Use of multidimensional item response theory methods for dementia prevalence prediction: an example using the Health and Retirement Survey and the Aging, Demographics, and Memory Study

Emma Nichols; Foad Abd-Allah; Amir Abdoli; Ahmed Abualhasan; Eman Abu-Gharbieh; Ashkan Afshin; Rufus Olusola Akinyemi; Fahad Mashhour Alanezi; Vahid Alipour; Amir Almasi-Hashiani; Jalal Arabloo; Amir Ashraf-Ganjouei; Getinet Ayano; Jose L. Ayuso-Mateos; Atif Amin Baig; Maciej Banach; Miguel A. Barboza; Suzanne Lyn Barker-Collo; Bernhard T. Baune; Akshaya Srikanth Bhagavathula; Krittika Bhattacharyya; Ali Bijani; Atanu Biswas; Archith Boloor; Carol Brayne; Hermann Brenner; Katrin Burkart; Sharath Burugina Nagaraja; Felix Carvalho; Luis F. S. Castro-de-Araujo; Ferran Catala-Lopez; Ester Cerin; Nicolas Cherbuin; Dinh-Toi Chu; Xiaochen Dai; Antonio Reis De Sa-Junior; Shirin Djalalinia; Abdel Douiri; David Edvardsson; Shaimaa El-Jaafary; Sharareh Eskandarieh; Andre Faro; Farshad Farzadfar; Valery L. Feigin; Seyed-Mohammad Fereshtehnejad; Eduarda Fernandes; Pietro Ferrara; Irina Filip; Florian Fischer; Shilpa Gaidhane; Lucia Galluzzo; Gebreamlak Gebremedhn Gebremeskel; Ahmad Ghashghaee; Alessandro Gialluisi; Elena Gnedovskaya; Mahaveer Golechha; Rajeev Gupta; Vladimir Hachinski; Mohammad Rifat Haider; Teklehaimanot Gereziher Haile; Mohammad Hamiduzzaman; Graeme J. Hankey; Simon Hay; Golnaz Heidari; Reza Heidari-Soureshjani; Hung Chak Ho; Mowafa Househ; Bing-Fang Hwang; Licia Iacoviello; Olayinka Stephen Ilesanmi; Irena M. Ilic; Milena D. Ilic; Seyed Sina Naghibi Irvani; Masao Iwagami; Ihoghosa Osamuyi Iyamu; Ravi Prakash Jha; Rizwan Kalani; Andre Karch; Ayele Semachew Kasa; Yousef Saleh Khader; Ejaz Ahmad Khan; Mahalaqua Nazli Khatib; Yun Jin Kim; Sezer Kisa; Adnan Kisa; Mika Kivimaki; Ai Koyanagi; Manasi Kumar; Ivan Landires; Savita Lasrado; Bingyu Li; Stephen S. Lim; Xuefeng Liu; Shilpashree Madhava Kunjathur; Azeem Majeed; Preeti Malik; Man Mohan Mehndiratta; Ritesh G. Menezes; Yousef Mohammad; Salahuddin Mohammed; Ali H. Mokdad; Mohammad Ali Moni; Gabriele Nagel; Muhammad Naveed; Vinod C. Nayak; Cuong Tat Nguyen; Huong Lan Thi Nguyen; Virginia Nunez-Samudio; Andrew T. Olagunju; Samuel M. Ostroff; Nikita Otstavnov; Mayowa O. Owolabi; Fatemeh Pashazadeh Kan; Urvish K. Patel; Michael R. Phillips; Michael A. Piradov; Constance Dimity Pond; Faheem Hyder Pottoo; Sergio Prada; Amir Radfar; Fakher Rahim; Juwel Rana; Vahid Rashedi; Salman Rawaf; David Laith Rawaf; Nickolas Reinig; Andre M. N. Renzaho; Nima Rezaei; Aziz Rezapour; Michele Romoli; Gholamreza Roshandel; Perminder S. Sachdev; Amirhossein Sahebkar; Mohammad Ali Sahraian; Mehrnoosh Samaei; Mete Saylan; Feng Sha; Masood Ali Shaikh; Kenji Shibuya; Mika Shigematsu; Jae Il Shin; Rahman Shiri; Diego Augusto Santos Silva; Jasvinder A. Singh; Deepika Singhal; Valentin Yurievich Skryabin; Anna Aleksandrovna Skryabina; Amin Soheili; Houman Sotoudeh; Emma Elizabeth Spurlock; Cassandra E. Szoeke; Rafael Tabares-Seisdedos; Biruk Wogayehu Taddele; Marcos Roberto Tovani-Palone; Gebiyaw Wudie Tsegaye; Marco Vacante; Narayanaswamy Venketasubramanian; Simone Vidale; Vasily Vlassov; Giang Thu Vu; Yuan-Pang Wang; Jordan Weiss; Abrha Hailay Weldemariam; Ronny Westerman; Anders Wimo; Andrea Sylvia Winkler; Chenkai Wu; Ali Yadollahpour; Metin Yesiltepe; Naohiro Yonemoto; Chuanhua Yu; Mikhail Sergeevich Zastrozhin; Anasthasia Zastrozhina; Zhi-Jiang Zhang; Christopher J. L. Murray; Theo Vos; GBD 2019 Dementia Collaborators

