4 research outputs found
The Effect of Degree Attainment on Arrests: Evidence from a Randomized Social Experiment
- Publication venue
- Bonn: Institute for the Study of Labor (IZA)
- Publication date
- 01/01/2016
- Field of study
We examine the effect of educational attainment on criminal behavior using random assignment into Job Corps (JC) – the United States' largest education and vocational training program for disadvantaged youth – as a source of exogenous variability in educational attainment. We allow such random assignment to violate the exclusion restriction when used as an instrument by employing nonparametric bounds. The attainment of a degree is estimated to reduce arrest rates by at most 11.8 percentage points (about 32.6%). We also find suggestive evidence that the effects may be larger for males relative to females, and larger for black males relative to white males. Remarkably, our 95 percent confidence intervals on the causal effect of education on arrests are very similar to the corresponding confidence intervals on the same effect from studies exploiting changes in compulsory schooling laws as an instrumental variable in the estimation of the effect of education on arrest rates (e.g., Lochner and Moretti, 2004)
Risk factors for mediastinitis after cardiac surgery – a retrospective analysis of 1700 patients
- Author
- A Wackenfors
- A Wackenfors
- A Zacharias
- AE Seyfer
- B Gardlund
- CA Milano
- Claudius Diez
- CS Abboud
- CS Hollenbeak
- CY Bitkover
- D Sofer
- Daniel Koch
- EA Grossi
- F Robicsek
- FD Loop
- FD Wang
- G Marggraf
- GE Cimochowski
- H Sakamoto
- HB Shumacker Jr.
- HS Hofmann
- Ivar Friedrich
- J Gurevitch
- J Satta
- J Sjogren
- J Sjogren
- JC Lu
- JF Gummert
- JH Braxton
- JH Braxton
- Jochen Boergermann
- L Noyez
- L Ridderstolpe
- LC Argenta
- M Carrier
- MA Borger
- MA Olsen
- MG Sarr
- MS Uva
- MSG Parisian
- OC Julian
- Oliver Kuss
- P Munoz
- PW Domkowski
- R El Oakley
- R Wouters
- RJ Baskett
- Rolf-Edgar Silber
- TD Crabtree
- U Fuchs
- WE Trick
- WH Merrill
- Publication venue
- BioMed Central
- Publication date
- 01/01/2007
- Field of study
Global, regional, and national comparative risk assessment of 84 behavioural, environmental and occupational, and metabolic risks or clusters of risks for 195 countries and territories, 1990-2017: a systematic analysis for the Global Burden of Disease Study 2017
- Author
- Abate Degu
- Abate Degu
- Abate Kalkidan Hassell
- Abate Kalkidan Hassell
- Abbafati Cristiana
- Abbafati Cristiana
- Abbasi Nooshin
- Abbasi Nooshin
- Abbastabar Hedayat
- Abbastabar Hedayat
- Abd-Allah Foad
- Abd-Allah Foad
- Abdela Jemal
- Abdela Jemal
- Abdelalim Ahmed
- Abdelalim Ahmed
- Abdollahpour Ibrahim
- Abdollahpour Ibrahim
- Abdulkader Rizwan Suliankatchi
- Abdulkader Rizwan Suliankatchi
- Abebe Molla
- Abebe Molla
- Abebe Zegeye
- Abebe Zegeye
- Abera Semaw F.
- Abera Semaw F.
- Abil Olifan Zewdie
- Abil Olifan Zewdie
- Abraha Haftom Niguse
- Abraha Haftom Niguse
- Abrham Aklilu Roba
- Abrham Aklilu Roba
- Abu-Raddad Laith Jamal
- Abu-Raddad Laith Jamal
- Abu-Rmeileh Niveen M. E.
- Abu-Rmeileh Niveen M. E.
- Accrombessi Manfred Mario Kokou
- Accrombessi Manfred Mario Kokou
- Acharya Dilaram
- Acharya Dilaram
- Acharya Pawan
- Acharya Pawan
- Adamu Abdu A.
- Adamu Abdu A.
- Adane Akikw Awoke
- Adane Akikw Awoke
- Adebayo Oladimeji M.
- Adebayo Oladimeji M.
- Adedoyin Rufus Adesoji
- Adedoyin Rufus Adesoji
- Adekanmbi Victor
- Adekanmbi Victor
- Ademi Zanfina
- Ademi Zanfina
- Adetokunboh Olatunji
- Adetokunboh Olatunji
- Adib Mina G.
