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Record W1991301624 · doi:10.1097/iae.0b013e31826f065e

COSTS OF NEWLY DIAGNOSED NEOVASCULAR AGE-RELATED MACULAR DEGENERATION AMONG MEDICARE BENEFICIARIES, 2004–2008

2013· article· en· W1991301624 on OpenAlexfundno aff
Laura G. Qualls, Bradley G. Hammill, Fang Wang, Eleonora M. Lad, Kevin A. Schulman, Scott W. Cousins, Lesley H. Curtis

Bibliographic record

VenueRetina · 2013
Typearticle
Languageen
FieldMedicine
TopicRetinal Diseases and Treatments
Canadian institutionsnot available
FundersValeant Pharmaceuticals International
KeywordsMacular degenerationMedicineOphthalmologyOptometryGerontology

Abstract

fetched live from OpenAlex

In Brief Purpose: To examine associations between newly diagnosed neovascular age-related macular degeneration and direct medical costs. Methods: This retrospective observational study matched 23,133 Medicare beneficiaries diagnosed with neovascular age-related macular degeneration between 2004 and 2008 with a control group of 92,532 beneficiaries on the basis of age, sex, and race. The index date for each case–control set corresponded to the first diagnosis for the case. Main outcome measures were total costs per patient and age-related macular degeneration–related costs per case 1 year before and after the index date. Results: Mean cost per case in the year after diagnosis was $12,422, $4,884 higher than the year before diagnosis. Postindex costs were 41% higher for cases than controls after adjustment for preindex costs and comorbid conditions. Age-related macular degeneration–related costs represented 27% of total costs among cases in the postindex period and were 50% higher for patients diagnosed in 2008 than in 2004. This increase was attributable primarily to the introduction of intravitreous injections of vascular endothelial growth factor antagonists. Intravitreous injections averaged $203 for patients diagnosed in 2004 and $2,749 for patients diagnosed in 2008. Conclusion: Newly diagnosed neovascular age-related macular degeneration was associated with a substantial increase in total medical costs. Costs increased over time, reflecting growing use of anti–vascular endothelial growth factor therapies. In a retrospective observational study of 23,133 Medicare beneficiaries with newly diagnosed neovascular age-related macular degeneration and 92,532 matched controls, age-related macular degeneration was associated with a substantial increase in total medical costs. Costs increased over time, reflecting growing use of vascular endothelial growth factor antagonists.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.028
Threshold uncertainty score0.055

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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.

Opus teacher head0.007
GPT teacher head0.232
Teacher spread0.225 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations17
Published2013
Admission routes1
Has abstractyes

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