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 ‘Yukon Gold’ (Reg. no. CV‐363, PI 706256) yellow bean ( Phaseolus vulgaris L.), developed by Michigan State University AgBioResearch was released in 2024 as an upright, determinate, bush type, mid‐season cultivar with a bright yellow seedcoat. Yukon Gold was developed using the pedigree breeding method to F 4 generation followed by pure line selection for disease, agronomic, and quality traits. In 4 year of field trials, Yukon Gold yielded 3116 kg ha −1 , flowered in 43 days, and matured in 96 days on average. Plants averaged 38.9 cm in height, with a lodging resistance score of 1.8 and seed weight of 43.1 g 100 seed −1 . Yukon Gold is well adapted to growing conditions in Michigan and produces seeds with an intense yellow seedcoat color (highlighter color), which is brighter than others yellow bean cultivars. Yukon Gold is resistant to lodging and possesses a determinate upright growth habit with tolerance to white mold. Yukon Gold is resistant to Bean common mosaic virus , is susceptible to anthracnose race 7 and common bacterial blight. Yukon Gold cooks in 31 min and produces excellent seed color that exceeds industry standards for the yellow bean market class.
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