Postural orthostatic tachycardia syndrome is associated with significant employment and economic loss
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
BACKGROUND: Postural orthostatic tachycardia syndrome (POTS) is a debilitating form of chronic orthostatic intolerance that primarily affects women and causes substantial impairment in quality of life and function. Yet, there is minimal literature describing the employment and economic consequences of POTS. We explored these aspects of the POTS patient experience through a self-reported study designed using community-based participatory research principles. METHODS AND RESULTS: A comprehensive questionnaire, including employment and economic consequences, was developed in partnership with Dysautonomia International, a patient advocacy organization. The POTS community engaged in all stages of the research design and analysis. Participants were recruited through Dysautonomia International's website and social media channels. The analysis included 5,556 adult (age ≥18 years) participants with a physician-confirmed diagnosis of POTS. The majority of participants were female (95%). Forty-eight per cent of participants reported employment during the three months prior to the survey, and of these participants, 66.8% would work greater hours if not for illness limitations. Over two-thirds (70.5%) of participants have lost income due to POTS symptoms, with 36.0% of the total cohort losing more than $10,000 USD in the 12 months prior to the survey. Almost all (95%) participants reported POTS-related out-of-pocket medical expenses since diagnosis, with 51.1% of participants spending $10,000 USD or more. CONCLUSIONS: This is the largest study reporting the employment and economic challenges experienced by individuals with POTS. Exposure of these challenges emphasizes the need for earlier diagnosis and improved therapeutic strategies to reduce the negative individual and societal consequences of this disorder.
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) | 0.003 | 0.001 |
| 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 | 0.001 |
| 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