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Record W4414018524 · doi:10.1039/d5cp02929e

Time-resolved momentum imaging of UV photodynamics in structural isomers of iodopropane probed by site-selective XUV ionization

2025· article· en· W4414018524 on OpenAlexaff
Felix Allum, Yoshiaki Kumagai, Kiyonobu Nagaya, James Harries, Hiroshi Iwayama, Mathew Britton, P. H. Bucksbaum, Michael Burt, M. Brouard, David Heathcote, Paul Hockett, Andrew Howard, Jason W. L. Lee, Yusong Liu, Edwin Kukk, Joseph McManus, Dennis Milešević, Russell S. Minns, Akinobu Niozu, Johannes Niskanen, Andrew J. Orr‐Ewing, Shigeki Owada, Patrick A. Robertson, Daniel Rolles, Artem Rudenko, K. Ueda, Tiffany Walmsley, Michael N. R. Ashfold, Ruaridh Forbes

Bibliographic record

VenuePhysical Chemistry Chemical Physics · 2025
Typearticle
Languageen
FieldMaterials Science
TopicLanthanide and Transition Metal Complexes
Canadian institutionsNational Research Council CanadaTrent University
FundersSLAC National Accelerator LaboratoryBasic Energy SciencesJesus College, University of OxfordJesus College, University of CambridgeJapan Society for the Promotion of ScienceOffice of ScienceHelmholtz-GemeinschaftU.S. Department of EnergyLeverhulme TrustUniversity of SouthamptonEngineering and Physical Sciences Research CouncilAlexander von Humboldt-StiftungChemical Sciences, Geosciences, and Biosciences DivisionNational Science Foundation
KeywordsExtreme ultravioletIonizationPhotochemistryMomentum (technical analysis)ChemistryUltravioletMaterials sciencePhysicsOpticsIonOrganic chemistry

Abstract

fetched live from OpenAlex

(46), 27338 (2020)], we also model the most likely signatures of this process in the present experiment, and can identify signal in the 2-IP data (that is absent or significantly weaker in the data from the unbranched 1-IP isomer) that is consistent with such a process occurring on ultrafast timescales.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not 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: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.039
Threshold uncertainty score0.804

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.004
GPT teacher head0.225
Teacher spread0.221 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
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
Published2025
Admission routes1
Has abstractyes

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