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Record W4407553310 · doi:10.26434/chemrxiv-2025-nqfl9

A Nitrilium ion-trapping path to substituted thiadiazoles and oxadiazoles

2025· preprint· en· W4407553310 on OpenAlexafffund
Matthew Diamandas, Kane A. C. Bastick, Daniel Ou, Andrei K. Yudin

Bibliographic record

VenueChemRxiv · 2025
Typepreprint
Languageen
FieldChemistry
TopicClick Chemistry and Applications
Canadian institutionsUniversity of Toronto
FundersAlliance de recherche numérique du CanadaSimon Fraser UniversityNatural Sciences and Engineering Research Council of CanadaCanada Research Chairs
KeywordsThiadiazolesTrappingIonPath (computing)ChemistryComputer scienceGeographyMedicinal chemistryForestryOrganic chemistryProgramming language

Abstract

fetched live from OpenAlex

We have repurposed the Huisgen rearrangement towards a multicomponent synthesis of 2-amino-1,3,4-thiadiazoles and 2-amino-1,3,4-oxadiazoles. The starting materials – 5-sustituded-1H-tetrazoles, TCDI or CDI, and amines – are readily accessible and allow for modular construction of heterocyclic scaffolds. To demonstrate the enabling aspect of this transformation towards late-stage modification of medicinally relevant molecules, we have prepared a thiadiazole-containing crisaborole derivative.

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 categoriesMeta-epidemiology (narrow)
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 score0.038
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0010.001
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 head0.020
GPT teacher head0.268
Teacher spread0.248 · 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.

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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