Constraints on Light Dark Matter Particles Interacting with Electrons from DAMIC at SNOLAB
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
- Insufficient payload (model declined to judge)
- Consensus categories
- Insufficient payload (model declined to judge)
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: Not applicableConsensus signal: none
- Genre
- Candidate signal: EmpiricalConsensus signal: Empirical
- Teacher disagreement score
- 0.321
- Threshold uncertainty score
- 1.000
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| 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 | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.005 |
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
- 0.233 · 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
We report direct-detection constraints on light dark matter particles interacting with electrons. The results are based on a method that exploits the extremely low levels of leakage current of the DAMIC detector at SNOLAB of $2--6\ifmmode\times\else\texttimes\fi{}{{10}^{\ensuremath{-}22}\text{ }\text{ }\mathrm{A}\text{ }\mathrm{cm}}^{\ensuremath{-}2}$. We evaluate the charge distribution of pixels that collect $<10{e}^{\ensuremath{-}}$ for contributions beyond the leakage current that may be attributed to dark matter interactions. Constraints are placed on so-far unexplored parameter space for dark matter masses between 0.6 and $100\text{ }\text{ }\mathrm{MeV}\text{ }{c}^{\ensuremath{-}2}$. We also present new constraints on hidden-photon dark matter with masses in the range $1.2--30\text{ }\text{ }\mathrm{eV}\text{ }{c}^{\ensuremath{-}2}$.
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
- Physical Review Letters
- Topic
- Dark Matter and Cosmic Phenomena
- Field
- Physics and Astronomy
- Canadian institutions
- Snolab
- Funders
- Dirección General de Asuntos del Personal Académico, Universidad Nacional Autónoma de MéxicoOntario Ministry of Research, Innovation and ScienceNational Science FoundationConsejo Nacional de Ciencia y TecnologíaUniversity of ChicagoCanada Foundation for InnovationKavli Foundation
- Keywords
- PhysicsDark matterElectronLight dark matterPhotonParameter spaceLeakage (economics)Particle physicsAtomic physicsScalar field dark matterAstrophysicsNuclear physicsDark energyOpticsCosmology
- Has abstract in OpenAlex
- yes