Health-related quality of life in primary immunodeficiencies: Impact of delayed diagnosis and treatment burden
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
Accurate and timely diagnosis of primary immunodeficiencies (PID) is an ongoing effort. Individuals with PID can be severely impacted by their disease and many experience chronic complications, treatment burden, and reduced quality of life (QoL). This review focuses on the impact of delayed diagnosis and treatment burden on patient QoL and outcomes. Adults tend to experience longer delays in diagnosis than pediatric populations. The median diagnostic delay has reduced over recent decades, but remains high for some antibody deficiency variants, such as common variable immunodeficiency. The largest burden impacting QoL tends to be poorly controlled disease and persistent chronic conditions rather than treatment burden. Hospitalization, physician/emergency room visits, and bronchiectasis were the most expensive PID complications prior to diagnosis and cost analyses estimate cost reductions once appropriate treatment is initiated. A combination of poor awareness, lack of infrastructure, and resources supporting national registries play a major role in delayed diagnosis.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.009 | 0.002 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| 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