Literature DB >> 21816107

Performance of the Tariff Method: validation of a simple additive algorithm for analysis of verbal autopsies.

Spencer L James1, Abraham D Flaxman, Christopher Jl Murray.   

Abstract

BACKGROUND: Verbal autopsies provide valuable information for studying mortality patterns in populations that lack reliable vital registration data. Methods for transforming verbal autopsy results into meaningful information for health workers and policymakers, however, are often costly or complicated to use. We present a simple additive algorithm, the Tariff Method (termed Tariff), which can be used for assigning individual cause of death and for determining cause-specific mortality fractions (CSMFs) from verbal autopsy data.
METHODS: Tariff calculates a score, or "tariff," for each cause, for each sign/symptom, across a pool of validated verbal autopsy data. The tariffs are summed for a given response pattern in a verbal autopsy, and this sum (score) provides the basis for predicting the cause of death in a dataset. We implemented this algorithm and evaluated the method's predictive ability, both in terms of chance-corrected concordance at the individual cause assignment level and in terms of CSMF accuracy at the population level. The analysis was conducted separately for adult, child, and neonatal verbal autopsies across 500 pairs of train-test validation verbal autopsy data.
RESULTS: Tariff is capable of outperforming physician-certified verbal autopsy in most cases. In terms of chance-corrected concordance, the method achieves 44.5% in adults, 39% in children, and 23.9% in neonates. CSMF accuracy was 0.745 in adults, 0.709 in children, and 0.679 in neonates.
CONCLUSIONS: Verbal autopsies can be an efficient means of obtaining cause of death data, and Tariff provides an intuitive, reliable method for generating individual cause assignment and CSMFs. The method is transparent and flexible and can be readily implemented by users without training in statistics or computer science.

Entities:  

Year:  2011        PMID: 21816107      PMCID: PMC3160924          DOI: 10.1186/1478-7954-9-31

Source DB:  PubMed          Journal:  Popul Health Metr        ISSN: 1478-7954


  15 in total

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3.  Direct estimation of cause-specific mortality fractions from verbal autopsies: multisite validation study using clinical diagnostic gold standards.

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5.  Performance of physician-certified verbal autopsies: multisite validation study using clinical diagnostic gold standards.

Authors:  Rafael Lozano; Alan D Lopez; Charles Atkinson; Mohsen Naghavi; Abraham D Flaxman; Christopher Jl Murray
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  59 in total

1.  Direct estimation of cause-specific mortality fractions from verbal autopsies: multisite validation study using clinical diagnostic gold standards.

Authors:  Abraham D Flaxman; Alireza Vahdatpour; Spencer L James; Jeanette K Birnbaum; Christopher Jl Murray
Journal:  Popul Health Metr       Date:  2011-08-04

2.  Simplified Symptom Pattern Method for verbal autopsy analysis: multisite validation study using clinical diagnostic gold standards.

Authors:  Christopher Jl Murray; Spencer L James; Jeanette K Birnbaum; Michael K Freeman; Rafael Lozano; Alan D Lopez
Journal:  Popul Health Metr       Date:  2011-08-04

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4.  BAYESIAN FACTOR MODELS FOR PROBABILISTIC CAUSE OF DEATH ASSESSMENT WITH VERBAL AUTOPSIES.

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6.  Using Bayesian Latent Gaussian Graphical Models to Infer Symptom Associations in Verbal Autopsies.

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9.  Performance of InterVA for assigning causes of death to verbal autopsies: multisite validation study using clinical diagnostic gold standards.

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10.  Improving the Policy Utility of Cause of Death Statistics in Sri Lanka: An Empirical Investigation of Causes of Out-of-Hospital Deaths Using Automated Verbal Autopsy Methods.

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Journal:  Front Public Health       Date:  2021-05-26
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