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
Iam landlocked anddreaming of the sea.Born near the coast, companioned by storms and swells, I’ve grown weary of summer thundershowers, puddles, brooks that purl, the mud under gutters, water without brine. I miss the ocean’s tang, touch and din. The Atlantic has a language even cloudbursts cannot translate. Not knowing how else to capture something marine, this morning I added sea salt to a milk glass and filled it from the tap. Into my kitchen sea I dropped a stone and scallop shell. Speckled granite plaything of the waves, the rock is round like an egg. I am guessing that breakers rolled it longer than Maine’s shores have known human trace. The shell is much younger, and in a few years would have been sand. Both are stones, really: it’s just that one shows its creatureliness better. Both are intimates of pelagic tang, touch and din. I enclose with this message a dry picture. It conveys little of sense.
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.002 |
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