The Direct and Indirect Financial Costs Sustained by Parents of Children with Osteogenesis Imperfecta
Bibliographic record
Abstract
Osteogenesis Imperfecta (OI), also known as brittle bone disease, is a rare genetic condition characterized by increased bone fragility. The financial costs of caring for a child with a rare condition can be a significantsource of stress for families. As such, the financial costs of care are a concern to the clinicians who care for these families. However, the financial impact of caring for a child with OI is under-reported. A secondary analysis was conducted on data collected from a qualitative study in nursing. The aim was to offer preliminary insights into the financial impacts of caring for a child living with OI. Participants reported many direct out-of-pocket costs, which presented with reimbursement barriers. Other indirect costs resulted from missed work, career changes, or workforce departures. Policy and clinical implications include optimizing accessibility of supportive childcare policies, simplifying healthcare reimbursements, and regularly assessing families’ knowledge of available financial supports.
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How this classification was reachedexpand
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 | 0.000 | 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) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".