Naive Bayes classifiers for verbal autopsies: comparison to physician-based classification for 21,000 child and adult deaths

Miasnikof, P, Giannakeas, V, Gomes, M, Aleksandrowicz, L, Shestopaloff, AY, Alam, D, Tollman, S, Samarikhalaj, A and Jha, P. 2015. Naive Bayes classifiers for verbal autopsies: comparison to physician-based classification for 21,000 child and adult deaths. [Online]. BMC Medicine. Available from: https://doi.org/10.1186/s12916-015-0521-2.

Miasnikof, P, Giannakeas, V, Gomes, M, Aleksandrowicz, L, Shestopaloff, AY, Alam, D, Tollman, S, Samarikhalaj, A and Jha, P. Naive Bayes classifiers for verbal autopsies: comparison to physician-based classification for 21,000 child and adult deaths. [Internet] LSHTM Data Compass. BMC Medicine; 2015. Available from: https://doi.org/10.1186/s12916-015-0521-2.

Miasnikof, P, Giannakeas, V, Gomes, M, Aleksandrowicz, L, Shestopaloff, AY, Alam, D, Tollman, S, Samarikhalaj, A and Jha, P (2015). Naive Bayes classifiers for verbal autopsies: comparison to physician-based classification for 21,000 child and adult deaths. [Data Collection]. BMC Medicine. https://doi.org/10.1186/s12916-015-0521-2.

Description

Data capture method Compilation/Synthesis
Date (Published in a 3rd party system) 25 November 2015
Language(s) of written materials English
Data Creators Miasnikof, P, Giannakeas, V, Gomes, M, Aleksandrowicz, L, Shestopaloff, AY, Alam, D, Tollman, S, Samarikhalaj, A and Jha, P
LSHTM Faculty/Department Faculty of Epidemiology and Population Health > Dept of Population Health (2012- )
Participating Institutions St. Michael’s Hospital, University of Toronto, University of the Witwatersrand, Ryerson University, London School of Hygiene & Tropical Medicine
Depositor Gareth Knight
Date Deposited 10 Mar 2016 16:11
Last Modified 05 Aug 2016 15:33
Publisher BMC Medicine

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Filename: File1-WHO_DeathCauseCategories.doc

Description: Mapping of WHO cause of death categories

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File size: 51kB

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Filename: File4-MDS_Cause_of_death.doc

Description: Sensitivity and specificity of assignment by cause of death in Indian Million Death Study

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File size: 70kB

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Filename: File6-Matlab_Cause_of_death.doc

Description: Sensitivity and specificity of assignment by cause of death, on Matlab data

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File size: 70kB

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Documentation

Filename: File3-InterVA-4_TariffMethods.doc

Description: Description of InterVA-4 and Open-source Tariff Method

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Filename: File5-Agincourt_Cause_of_death.doc

Description: Sensitivity and specificity of assignment by cause of death, on Agincourt data

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File size: 72kB

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Study Instrument

Filename: File2-Rcode.zip

Description: R code used to produce the results in this study

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