- Adib Mina G.
- Admasie Amha
- Admasie Amha
- Adsuar Jose C.
- Adsuar Jose C.
- Afanvi Kossivi Agbelenko
- Afanvi Kossivi Agbelenko
- Afarideh Mohsen
- Afarideh Mohsen
- Afshin Ashkan
- Afshin Ashkan
- Agarwal Gina
- Agarwal Gina
- Aggarwal Anju
- Aggarwal Anju
- Aghayan Sargis Aghast
- Aghayan Sargis Aghast
- Agrawal Anurag
- Agrawal Anurag
- Agrawal Sutapa
- Agrawal Sutapa
- Ahmadi Alireza
- Ahmadi Alireza
- Ahmadi Mehdi
- Ahmadi Mehdi
- Ahmadieh Hamid
- Ahmadieh Hamid
- Ahmed Muktar Beshir
- Ahmed Muktar Beshir
- Aichour Amani Nidhal
- Aichour Amani Nidhal
- Aichour Ibtihel
- Aichour Ibtihel
- Aichour Miloud Taki Eddine
- Aichour Miloud Taki Eddine
- Akbari Mohammad Esmaeil
- Akbari Mohammad Esmaeil
- Akinyemiju Tomi
- Akinyemiju Tomi
- Akseer Nadia
- Akseer Nadia
- Al-Aly Ziyad
- Al-Aly Ziyad
- Al-Eyadhy Ayman
- Al-Eyadhy Ayman
- Al-Mekhlafi Hesham M.
- Al-Mekhlafi Hesham M.
- Alam Khurshid
- Alam Khurshid
- Alam Samiah
- Alam Samiah
- Alam Tahiya
- Alam Tahiya
- Alandab Fares
- Alandab Fares
- Alashi Alaa
- Alashi Alaa
- Alavian Seyed Moayed
- Alavian Seyed Moayed
- Alene Kefyalew Addis
- Alene Kefyalew Addis
- Ali Komal
- Ali Komal
- Ali Syed Mustafa
- Ali Syed Mustafa
- Alijanzadeh Mehran
- Alijanzadeh Mehran
- Alizadeh-Navaei Reza
- Alizadeh-Navaei Reza
- Aljunid Syed Mohamed
- Aljunid Syed Mohamed
- Alkerwi Ala'a
- Alkerwi Ala'a
- Alla Francois
- Alla Francois
- Alsharif Ubai
- Alsharif Ubai
- Altirkawi Khalid
- Altirkawi Khalid
- Alvis-Guzman Nelson
- Alvis-Guzman Nelson
- Amare Azmeraw T.
- Amare Azmeraw T.
- Amlov Johan
- Amlov Johan
- Ammar Walid
- Ammar Walid
- Anber Nahla Hamed
- Anber Nahla Hamed
- Anderson Jason A.
- Anderson Jason A.
- Andrei Catalina Liliana
- Andrei Catalina Liliana
- Androudi Sofia
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- Anh Quynh Nguyen
- Anh Quynh Nguyen
- Animut Megbaru Debalkie
- Animut Megbaru Debalkie
- Anjomshoa Mina
- Anjomshoa Mina
- Ansha Mustafa Geleto
- Ansha Mustafa Geleto
- Anto Josep M.
- Anto Josep M.
- Antonio Carl Abelardo T.
- Antonio Carl Abelardo T.
- Anwari Palwasha
- Anwari Palwasha
- Appiah Lambert Tetteh
- Appiah Lambert Tetteh
- Appiah Seth Christopher Yaw
- Appiah Seth Christopher Yaw
- Arabloo Jalal
- Arabloo Jalal
- Aremu Olatunde
- Aremu Olatunde
- Artaman Al
- Artaman Al
- Aryal Krishna K.
- Aryal Krishna K.
- Asayesh Hamid
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- Ataro Zerihun
- Ataro Zerihun
- Ausloos Marcel
- Ausloos Marcel
- Avokpaho Euripide F. G. A.
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- Awasthi Ashish
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- Ayer Rakesh
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- Ayuk Tanabe B.
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- Azzopardi Peter S.
- Azzopardi Peter S.
