Pinning Down the Accuracy Gap: Assessing Intervention Information About Dyslexia on Pinterest-Linked Web Pages
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
Social media platforms such as Pinterest are a popular medium for locating and consuming health and mental health information, as well as educational resources to assist struggling learners. Despite parents and educators being frequent consumers of education-related information on Pinterest, no studies to date have explored the accuracy of intervention information for dyslexia on Pinterest-linked web pages, meaning that the extent to which it aligns with evidence-based practice and the science of reading is unclear. This study reviewed online information about interventions for dyslexia from 41 Pinterest-linked web pages to evaluate accountability, presentation, alignment with evidence-based practice, and readability using a set of standardized criteria. The quality of intervention information was generally poor, with websites meeting less than 10% of the standardized criteria. Further, most information was published by unspecified authors or authors without formal experience providing evidence-based interventions for dyslexia. Most sites also neglected to reference their sources or recommend follow-up with a professional. These findings suggest that psychologists should be steering educators away from Pinterest as a resource and towards more reliable websites. Possibilities for future research, and practical implications for school psychologists are discussed.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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