno