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
<p>This letter takes place as a conversation with my newborn about the struggles and desires I see on the horizon at the moment of writing. The letter’s simple style and straightforward language invite you to immerse yourself in an intimate sharing between myself and my one-year-old and consider the perspective of a young child coming to grips with the world around them. I draw on past conversations with my mother about her illness and her ecological work, as well as elements of our family history working and living on the river Clyde. Falling somewhere between a poem, a story and a letter, I explore themes of change and hope, ecological precarity, health and illness, and a path towards more livable worlds. Two photos included with the letter share intimate moments with the reader related to my writing – the moment Clyde reaches for his grandmother at the water’s edge, an ode to the river on which she grew up and after which he is named; and the moment my mother unfolds her hand letting an edible flower sit delicately along her hand’s life lines as an offering of nourishment and interconnection.</p>
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 | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.010 | 0.013 |
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