Development of a cosmic muon trigger system for the characterization of tracking detectors to be used in the ATLAS muon detector upgrade
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
To better deal with the high instantaneous luminosity of the Large Hadron Collider at CERN and reduce the fake rate of muon events, the New Small Wheel detectors (NSW) will replace the present first stations in the forward regions of the Muon Spectrometer in ATLAS. The ATLAS Canada group is involved in the manufacturing and testing of an important components of the NSW: the small-strip thin gap chambers (sTGC). One of the duties of McGill's ATLAS group is to complete the quality testing and performance assessment of the new sTGC units. To accomplish this task, a trigger system, a gas system, along with a slow control system and a data acquisition system, are built in our lab of McGill University. This Master's project focuses on the trigger system. It records the work done to maximize the efficiency of the trigger system in detecting cosmic muon events and to further our understanding of the performance of the trigger system via simulations.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
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