Net Health System Costs of Parkinson Disease
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 and Objectives: Few estimates of the long-term health system costs of Parkinson disease by phase of disease are available. We estimated 10-year and phase-based net health system costs of Parkinson disease before and after case ascertainment. Methods: Using population-based linked administrative databases from Ontario, Canada, we identified 43,149 community-dwelling persons with incident Parkinson disease aged 40 years and older between 2009 and 2018 using a validated algorithm. These individuals were matched 1:1 to controls without Parkinson disease based on demographics and a propensity score. We calculated phase-based, net health system costs from the provincial government perspective during the preascertainment (3 years before index), initial (1 year after index), early continuing (>1-6 years after index), later continuing (>6-10 years after index), and terminal (1 year before death, if applicable) phases (standardized to 2020 $CAD and calculated on an annual basis). By applying survival probabilities to monthly cost estimates, we also determined 10-year net health system costs, stratified by sex and age. Results: Annual mean net costs of Parkinson disease were lowest in the preascertainment phase ($212 CAD, 95% CI [$20-$404]), intermediate in the initial phase ($4,576 (95% CI [$4,217-$4,935]), and higher in the early continuing phase ($7,078, 95% CI [$6,717-$7,438]). The later continuing phase ($12,500, 95% CI [$12,060-$12,940]) and the terminal phase ($13,933, 95% CI [$13,123-$14,743]) showed the highest costs. The 10-year net cost of Parkinson disease was $82,153 (95% CI [$77,965-$86,341]) and was significantly higher in women ($89,773, 95% CI [$83,306-$96,240]) than in men ($76,469, 95% CI [$70,983-$81,953]) and older individuals ($92,197, 95% CI [$87,087-$97,307]), compared with younger individuals ($62,580, 95% CI [$55,346-$69,814]). Over the 10-year period, hospital, nursing home, and home care were the largest contributors to costs of Parkinson disease. Discussion: Health system costs of Parkinson disease are substantial, particularly in the later phases. Interventions to reduce avoidable use of hospital and nursing home services by persons living with Parkinson disease may provide better quality of life and be cost saving from the health system perspective.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.001 |
| 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