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Record W4393476591 · doi:10.5281/zenodo.10103387

S74 | REFTPS | Transformation Products and Reactions from Literature

2023· dataset· en· W4393476591 on OpenAlexaff
Emma Schymanski, Anca Baesu, Parviel Chirsir, Paul Löffler

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2023
Typedataset
Languageen
FieldPharmacology, Toxicology and Pharmaceutics
TopicChemical Reactions and Isotopes
Canadian institutionsMcGill University
Fundersnot available
KeywordsTransformation (genetics)Chemistry

Abstract

fetched live from OpenAlex

This is the collection associated with list S74 REFTPS Transformation Products and Reactions from Literature on the NORMAN Suspect List Exchange. https://www.norman-network.com/nds/SLE/ This dataset is designed to provide an entry point for users to contribute transformation products and reactions documented in the literature for addition to the NORMAN SLE, SusDat and the PubChem Transformations section. Change logs and version tracking at the ECI GitLab site. Change log: v0.0.2 added InChIKey file. v0.1.0 added new reactions from Anca Baesu and DTXSIDs. v0.2.0 added PFAS TPs from Parviel Chirsir. v0.2.1 more PFAS TPs from Parviel. v0.3.0 Emma added HMMM TPs; v0.3.1 updated references and added new CIDs; added new MS/MS file. v0.4.0 new PFAS TPs plus MS/MS and NMR. v0.4.1 new CID added, plus CID 67543 updated to 14571268. v0.5.0 new 8:2 FT TPs plus annotation data; new structures. v0.5.1 added new CIDs. v0.5.2 added 2:2 to 6:2 FT TPs, updated ref for Bugsel. v0.5.3: added new CIDs. v0.6.0 added new structures. v0.7.0 added more new structures. v 0.7.1: updated CIDs in substances, fixed PFHpA mapping in transformations (some were mismapped to CID 67819). v 0.7.2: updated Biosystem description for many records. v0.8.0: updated CID 163201609 => 166001338, adjusted last 4 MS/MS, added Barisci AOP transformations. v0.9.0 added new structures. v0.9.1 updated CIDs and added radical structures from deposition. v0.10.0 added new irgarol reaction; v0.10.1 added new CID. v0.11.0 added Avendano and Mabury transformations from Parviel. v0.12.0 added Washington MS/MS and Marjanovic MS/MS and reactions. v0.13.0 added Galaxolide transformation. v0.14.0 added Zweigle PFAS TPs with MSMS. v0.14.1 added new CIDs. v0.15.0 added antibiotic TPs from Paul Löffler, SLU, incl. entries with no CID. v0.15.1 added new CIDs.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Dataset · Consensus signal: Dataset
Teacher disagreement score0.031
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0020.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0060.013

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 head0.110
GPT teacher head0.374
Teacher spread0.264 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreDataset

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 abstractyes

Explore more

Same venueZenodo (CERN European Organization for Nuclear Research)Same topicChemical Reactions and IsotopesFrench-language works237,207