Bibliographic record
Abstract
She is eighteen when she leaves home. She leaves shortly after her father’s inexplicable disappearance – an event she neither understands nor accepts. She does what everyone on the cusp of adulthood does: she moves abroad to forget her past. Now, ten years later, her ageing mother is taken away. The family home is empty. The young woman returns. It is here, in her childhood home, she makes the deliberate decision to remember. \nEven after so many years, the house is the same. Here, her childhood memories still live, in the spaces between walls, in the cracks in the floor, in the weft of the brocade curtains. Stories are awakened with the turn of a brass handle, the swing of a glass door, the scent of sour yogurt. The memories surface of their own will, appearing suddenly, sometimes violently. She moves through the house, reliving each memory with startling lucidity. The line between her parents’ memories and her own begin to blur. She remembers things she never knew.
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.
How this classification was reachedexpand
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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".