Bibliographic record
Abstract
Mrs. G is an 85-year-old resident of a Jewish long-term care facility who has vascular dementia, controlled heart failure, and diabetes mellitus. She is bed bound and occasionally recognizes her daughter with a slight smile. The gastrostomy feeding tube she received two years ago has begun leaking and needs to be replaced. Her daughter, who has become her surrogate since the recent death of Mrs. G's husband, has indicated that if the tube were to come out, she would not consent to the insertion of a new tube: a decision she feels would be in accord with her mother's wishes. She would not, however, request that the tube be deliberately removed. The staff are concerned that, by not replacing the tube, they would be failing to maintain the current level of treatment, and she would starve. They feel that this would amount to taking the mother's life, without any substantial decline in her clinical condition. The daughter acknowledges the concern and devotion of the staff and her mother's unchanged clinical status, but reiterates her belief that her mother would prefer to be allowed to die rather than be force fed through a gastrostomy tube. What is Jewish bioethics? Judaism Judaism is the religion of the Jewish People. Judaism is a 3500-year-old tradition based on foundational stories in the Pentateuch – the five books that make up the Torah.
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.
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 | 0.001 | 0.002 |
| 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 | 0.003 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.016 | 0.005 |
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".