doi:10.1186/s12911-021-01590-y

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Use of multidimensional item response theory methods for dementia prevalence prediction: an example using the Health and Retirement Survey and the Aging, Demographics, and Memory Study

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Use of multidimensional item response theory methods for dementia prevalence prediction: an example using the Health and Retirement Survey and the Aging, Demographics, and Memory Study

Emma Nichols, Foad Abd-Allah, Amir Abdoli, Ahmed Abualhasan, Eman Abu-Gharbieh, Ashkan Afshin, Rufus Olusola Akinyemi, Fahad Mashhour Alanezi, Vahid Alipour, Amir Almasi-Hashiani, …

BMC medical informatics and decision making, Vol.21(1), pp.241-241

11/08/2021

DOI: https://doi.org/10.1186/s12911-021-01590-y

PMID: 34380485

Abstract

Life Sciences & Biomedicine

Medical Informatics

Science & Technology

Background Data sparsity is a major limitation to estimating national and global dementia burden. Surveys with full diagnostic evaluations of dementia prevalence are prohibitively resource-intensive in many settings. However, validation samples from nationally representative surveys allow for the development of algorithms for the prediction of dementia prevalence nationally. Methods Using cognitive testing data and data on functional limitations from Wave A (2001-2003) of the ADAMS study (n = 744) and the 2000 wave of the HRS study (n = 6358) we estimated a two-dimensional item response theory model to calculate cognition and function scores for all individuals over 70. Based on diagnostic information from the formal clinical adjudication in ADAMS, we fit a logistic regression model for the classification of dementia status using cognition and function scores and applied this algorithm to the full HRS sample to calculate dementia prevalence by age and sex. Results Our algorithm had a cross-validated predictive accuracy of 88% (86-90), and an area under the curve of 0.97 (0.97-0.98) in ADAMS. Prevalence was higher in females than males and increased over age, with a prevalence of 4% (3-4) in individuals 70-79, 11% (9-12) in individuals 80-89 years old, and 28% (22-35) in those 90 and older. Conclusions Our model had similar or better accuracy as compared to previously reviewed algorithms for the prediction of dementia prevalence in HRS, while utilizing more flexible methods. These methods could be more easily generalized and utilized to estimate dementia prevalence in other national surveys.

