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
What happens when an individual becomes the subject of many and divergent portraits? “Biography,” says Stephanie Kirkwood Walker, “is a deceptive genre. Positioned between fact and fiction and elusive in its purposes, biography displays an individual life, an existence patterned by conventions that have also shaped the reader’s experience.” In This Woman in Particular , Walker explores versions of Emily Carr’s life that have appeared over the last half-century. Walker contends that the biographical image of Emily Carr that emerges from an accumulation of biographies, films, plays and poetry as well as her own autobiographical writing establishes an elaborated cultural artefact — an “image” that is bound by its very nature to remain forever incomplete and always elusive. She demonstrates how changes in Carr’s biographical image parallel the maturing of Canadian biographical writing, reflecting attitudes toward women artists and the shifting balance between religion, secular attitudes and contemporary spirituality. And she concludes that biography plays a crucial role in all our lives in initiating and sustaining debate on vital personal and collective concerns.
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) | 0.051 | 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