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
Vaneetha Risner is a Christian author and blogger who writes about “how God meets us” in suffering. Risner was born in Chennai, India, where she was diagnosed with polio as an infant. Her family moved to England and then to Canada when she was a young girl, and she spent a large part of her early childhood in and out of hospitals for complications related to polio. In this interview, Risner describes her family’s reaction to her polio diagnosis, the bullying she experienced as a child with a visible disability, and how she came to be a writer later in life. Risner recounts how she came to Christianity in high school, and how her faith guided her through difficulties in her early adulthood, including the death of her infant son. Risner also speaks about being diagnosed with post-polio syndrome as an adult, divorcing her first husband, and remarrying. Risner discusses her first book, The Scars That Have Shaped Me: How God Meets Us in Suffering, which is based on her previous blog posts with the Christian site Desiring God. She recounts the positive and negative feedback she’s received on her writing, what she’s learned from her experience with polio, and her favorite Bible verse.
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) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.003 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 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