- Babazadeff Arefeh
- Babazadeff Arefeh
- Badali Hamid
- Badali Hamid
- Badawi Alaa
- Badawi Alaa
- Balakrishnan Kalpana
- Balakrishnan Kalpana
- Bali Ayele Geleto
- Bali Ayele Geleto
- Ball Kylie
- Ball Kylie
- Ballesteros Wayra Citlali Paz
- Ballesteros Wayra Citlali Paz
- Bamighausen Till Winfried
- Bamighausen Till Winfried
- Banach Maciej
- Banach Maciej
- Banoub Joseph Adel Mattar
- Banoub Joseph Adel Mattar
- Barac Aleksandra
- Barac Aleksandra
- Barker-Collo Suzanne Lyn
- Barker-Collo Suzanne Lyn
- Barrero Lope H.
- Barrero Lope H.
- Basu Sanjay
- Basu Sanjay
- Baune Bernhard T.
- Baune Bernhard T.
- Bazargan-Hejazi Shahrzad
- Bazargan-Hejazi Shahrzad
- Bedi Neeraj
- Bedi Neeraj
- Beghi Ettore
- Beghi Ettore
- Behzadifar Masoud
- Behzadifar Masoud
- Behzadifar Meysam
- Behzadifar Meysam
- Bejoy Yannick
- Bejoy Yannick
- Bekele Bayu Begashaw
- Bekele Bayu Begashaw
- Bekru Fyasu Tamru
- Bekru Fyasu Tamru
- Belay Ezra
- Belay Ezra
- Belay Yilhalem Abebe
- Belay Yilhalem Abebe
- Bell Michelle L.
- Bell Michelle L.
- Bellew Shoshana H.
- Bellew Shoshana H.
- Bello Aminu K.
- Bello Aminu K.
- Bemabe Eduardo
- Bemabe Eduardo
- Bemstein Robert S.
- Bemstein Robert S.
- Bennett Derrick A.
- Bennett Derrick A.
- Bensenor Isabela M.
- Bensenor Isabela M.
- Bergeron Gilles
- Bergeron Gilles
- Berhane Adugnaw
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- Beuran Mircea
- Beuran Mircea
- Beyranvand Tina
- Beyranvand Tina
- Bhala Neeraj
- Bhala Neeraj
- Bhalla Ashish
- Bhalla Ashish
- Bhattarai Suraj
- Bhattarai Suraj
- Bhutta Zulfiqar A.
- Bhutta Zulfiqar A.
- Biadgo Belete
- Biadgo Belete
- Bicer Burcu Kucuk
- Bicer Burcu Kucuk
- Bijani Ali
- Bijani Ali
- Bikbov Boris
- Bikbov Boris
- Bilano Ver
- Bilano Ver
- Bililign Nigus
- Bililign Nigus
- Bin Sayeed Muhamad Shandaat
- Bin Sayeed Muhamad Shandaat
- Bin Zaman Sojib
- Bin Zaman Sojib
- Bisanzio Donal
- Bisanzio Donal
- Biswas Tuhin
- Biswas Tuhin
- Bjorge Tone
- Bjorge Tone
- Blacker Brigette F.
- Blacker Brigette F.
- Bleyer Archie
- Bleyer Archie
- Borschmann Rohan
- Borschmann Rohan
- Bou-Orm Ibrahim R.
- Bou-Orm Ibrahim R.
- Boufous Soufiane
- Boufous Soufiane
- Bourne Rupert
- Bourne Rupert
- Brady Oliver J.
- Brady Oliver J.
- Brauer Michael
- Brauer Michael
- Brazinova Alexandra
- Brazinova Alexandra
- Breitborde Nicholas J. K.
- Breitborde Nicholas J. K.
- Brenner Hermann
- Brenner Hermann
- Briko Andrey Nikolaevich
- Briko Andrey Nikolaevich
- Britton Gabrielle
- Britton Gabrielle
- Brugha Traolach
- Brugha Traolach
- Buchbindet Rachelle
- Buchbindet Rachelle
- Burnett Richard T.
- Burnett Richard T.
- Busse Reinhard
- Busse Reinhard
- Butt Zahid A.
- Butt Zahid A.
- Cahill Leah E.
- Cahill Leah E.
- Cahuana-Hurtado Lucero
- Cahuana-Hurtado Lucero
- Campos-Nonato Ismael R.
- Campos-Nonato Ismael R.
- Car Lorainne Tudor
- Car Lorainne Tudor
- Cardenas Rosario
- Cardenas Rosario
- Carreras Giulia
- Carreras Giulia
- Carrero Juan J.
- Carrero Juan J.
