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
<JATS1:p>This incisive exploration probes the relationship between the novels of bestselling author Mary Higgins Clark and the key events and influences of her life.</JATS1:p> <JATS1:p>In her 2002 memoir,Kitchen Privileges, Mary Higgins Clark shared the details of her life with her readers, but she offered little significant reflection on those details. For that, readers must look to her fiction, where her themes, characters, and subjects suggest her responses to her life experiences.Mary Higgins Clark: Life and Lettersprovides readers with an analysis of these connections in a volume that should increase their understanding—and appreciation—of the author and her work.</JATS1:p> <JATS1:p>Focusing on subjects associated with the literary elements of representative Clark novels, Linda De Roche explores the relationship between the life of this bestselling author and the books that have won her legions of fans for more than a quarter century. Themes and issues woven into Clark's fiction—such as the role of the past in people's lives, repercussions of violence, and the concept of identity—are considered, while close critical readings uncover psychological, feminist, and sociopolitical interpretations that will delight fans and inform scholars.</JATS1:p>
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 | 0.001 | 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 | 0.004 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.002 |
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