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Cost-Effectiveness of Organ Donation: Evaluating Investment into Donor Action and Other Donor Initiatives

2004· article· en· W2080185455 on OpenAlexaffabout
James F. Whiting, Bryce Kiberd, Zoltán Kaló, Paul Keown, Leo Roels, Maria Kjerulf

Bibliographic record

VenueAmerican Journal of Transplantation · 2004
Typearticle
Languageen
FieldMedicine
TopicOrgan Donation and Transplantation
Canadian institutionsSt. Michael's HospitalUniversity of British ColumbiaDalhousie University
Fundersnot available
KeywordsMedicineOrgan donationPsychological interventionDonationCost effectivenessPopulationHealth careIntensive care medicineTransplantationCost–benefit analysisActuarial scienceEnvironmental healthSurgeryRisk analysis (engineering)BusinessNursingEconomic growthEconomics

Abstract

fetched live from OpenAlex

Initiatives aimed at increasing organ donation can be considered health care interventions, and will compete with other health care interventions for limited resources. We have developed a model capable of calculating the cost-utility of organ donor initiatives and applied it to Donor Action, a successful international program designed to optimize donor practices. The perspective of the payer in the Canadian health care system was chosen. A Markov model was developed to estimate the net present value incremental lifetime direct medical costs and quality adjusted life years (QALYs) as a consequence of increased kidney transplantation rates. Cost-saving and cost-effectiveness thresholds were calculated. The effects of changing the success rate and time frame of the intervention was examined as a sensitivity analysis. Transplantation results in a gain of 1.99 QALYs and a cost savings of Can$104,000 over the 20-year time frame compared with waiting on dialysis. Implementation of an intervention such as Donor Action, which produced as few as three extra donors per million population, would be cost-effective at a cost of Can$1.0 million per million population. The cost-effectiveness of Donor Action and other organ donor initiatives compare favorably to other health care interventions. Organ donation may be underfunded in North America.

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)0.017
metaresearch head score (Gemma)0.058
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.039
Threshold uncertainty score0.089

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0170.058
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.003
Bibliometrics0.0020.002
Science and technology studies0.0000.001
Scholarly communication0.0020.002
Open science0.0010.002
Research integrity0.0020.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.056
GPT teacher head0.375
Teacher spread0.319 · 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

Citations114
Published2004
Admission routes2
Has abstractyes

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