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
Practice, Practice, Practice James Ramsey (bio) Sadness can be as easy-peasyas walking past a glass displayof birthday cakes, as easyas seeing two children made tohold hands to cross a street,as easy as watching your doglick a stranger. Sadness is easybecause it is the same thingas happiness is unless youtake time each day to practice,brush your teeth, smooth fear's lines,smile ten times into the mirror. [End Page 80] James Ramsey James Ramsey worked a variety of jobs including construction worker, librarian, mail carrier, disability evaluator, auditor, and fraud investigator before turning to his life's unfulfilled goal of writing creatively. In 2020, he was invited by Arc Poetry Magazine of Canada to participate in online mentoring in its Poet in Residency program. Also that year, his first published poem appeared in Broad River Review, where in 2019 he was a finalist for the Rash Poetry Award. Copyright © 2021 Berea College
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 | 0.001 | 0.013 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.008 | 0.011 |
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