Bibliographic record
Abstract
DESY-HERA. Measurement of the production of the neutral strange hadrons K0S, LAMBDA and LAMBDABAR in electron/positron collisions with protons at centre-of-mass energies 300 and 318 GeV. Cross sections, baryon-to-meson ratios and relative yields of strange and charged light hadrons plus LAMBDA/LAMBDABAR asymmetries and polarizations are presented. The data cover the DIS region in two Q**2 regions (5 to 25 GeV**2 and & gt; 25 GeV**2) and photoproduction for Q**2 & lt; 1 GeV**2. The data were collected during the HERA running period 1996 to 2000 with a total luminosity of 121 pb-1 of which 82 (39) pb-1 are from electron/position beams of energy 27.5 GeV colliding with protons of energy 920/820 GeV. The data require the presence of two hadronic jets for photoproduction events only, each with at least 5 GeV transverse energy.. Numerical values supplied by Chuanlei Liu.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.006 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.155 | 0.200 |
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".