Alternative Therapies and Attention Deficit Disorder
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
In response to controversies about Attention Deficit Disorder (ADD) and Ritalin, many alternative therapies have proliferated in professional and lay circles. This study examines alternative therapy discourse and asks whether these texts offer any real challenge to traditional discourses of medicalized motherhood. Indeed, alternative therapies employ most of medicine's discursive strategies, portraying mothers as inadequate and responsible for their children's problems and positioning the child as both at risk and a danger to society. Furthermore, the speculative causal factors and the lengths to which mothers are encouraged to go in alternative therapy texts place a heavier burden on women than do traditional medical texts. Thus, while the medical treatment for ADD might be challenged, alternative therapy discourse supports the legitimacy of ADD as a diagnostic category, argues that its causes are personal and gendered, and claims that professional intervention remains the proper response.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| 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