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
Euthanasia is generally regarded as killing in order to put an end to the unrelieved pain \nand suffering of a patient. Most terminal diseases are often associated with unrelieved pain \nand suffering, as a result advocates of euthanasia have argued for the legalization of \neuthanasia on the ground of compassion for the patients’ suffering. However advancement \nin medicine has made it possible for modern medicine to reduce pain and suffering to the \nbarest minimum. The questions that arise from this are, given the advancement in \nmedicine; is there any necessity for euthanasia? Is the relief of pain the same as the relief of \nsuffering? Do the physiological treatment of pain and its symptoms treat the psychological \nand emotional effect of pain and suffering? This paper shall attempt to answer these \nquestions and argue that though issues and fears raised by the anti-euthanasia movements \nare very legitimate, the problems are resolvable by a well regulated medical system. I will \nattempt to explain what a well regulated system entails and how it can take care of the \nconcerns of the anti euthanasia movement.
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 | 0.007 | 0.033 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.008 |
| Insufficient payload (model declined to judge) | 0.007 | 0.003 |
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