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Incorporating Calibrated Model Parameters into Sensitivity Analyses: Deterministic and Probabilistic Approaches

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Author Info

  • Douglas C.A. Taylor

    (OptumInsight, Medford, MA, USA)

  • Vivek Pawar

    (OptumInsight, Medford, MA, USA)

  • Denise T. Kruzikas

    (GlaxoSmithKline, Philadelphia, PA, USA)

  • Kristen E. Gilmore

    (OptumInsight, Medford, MA, USA)

  • Myrlene Sanon

    (OptumInsight, Medford, MA, USA)

  • Milton C. Weinstein

    (OptumInsight, Medford, MA, USA; Harvard School of Public Health, Boston, MA, USA)

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    Abstract

    Objective:Objective: The aim of this study was to examine how calibration uncertainty affects the overall uncertainty of a mathematical model and to evaluate potential drivers of calibration uncertainty. Abstract: Methods:Methods: A lifetime Markov model of the natural history of human papillomavirus (HPV) infection and cervical disease was developed to assess the cost effectiveness of a hypothetical HPV vaccine. Published data on cervical cancer incidence and mortality and prevalence of pre-cursor lesions were used as endpoints to calibrate the age- and HPV-type-specific transition probabilities between health states using the Nelder-Mead simplex method of calibration. A conventional probabilistic sensitivity analysis (PSA) was performed to assess uncertainty in vaccine efficacy, cost and utility estimates. To quantify the uncertainty around calibrated transition probabilities, a second PSA (calibration PSA) was performed using 25 distinct combinations of objective functions and starting simplexes. Abstract: Results:Results: The initial calibration produced an incremental cost-effectiveness ratio (ICER) of $US4300 per QALY for vaccination compared with no vaccination, and the conventional PSA gave a 95% credible interval of dominant to $US9800 around this estimate (2005 values). The 95% credible interval for the ICERs in the calibration PSA ranged from $US1000 to $US37 700. Abstract: Conclusions:Conclusions: Compared with a conventional PSA, the calibration PSA results reveal a greater level of uncertainty in cost-effectiveness results. Sensitivity analyses around model calibration should be performed to account for uncertainty arising from the calibration process.

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    Bibliographic Info

    Article provided by Springer Healthcare | Adis in its journal PharmacoEconomics.

    Volume (Year): 30 (2012)
    Issue (Month): 2 ()
    Pages: 119-126

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    Handle: RePEc:wkh:phecon:v:30:y:2012:i:2:p:119-126

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    Web page: http://pharmacoeconomics.adisonline.com/

    Related research

    Keywords: Cervical-cancer; Human-papillomavirus-vaccine; Modelling; Probabilistic-sensitivity-analysis; Sensitivity-analysis.;

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