- Carvalho Felix
- Carvalho Felix
- Castaneda-Orjuela Carlos A.
- Castaneda-Orjuela Carlos A.
- Castro Franz
- Castro Franz
- Catala-Lopez Ferran
- Catala-Lopez Ferran
- Causey Kate
- Causey Kate
- Cercy Kelly M.
- Cercy Kelly M.
- Cerin Ester
- Cerin Ester
- Chaiah Yazan
- Chaiah Yazan
- Chang Hying-Ti
- Chang Hying-Ti
- Chang Jung-Chen
- Chang Jung-Chen
- Chang Kai-Lan
- Chang Kai-Lan
- Charlson Fiona J.
- Charlson Fiona J.
- Chattopadhyay Aparajita
- Chattopadhyay Aparajita
- Chattu Vijay Kumar
- Chattu Vijay Kumar
- Chee Miao Li
- Chee Miao Li
- Cheng Ching-Yu
- Cheng Ching-Yu
- Chew Adrienne
- Chew Adrienne
- Chiang Peggy Pei-Chia
- Chiang Peggy Pei-Chia
- Chimed-Ochir Odgerel
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- Chin Ken Lee
- Chin Ken Lee
- Chitheer Abdulaal
- Chitheer Abdulaal
- Choi Jee-Young J.
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- Chowdhury Rajiv
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- Christensen Hanne
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- Cicuttini Flavia M.
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- Cohen Aaron J.
- Cohen Aaron J.
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- Collado-Mateo Daniel
- Cooper Cyrus
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- Cooper Owen R.
- Cooper Owen R.
- Coresh Josef
- Coresh Josef
- Cornaby Leslie
- Cornaby Leslie
- Cortesi Paolo Angelo
- Cortesi Paolo Angelo
- Cortinovis Monica
- Cortinovis Monica
- Costa Megan
- Costa Megan
- Cousin Ewerton
- Cousin Ewerton
- Criqui Michael H.
- Criqui Michael H.
- Cromwell Elizabeth A.
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- Cundiff David K.
- Cundiff David K.
- Daba Alenmeh Kabeta
- Daba Alenmeh Kabeta
- Dachew Berihun Assefa
- Dachew Berihun Assefa
- Dadi Abel Fekadu
- Dadi Abel Fekadu
- Damasceno Alberti Antonio Moura
- Damasceno Alberti Antonio Moura
- Dandona Lalit
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- Dandona Rakhi
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- Darby Sarah C.
- Darby Sarah C.
- Dargan Paul I.
- Dargan Paul I.
- Daryani Ahmed
- Daryani Ahmed
- Das Gupta Rajat
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- Das Neves Jose
- Das Neves Jose
- Dasa Tamirat Tesfaye
- Dasa Tamirat Tesfaye
- Dash Aditya Prasad
- Dash Aditya Prasad
- Davitoiu Dragos Virgil
- Davitoiu Dragos Virgil
- Davletov Kairat
- Davletov Kairat
- De la Cruz-Gongora Vanessa
- De la Cruz-Gongora Vanessa
- De la Hoz Fernando Pio
- De la Hoz Fernando Pio
- De Leo Diego
- De Leo Diego
- De Neve Jan-Walter
- De Neve Jan-Walter
- Defo Barthelemy Kuate
- Defo Barthelemy Kuate
- Degenhardt Louisa
- Degenhardt Louisa
- Deiparine Selina
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- Dellavalle Robert P.
- Dellavalle Robert P.
- Demoz Gebre Teklemariam
- Demoz Gebre Teklemariam
- Denova-Gutierrez Edgar
- Denova-Gutierrez Edgar
- Deribe Kebede
- Deribe Kebede
- Dervenis Nikolaos
- Dervenis Nikolaos
- Deshpande Aniruddha
- Deshpande Aniruddha
- Dessie Getenet Ayalew
- Dessie Getenet Ayalew
- Deveber Gabrielle Aline
- Deveber Gabrielle Aline
- Dey Subhojit
- Dey Subhojit
- Dharmaratne Samath Dhamminda
- Dharmaratne Samath Dhamminda
- Dhimal Meghnath
- Dhimal Meghnath
- Dinberu Mesfin Tadese
- Dinberu Mesfin Tadese
- Ding Eric L.
- Ding Eric L.
- Diro Helen Derara
- Diro Helen Derara
- Djalalinia Shirin
- Djalalinia Shirin
- Dokova Klara
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- Doku David Teye
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- Driscoll Tim R.
