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Record W4409816776 · doi:10.1016/j.jqsrt.2025.109497

High resolution spectroscopic analysis of the v2 = 1 and v4a = 1 states of 14ND2H

2025· article· en· W4409816776 on OpenAlexfundaboutno aff
Filippo Tamassia, Gianfranco Di Lonardo, L. Fusina, Elisabetta Canè

Bibliographic record

VenueJournal of Quantitative Spectroscopy and Radiative Transfer · 2025
Typearticle
Languageen
FieldPhysics and Astronomy
TopicAdvanced Chemical Physics Studies
Canadian institutionsnot available
FundersGovernment of SaskatchewanCanada Foundation for InnovationUniversità di BolognaNatural Sciences and Engineering Research Council of CanadaConsiglio Nazionale delle RicercheCanadian Institutes of Health ResearchNational Research CouncilUniversity of Saskatchewan
KeywordsResolution (logic)Computer scienceArtificial intelligence

Abstract

fetched live from OpenAlex

Transitions of ND 2 H have been detected in the high-resolution spectra of 14 ND 3 recorded in the region 60 − 1515 cm −1 , using the Bruker IFS 125 Fourier transform spectrometer located at the synchrotron far-infrared beamline, Canadian Light Source. In this study we report on the observation and analysis of transitions to and between the s, a inversion levels of the v 2 = 1 and v 4a = 1 states for ND 2 H. We assigned to v 2 = 1 (v 4 a = 1) 996 (296) rotation-inversion transitions, with J up to 19 (13), and 3578 (1966) vibration-rotation-inversion transitions from the ground state, with J ′ up to 22 (13). The newly assigned transitions, together with those present in the literature, were fitted on the basis of a Watson-type S reduced Hamiltonian using the III l representation. The model includes terms up to the 10th power of the angular momentum and vibration-rotation interaction terms between the inversion levels. Precise and extended sets of spectroscopic parameters and term values were derived for the s, a v 2 = 1 and v 4 a = 1 states as results of least squares weighted fit procedures that reproduce the transition wavenumbers at experimental accuracy.

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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.302
Threshold uncertainty score0.397

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
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 head0.009
GPT teacher head0.292
Teacher spread0.283 · 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

Citations1
Published2025
Admission routes2
Has abstractyes

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