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
Helen Maria Williams’s ability to engage in various forms of cosmopolitan conversation – both embodied and imagined – arose from her connections to diverse religious communities. A socially conscious Presbyterian Dissenter, of Scottish and Welsh background, Williams expressed convictions regarding what we would now recognize as human rights. Through her early verse, she advocated for the autonomy of indigenous South Americans and for Africans held in slavery. Once she turned her attention to the French Revolution, she was attracted to its ideas regarding abolitionism, women’s participation in the public sphere, and forms of festivity uniting Protestants and Catholics. When imprisoned along with other British citizens, essentially held hostage at a time of war, she maintained her faith in revolutionary principles through forms of cosmopolitan creativity. Such activity, which included listening to and transcribing a collaboratively composed French hymn, reflected her identity as a religious dissenter. Twenty-first century theories of cosmopolitanism which focus on sociability – such as Kwame Anthony Appiah’s definition of cosmopolitan conversation as imaginative encounter and Elijah Anderson’s attention to cosmopolitan canopies – can help frame Williams’s collaboratively creative activities within her prison cell. Her hospitality, transcription, translation, and poetic composition arose from acts of sympathetic imagination rooted in her Dissenting cosmopolitanism.
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) | 0.002 | 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