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
Why are some figures hidden from history? Eliza Orme, despite becoming the first woman in Britain to earn a university degree in Law in 1888, leading both a political organization and a labour investigation in 1892, and participating actively in the women’s suffrage movement into the early twentieth century, is one such figure. \n \nFramed as a ‘research memoir’, Eliza Orme’s Ambitions fills out earlier scant accounts of this intriguing life, while speculating about why it has been overlooked. Established historian Leslie Howsam shapes the story around her own persistent curiosity in the context of a transformed research landscape, where important letters and explosive newspaper accounts have only recently come to light. These materials show how Orme’s career ambitions brought her into conflict with the male-dominated legal community of her time, while her political ambitions were cut short by disputes with other women activists whose notions of political strategy she repudiated. In public, Orme was a formidable debater for the causes she supported and against opponents whose strategies—even for women’s suffrage—she repudiated. In private, she was generous, warm, and witty, close to friends, family, and her female partner. Howsam’s account of uncovering Orme’s professional and personal trajectory will appeal to academic and non-academic readers interested in the progress and setbacks women experienced in the late-Victorian and Edwardian decades.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.002 | 0.000 |
| Open science | 0.005 | 0.004 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.008 | 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 it