Model study of AREDS antioxidant supplementation of AMD compared to Visudyne: A dominant strategy?
Bibliographic record
Abstract
OBJECTIVES: In Ontario, Canada, in a cohort of all people initially aged 50-54 years, modeling whether the Age-Related Eye Disease Study (AREDS) antioxidant supplementation for stage 3 and 4 AMD would decrease the costs of photodynamic treatment with Visudyne. PERSPECTIVE: Third party payer, the Ontario Health Insurance Plan. METHODS: Using reported risk reductions, prevalence data by age and sex from the Beaver Dam studies, and yearly costs: AREDS 182.50 Canadian dollars, potential savings were calculated as the difference or incremental cost between the estimated medical costs for the untreated cohort of 17,000 Canadian dollars for Visudyne treatment of individuals with neovascularization and the same cohort if stage 3 and 4 AMD patients were treated with antioxidants, decreasing progression to neovascularization. Different scenarios were explored for sensitivity analysis of direct cost savings. RESULTS: For the Ontario cohort of approximately 788,000 aged 51-55 years in 2001, for photodynamic therapy of the untreated cohort, modeled costs were 1.7 billion Canadian dollars. AREDS treatment costs would be 513 million Canadian dollars. AREDS would reduce photodynamic therapy costs, a net saving of 431 million Canadian dollars, a saving of 547 Canadian dollars per person in the total cohort, or 6,753 Canadian dollars per stage 3 and 4 patient treated. To explore the sensitivity of this model to AMD incidence rather than prevalence data, Framingham incidence data were incorporated in the model: net savings of 70.3 million Canadian dollars were modeled using Framingham incidence data. CONCLUSION: Under reasonable assumptions, if the case progresses to wet AMD (1) AREDS with Visudyne is less expensive than Visudyne alone in every five-year time period for the cohort that is age 50-54 right now until they become 75-79; thus, the lifetime cost is lower; (2) AREDS with Visudyne yields more QALYs than Visudyne alone in every five-year interval; (3) under all but the most extreme assumptions, the conclusions reached are robust. Even when AREDS costs a little more, it yields more QALYs at a reasonable cost per QALY. Thus, AREDS antioxidant supplementation appears to be a dominant strategy for macular degeneration. Applied to the whole Canadian population, the potential medical cost savings for Visudyne treatment of neovascular AMD are 5.6 billion Canadian dollars in direct costs. These values would be tenfold higher for the USA, because of the currency and population size differences.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.010 | 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 source (direct Gemma or distilled Codex), 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".