A Quality of Life Perspective on the New Eugenics
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
Abstract Quality of life is a concept that has had robust development and application in the field of intellectual disability in recent decades. It functions as an apt goal for individuals to enhance their lives, as well as for policy and disability support. Quality of life helps address ethical issues by acting as a key guidepost in ethical considerations. Current philosophical and human rights approaches to disability support the view that intellectual disability is no reason to assume poor quality of life. Moreover, individuals with intellectual disabilities themselves typically rate their own quality of life quite high. Similarly, families perceive disability as contributing to family quality of life in some ways, although this is tempered by social constructs, especially normalcy, that support marginalization and discrimination. Disability Studies, and critical disability theory that constitutes much of its foundation, offer an alternative perspective of intellectual disability that values its contribution to larger society‐intellectual disability as a positive and necessary aspect of the diversity within the human mosaic. It is argued that this perspective of intellectual disability negates the necessity of new eugenics practices.
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 | 0.003 | 0.370 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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