Search for \\(W′→t\\overline {b}\\) in the lepton plus jets final state in proton–proton collisions at a centre-of-mass energy of \\(\\sqrt {s}\\)=8 TeV with the ATLAS detector
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
A search for new charged massive gauge bosons, called W , is performed with the ATLAS detector at the LHC, in proton-proton collisions at a centre-of-mass energy of s = 8 TeV, using a dataset corresponding to an integrated luminosity of 20.3 fb -1 .This analysis searches for W bosons in the W t b decay channel in final states with electrons or muons, using a multivariate method based on boosted decision trees.The search covers masses between 0.5 and 3.0 TeV, for right-handed or left-handed W bosons.No significant deviation from the Standard Model expectation is observed and limits are set on the W t b cross-section times branching ratio and on the W -boson effective couplings as a function of the W -boson mass using the CL s procedure.For a left-handed (right-handed) W boson, masses below 1.70 (1.92) TeV are excluded at 95% confidence level.
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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 | 0.001 | 0.003 |
| 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) | 0.002 | 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