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
Gymnodamaeus sp. Geographic Location and Habitats: AK: Brooks Range (Behan 1978a); BC: Vancouver Is.: Mt. Cain, Amabilis fir canopy specialist (Fagan et al. 2005); Walbran Valley, Western redcedar trunk (Lindo & Winchester 2007; Lindo 2010); Isaiah Creek study site (Lindo & Stevenson 2007); AB: Roy Berg Kinsella Research Ranch (Newton & Proctor 2013); Trembling aspen, White spruce mesocosm (Cameron et al. 2013); Kananaskis Valley, Lodgepole pine (Powell & Skaley 1975); SK: Matador IBP Site, dry, mixed prairie (Willard 1974); ON: Chalk River (Marshall 1972); Sudbury, Jack pine and white birch (St. John et al. 2002); NS: Cape Breton Highlands NP (Behan-Pelletier 2010; Behan-Pelletier et al. 1987). Genus Jacotella Banks, 1947
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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.036 | 0.024 |
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