The promise and peril of chemical probes
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Full frame distilled prediction
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.
- Candidate categories
- none
- Consensus categories
- none
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: Bench or experimentalConsensus signal: Bench or experimental
- Genre
- Candidate signal: EmpiricalConsensus signal: Empirical
- Teacher disagreement score
- 0.068
- Threshold uncertainty score
- 0.452
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| 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 | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
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.
- Teacher spread
- 0.267 · 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 it
Abstract
Chemical probes are powerful reagents with increasing impacts on biomedical research. However, probes of poor quality or that are used incorrectly generate misleading results. To help address these shortcomings, we will create a community-driven wiki resource to improve quality and convey current best practice.
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.
The record
- Venue
- Nature Chemical Biology
- Topic
- Click Chemistry and Applications
- Field
- Chemistry
- Canadian institutions
- McGill UniversityUniversity of TorontoSimon Fraser UniversityStructural Genomics ConsortiumPrincess Margaret Cancer Centre
- Funders
- UNC Eshelman School of Pharmacy, University of North Carolina at Chapel HillNational Institute of General Medical SciencesMedical Research CouncilNovartis Institutes for BioMedical ResearchUniversity of North Carolina at Chapel HillJanssen Research and DevelopmentNational Institutes of HealthUniversity of TorontoHarvard UniversityÖsterreichischen Akademie der WissenschaftenMonash UniversityCancer Research UKNational Center for Advancing Translational SciencesWellcome TrustGlaxoSmithKlineConstellation PharmaceuticalsEli Lilly and CompanyUniversity of DundeeUniversity of OxfordPfizer
- Keywords
- Quality (philosophy)Computer scienceData scienceResource (disambiguation)Risk analysis (engineering)BusinessEpistemology
- Has abstract in OpenAlex
- yes