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Title: Use of multidimensional item response theory methods for dementia prevalence prediction: an example using the Health and Retirement Survey and the Aging, Demographics, and Memory Study
Creators - without role: Emma Nichols - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Foad Abd-Allah - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Amir Abdoli - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Ahmed Abualhasan - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Eman Abu-Gharbieh - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Ashkan Afshin - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Rufus Olusola Akinyemi - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Fahad Mashhour Alanezi - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Vahid Alipour - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Amir Almasi-Hashiani - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Jalal Arabloo - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Amir Ashraf-Ganjouei - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Getinet Ayano - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Jose L. Ayuso-Mateos - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Atif Amin Baig - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Maciej Banach - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Miguel A. Barboza - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Suzanne Lyn Barker-Collo - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Bernhard T. Baune - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Akshaya Srikanth Bhagavathula - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Krittika Bhattacharyya - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Ali Bijani - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Atanu Biswas - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Archith Boloor - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Carol Brayne - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Hermann Brenner - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Katrin Burkart - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Sharath Burugina Nagaraja - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Felix Carvalho - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Luis F. S. Castro-de-Araujo - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Ferran Catala-Lopez - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Ester Cerin - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Nicolas Cherbuin - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Dinh-Toi Chu - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Xiaochen Dai - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Antonio Reis De Sa-Junior - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Shirin Djalalinia - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Abdel Douiri - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
David Edvardsson - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Shaimaa El-Jaafary - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Sharareh Eskandarieh - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Andre Faro - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Farshad Farzadfar - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Valery L. Feigin - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Seyed-Mohammad Fereshtehnejad - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Eduarda Fernandes - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Pietro Ferrara - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Irina Filip - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Florian Fischer - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Shilpa Gaidhane - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Lucia Galluzzo - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Gebreamlak Gebremedhn Gebremeskel - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Ahmad Ghashghaee - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Alessandro Gialluisi - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Elena Gnedovskaya - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Mahaveer Golechha - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Rajeev Gupta - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Vladimir Hachinski - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Mohammad Rifat Haider - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Teklehaimanot Gereziher Haile - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Mohammad Hamiduzzaman - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Graeme J. Hankey - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Simon Hay - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Golnaz Heidari - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Reza Heidari-Soureshjani - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Hung Chak Ho - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Mowafa Househ - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Bing-Fang Hwang - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Licia Iacoviello - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Olayinka Stephen Ilesanmi - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Irena M. Ilic - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Milena D. Ilic - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Seyed Sina Naghibi Irvani - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Masao Iwagami - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Ihoghosa Osamuyi Iyamu - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Ravi Prakash Jha - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Rizwan Kalani - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Andre Karch - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Ayele Semachew Kasa - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Yousef Saleh Khader - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Ejaz Ahmad Khan - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Mahalaqua Nazli Khatib - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Yun Jin Kim - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Sezer Kisa - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Adnan Kisa - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Mika Kivimaki - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Ai Koyanagi - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Manasi Kumar - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Ivan Landires - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Savita Lasrado - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Bingyu Li - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Stephen S. Lim - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Xuefeng Liu - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Shilpashree Madhava Kunjathur - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Azeem Majeed - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Preeti Malik - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Man Mohan Mehndiratta - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Ritesh G. Menezes - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Yousef Mohammad - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Salahuddin Mohammed - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Ali H. Mokdad - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Mohammad Ali Moni - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Gabriele Nagel - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Muhammad Naveed - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Vinod C. Nayak - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Cuong Tat Nguyen - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Huong Lan Thi Nguyen - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Virginia Nunez-Samudio - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Andrew T. Olagunju - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Samuel M. Ostroff - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Nikita Otstavnov - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Mayowa O. Owolabi - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Fatemeh Pashazadeh Kan - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Urvish K. Patel - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Michael R. Phillips - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Michael A. Piradov - Res Ctr Neurol, Moscow, Russia
Constance Dimity Pond - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Faheem Hyder Pottoo - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Sergio Prada - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Amir Radfar - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Fakher Rahim - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Juwel Rana - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Vahid Rashedi - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Salman Rawaf - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
David Laith Rawaf - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Nickolas Reinig - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Andre M. N. Renzaho - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Nima Rezaei - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Aziz Rezapour - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Michele Romoli - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Gholamreza Roshandel - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Perminder S. Sachdev - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Amirhossein Sahebkar - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Mohammad Ali Sahraian - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Mehrnoosh Samaei - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Mete Saylan - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Feng Sha - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Masood Ali Shaikh - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Kenji Shibuya - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Mika Shigematsu - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Jae Il Shin - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Rahman Shiri - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Diego Augusto Santos Silva - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Jasvinder A. Singh - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Deepika Singhal - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Valentin Yurievich Skryabin - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Anna Aleksandrovna Skryabina - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Amin Soheili - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Houman Sotoudeh - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Emma Elizabeth Spurlock - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Cassandra E. Szoeke - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Rafael Tabares-Seisdedos - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Biruk Wogayehu Taddele - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Marcos Roberto Tovani-Palone - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Gebiyaw Wudie Tsegaye - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Marco Vacante - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Narayanaswamy Venketasubramanian - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Simone Vidale - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Vasily Vlassov - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Giang Thu Vu - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Yuan-Pang Wang - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Jordan Weiss - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Abrha Hailay Weldemariam - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Ronny Westerman - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Anders Wimo - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Andrea Sylvia Winkler - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Chenkai Wu - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Ali Yadollahpour - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Metin Yesiltepe - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Naohiro Yonemoto - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Chuanhua Yu - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Mikhail Sergeevich Zastrozhin - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Anasthasia Zastrozhina - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Zhi-Jiang Zhang - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Christopher J. L. Murray - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
Theo Vos - MPH, IHME, 3980 15th Ave NE, Seattle, WA 98195 USA
GBD 2019 Dementia Collaborators
Publication Details: BMC medical informatics and decision making, Vol.21(1), pp.241-241
Publisher: Springer Nature
Number of pages: 10
Grant note: Gates Ventures OPP1152504 / Bill and Melinda Gates foundation; Bill & Melinda Gates Foundation
Identifiers: 9915209808331
Academic Unit: Imam Abdulrahman Bin Faisal University; King Saud University
Language: English
Resource Type: Journal article