Barriers to healthcare access in pediatric dermatology: A systematic review
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
Barriers to healthcare access are healthcare inequities that have been widely studied across different medical specialties. No studies have previously evaluated the state of barriers to healthcare access research in pediatric dermatology. A systematic review was conducted to examine the types of barriers identified within pediatric dermatology literature. Relevant information was extracted and categorized into the themes of systemic, sociocultural, or individual barriers. The systemic barriers we found include finances, wait times, and geography. The sociocultural barriers included culture beliefs and communication. Patient beliefs and health knowledge were found as individual barriers. The small number and limited scope of studies we identified suggest that barriers to healthcare access in pediatric dermatology remain an understudied topic. Additional research is needed to further characterize these barriers to dermatologic care, as well as the impact of any interventions designed to overcome them.
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 | 0.002 | 0.009 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.015 | 0.001 |
| Bibliometrics | 0.003 | 0.008 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.003 | 0.002 |
| Research integrity | 0.004 | 0.006 |
| Insufficient payload (model declined to judge) | 0.001 | 0.004 |
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