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- Dubey Manisha
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- Duncan Bruce B.
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- Ebert Natalie
- Ebrahimi Hedyeh
- Ebrahimi Hedyeh
- Ebrahimpour Soheil
- Ebrahimpour Soheil
- Edvardsson David
- Edvardsson David
- Eggen Anne Elise
- Eggen Anne Elise
- El Bcheraoui Charbel
- El Bcheraoui Charbel
- El-Khatib Iad
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- Elfiong Andem
- Elfiong Andem
- Elyazar Iqbal Rf
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- Enayati Ahmadali
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- Endries Aman Yesuf
- Endries Aman Yesuf
- Er Benjamin
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- Erskine Holly E.
- Erskine Holly E.
- Eskandarieh Sharareh
- Eskandarieh Sharareh
- Esteghamati Alireza
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- Estep Kara
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- Fakhim Hamed
- Fakhim Hamed
- Falavarjani Khalil Ghasemi
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- Gakidou Emmanuela
- Gall Seana
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- Ganji Morsaleh
- Ganji Morsaleh
- Garcia-Basteiro Alberto L.
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- Gebremichael Teklu Gebrehiwo
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- Ghadiri Keyghobad
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- Godwin William W.
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- Grada Ayman
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- Gugnani Hanish Chander
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- Gupta Rahul
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- Gutierrez Reyna Alma
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- Ha Thu Nguyen
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- Ha Howard
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- Haagsma Juanita A.
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- Hachinski Vladimir
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- Hailegiyorgis Tewodros Tesfa
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- Hailu Gessessew Bugssa
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- Havmoeller Rasmus
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- Hawley Caitlin N.
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- Hay Simon I.
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- Hedayatizadeh-Omran Akbar
- Hedayatizadeh-Omran Akbar
- Heibati Behzad
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- Heidari Behnam
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- Heidari Mohsen
- Heidari Mohsen
- Hendrie Delia
- Hendrie Delia
- Henok Andualem
- Henok Andualem
- Heredia-Pi Ileana
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- Herteliu C.
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- Heydarpour Fatemeh
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- Hoek Hans W.
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- Hoffiman Howard J.
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- Hole Michael K.
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- Hosgood H. Dean
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- Hosseinzadeh Mehdi
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- Hostiuc Mihaela
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- Hostiuc Sorin
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- Hoy Damian G.
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- Hu Guoqing
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- Huang John J.
- Huang John J.
- Huong Lan Thi Nguyen
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- Huynh Chantal K.
- Huynh Chantal K.
- Iburg Kim Moesgaard
- Iburg Kim Moesgaard
- Ikeda Nayu
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- Ilesanmi Olayinka Stephen
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- Iqbal Usman
- Iqbal Usman
- Irvani Seyed Sina Naghibi
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- Irvine Caleb Mackay Salpeter
- Irvine Caleb Mackay Salpeter
- Islam Sheikh Mohammed Shariful
- Islam Sheikh Mohammed Shariful
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- Jabbari Seyed Hossein Yahyazadeh
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- Jackson Maria D.
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- Kanchan Tanuj
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- Sawant Arundhati R.
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- Sharafi Heidar
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- Sharif Mehdi
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- Sharifi Hamid
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- Sharma Jayendra
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- She Jun
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- Sheikh Aziz
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- Shiadeh Malihe Nourollahpour
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- Shibuya Kenji
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- Shiferaw Mekonnen Sisay
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- Shigematsu Mika
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- Shin Min-Jeong
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- Shirkoohi Reza
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- Shirt Rahman
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- Siddiqi Tariq J.
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- Sigfusdottir Inga Dora
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- Weintraub Robert G.
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- Weldegebreal Fitsum
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- Werdecker Andrea
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- West J. Jason
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- Whiteford Harvey A.
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- Widecka Justyna
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- Wijeratne Tissa
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- Winkler Andrea Sylvia
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- Wiyeh Alison B.
- Wiyeh Alison B.
- Wiysonge Charles Shey
- Wiysonge Charles Shey
- Wolfe Charles D. A.
- Wolfe Charles D. A.
- Wong Tien Yin
- Wong Tien Yin
- Wu Shoaling
- Wu Shoaling
- Xavier Denis
- Xavier Denis
- Xu Gelin
- Xu Gelin
- Yadgir Simon
- Yadgir Simon
- Yadollahpour Ali
- Yadollahpour Ali
- Yamada Tomohide
- Yamada Tomohide
- Yan Lijing L.
