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Record W3093256332 · doi:10.1017/s0266462320000781

Value of mesenchymal stem cell therapy for patients with septic shock: an early health economic evaluation

2020· article· en· W3093256332 on OpenAlexaff
Kednapa Thavorn, Sasha van Katwyk, Murray Krahn, Shirley H. J. Mei, Duncan J. Stewart, Dean Fergusson, Doug Coyle, Lauralyn McIntyre

Bibliographic record

VenueInternational Journal of Technology Assessment in Health Care · 2020
Typearticle
Languageen
FieldMedicine
TopicMesenchymal stem cell research
Canadian institutionsUniversity of TorontoToronto Public HealthOttawa HospitalUniversity of Ottawa
Fundersnot available
KeywordsMedicineSeptic shockQuality-adjusted life yearWillingness to payCost–benefit analysisEmergency medicineSepsisIntensive care medicineCost effectivenessSurgeryEconomics

Abstract

fetched live from OpenAlex

BACKGROUND.: This study estimates the maximum price at which mesenchymal stem cell (MSC) therapy is deemed cost-effective for septic shock patients and identifies parameters that are most important in making treatment decisions. METHODS: We developed a probabilistic Markov model according to the sepsis care trajectory to simulate costs and quality-adjusted life years (QALYs) of septic shock patients receiving either MSC therapy or usual care over their lifetime. We calculated the therapeutic headroom by multiplying the gains attributable to MSCs with willingness-to-pay (WTP) threshold and derived the maximum reimbursable price (MRP) from the expected net monetary benefit and savings attributable to MSCs. We performed scenario analyses to assess the impact of changes to assumptions on the study findings. A value of information analysis is performed to identify parameters with greatest impact on the uncertainty around the cost-effectiveness of MSC therapy. RESULTS: At a WTP threshold of $50,000 per QALY, the therapeutic headroom and MRP of MSC therapy were $20,941 and $16,748, respectively; these estimates increased with the larger WTP values and the greater impact of MSCs on in-hospital mortality and hospital discharge rates. The parameters with greatest information value were MSC's impact on in-hospital mortality and the baseline septic shock in-hospital mortality. CONCLUSION: At a common WTP of $50,000/QALY, MSC therapy is deemed to be economically attractive if its unit cost does not exceed $16,748. This ceiling price can be increased to $101,450 if the therapy significantly reduces both in-hospital mortality and increases hospital discharge rates.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.137
Threshold uncertainty score0.620

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.037
GPT teacher head0.418
Teacher spread0.381 · 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 teacher head, 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

Citations14
Published2020
Admission routes1
Has abstractyes

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