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
Abstract ‘Hilliard’ (Reg. no. CV‐1163, PI 676271), a soft red winter (SRW) wheat ( Triticum aestivum L.) developed and tested as VA11W‐108 by the Virginia Agricultural Experiment Station, was released in March 2015. Hilliard was derived from the cross ‘25R47’/‘Jamestown’. Hilliard is widely adapted, from Texas to Ontario, Canada, and provides producers with a mid‐season, medium height, awned, semi‐dwarf ( Rht 2) cultivar that has very high yield potential, good straw strength, and intermediate grain volume weight and quality. It expresses moderate to high levels of resistance to most diseases prevalent in the eastern United States and Ontario. In the 2016–2018 USDA‐ARS Uniform SRW Wheat nurseries, Hilliard ranked first in grain yield in the southern nursery across all 3 yr (5,147–5,758 kg ha −1 ). In the uniform eastern nursery, it ranked first for grain yield in 2016 (6,159 kg ha −1 ) and 2017 (5,633 kg ha −1 ) and second in 2018 (5,515 kg ha −1 ). Grain volume weights of Hilliard were similar to overall trial averages in the uniform southern (73.4–75.2 kg hl −1 ) and eastern (70–75.8 kg hl −1 ) nurseries. Hilliard has soft grain texture with flour softness equivalent values varying from 58.1 to 61.7 g 100 g −1 . Straight grade flour yields on a Quadrumat Senior mill varied from 66.8 to 68.4 g kg −1 . Flour protein concentration varied from 7.0 to 9.1 g 100 g −1 and gluten strength from 108 to 128 g 100 g −1 , as measured by lactic acid solvent retention capacity. Cookie spread diameter varied from 18.3 to 18.6 cm.
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.
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 | 0.000 | 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) | 0.000 | 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