Bibliographic record
Abstract
This incisive exploration probes the relationship between the novels of bestselling author Mary Higgins Clark and the key events and influences of her life. 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. 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.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.053 | 0.011 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".