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
Clouds are building slowly along the horizon as afternoon breezes begin to stir the air. Cumulous clouds float over the northern shore of Lake Erie, casting shadows on fields of wheat and corn and soybeans. They float over the Tomato Capital of Canada. Over cattails and water lilies and disappearing bullfrogs. The breezes travel south over Lake Huron and over Ojibwe homelands on the south shore of the lake. They travel over the smokestacks of Sarnia, Detroit, and Windsor, and mix with air blowing north from Cleveland and the Ohio Valley. They ruffle flags on the small docks of homes along the St. Clair River, bending the plume of power-plant smoke and black-tipped flares from the refineries that shadow their backyards. They whip up waves at the mouth of the Detroit River and rock the fishing boats moored at the Wheatley Harbor where children scamper along the pier, casting lines in practice for the upcoming fishing derby.
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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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