Bibliographic record
Abstract
Le détecteur de xénon liquide à lumière seule (LoLX) est un petit détecteur de recherche et de conception situé à l'Université McGill, conçu pour étudier les propriétés du transport de la lumière dans le xénon liquide (LXe) à l'aide de photomultiplicateurs au silicium (SiPMs). LoLX est présentement utilisé pour surveiller et caractériser le comportement à long terme des SiPMs Hamamatsu VUV4 et FBK VUV-HD3, tous deux pris en compte par l'expérience de désintégration double bêta sans neutrino nEXO. Afin de surveiller le comportement de ces SiPM, on a proposé d'augmenter le LXe avec une source radioactive de Xe-127. Ce travail portera sur les raisons de l'utilisation de Xe-127 comme source d'étalonnage, ainsi que sur les fondements théoriques de la fabrication d'une telle source à partir de xénon naturel
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.015 | 0.004 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".