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
Pseudopanurgus albitarsis (Cresson 1872) (rudbeckiae group) (New state record) (Fig. 9) County records: Berrien. Notes. A member of the rudbeckiae species group (i.e. Pterosarus Timberlake) often associated with prairies, but extends east locally to North Carolina (Mitchell, 1960) and Virginia (Droege, pers. comm., 2015) and north in the Midwestern United States to Wisconsin (Droege, pers. comm., 2007) in addition to Michigan. Not reported from the Mid-Atlantic or Northeastern United States north of Virginia other than a state record for Connecticut by Mitchell (1960) that we cannot confirm and consider unlikely. Material examined. Berrien Co.: Southwest Michigan Research and Education Center, 42.084 -88.3535, 23 Aug. 2016, Coreopsis tripteris (1 ♂ MSUC: RI).
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 | 0.009 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.014 | 0.004 |
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