Mingled bodies and voices: Maternal reflections on caregiver expertise and intellectual disability
Bibliographic record
Abstract
The risk of viral infection during the COVID-19 pandemic has caused many hospitals to prohibit all patient visitors, including family caregivers for people with intellectual disabilities. Drawing on a postmodern, intersubjective view of the body, as well as my experience as the mother of a young adult with profound disabilities, I argue that caregiver knowledge while unconventional within the medical paradigm must be viewed as essential expertise. People with profound intellectual disabilities often have concurrent, complex medical issues that are complicated by their inability to self-advocate. Optimal care rests upon the ongoing presence and expertise of their primary caregiver. Medical professionals risk patient care by excluding the essential expertise of family caregivers at any time, and specifically during COVID-19.
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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 | 0.009 | 0.015 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.029 | 0.041 |
| Scholarly communication | 0.008 | 0.009 |
| Open science | 0.002 | 0.014 |
| Research integrity | 0.005 | 0.014 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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".