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
Between the 1830s and 1990s, thousands of Irish women were incarcerated without due process in magdalen asylums for sexual behaviour that violated the Catholic Church’s moral code. The asylums were operated by congregations of nuns that sought to protect society from the contagion of “wayward” women while simultaneously attempting to reform them through a harsh regimen of laundry work and devotional rituals. Some penitents, as the inmates were often called, embraced the institutional life of labour and prayer with such sincerity that they advanced to the nun‐like status of the Sisters Magdalen. Most simply endured lives of drudgery indistinguishable from slavery until either death or release upon the intervention of relatives. The asylum system had no basis in law and its shadowy existence, its ability to avoid scrutiny or regulation, and its survival until very recent times, illustrate in a striking manner the hegemonic power of the Church in Ireland.
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 | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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