- Yan Lijing L.
- Yano Yuichiro
- Yano Yuichiro
- Yaseri Mehdi
- Yaseri Mehdi
- Yasin Jemal Yasin
- Yasin Jemal Yasin
- Yeshanely Alex
- Yeshanely Alex
- Yimer Ebrahim M.
- Yimer Ebrahim M.
- Yip Paul
- Yip Paul
- Yisma Engida
- Yisma Engida
- Yonemoto Naohiro
- Yonemoto Naohiro
- Yoon Seok-Jun
- Yoon Seok-Jun
- Yotebieng Marcel
- Yotebieng Marcel
- Younis Mustafa Z.
- Younis Mustafa Z.
- Yousefifard Mahmoud
- Yousefifard Mahmoud
- Yu Chuanhua
- Yu Chuanhua
- Zaidi Zoubida
- Zaidi Zoubida
- Zamani Mohammad
- Zamani Mohammad
- Zavala-Arciniega Luis
- Zavala-Arciniega Luis
- Zhang Anthony Lin
- Zhang Anthony Lin
- Zhang Hao
- Zhang Hao
- Zhang Kai
- Zhang Kai
- Zimsen Stephanie M.
- Zimsen Stephanie M.
- Zodpey Sanjay
- Zodpey Sanjay
- Publication venue
- 'Elsevier BV'
- Publication date
- 01/01/2018
- Field of study
Background
The Global Burden of Diseases, Injuries, and Risk Factors Study (GBD) 2017 comparative risk assessment (CRA) is a comprehensive approach to risk factor quantification that offers a useful tool for synthesising evidence on risks and risk–outcome associations. With each annual GBD study, we update the GBD CRA to incorporate improved methods, new risks and risk–outcome pairs, and new data on risk exposure levels and risk–outcome associations.
Methods
We used the CRA framework developed for previous iterations of GBD to estimate levels and trends in exposure, attributable deaths, and attributable disability-adjusted life-years (DALYs), by age group, sex, year, and location for 84 behavioural, environmental and occupational, and metabolic risks or groups of risks from 1990 to 2017. This study included 476 risk–outcome pairs that met the GBD study criteria for convincing or probable evidence of causation. We extracted relative risk and exposure estimates from 46 749 randomised controlled trials, cohort studies, household surveys, census data, satellite data, and other sources. We used statistical models to pool data, adjust for bias, and incorporate covariates. Using the counterfactual scenario of theoretical minimum risk exposure level (TMREL), we estimated the portion of deaths and DALYs that could be attributed to a given risk. We explored the relationship between development and risk exposure by modelling the relationship between the Socio-demographic Index (SDI) and risk-weighted exposure prevalence and estimated expected levels of exposure and risk-attributable burden by SDI. Finally, we explored temporal changes in risk-attributable DALYs by decomposing those changes into six main component drivers of change as follows: (1) population growth; (2) changes in population age structures; (3) changes in exposure to environmental and occupational risks; (4) changes in exposure to behavioural risks; (5) changes in exposure to metabolic risks; and (6) changes due to all other factors, approximated as the risk-deleted death and DALY rates, where the risk-deleted rate is the rate that would be observed had we reduced the exposure levels to the TMREL for all risk factors included in GBD 2017.
Findings
In 2017, 34·1 million (95% uncertainty interval [UI] 33·3–35·0) deaths and 1·21 billion (1·14–1·28) DALYs were attributable to GBD risk factors. Globally, 61·0% (59·6–62·4) of deaths and 48·3% (46·3–50·2) of DALYs were attributed to the GBD 2017 risk factors. When ranked by risk-attributable DALYs, high systolic blood pressure (SBP) was the leading risk factor, accounting for 10·4 million (9·39–11·5) deaths and 218 million (198–237) DALYs, followed by smoking (7·10 million [6·83–7·37] deaths and 182 million [173–193] DALYs), high fasting plasma glucose (6·53 million [5·23–8·23] deaths and 171 million [144–201] DALYs), high body-mass index (BMI; 4·72 million [2·99–6·70] deaths and 148 million [98·6–202] DALYs), and short gestation for birthweight (1·43 million [1·36–1·51] deaths and 139 million [131–147] DALYs). In total, risk-attributable DALYs declined by 4·9% (3·3–6·5) between 2007 and 2017. In the absence of demographic changes (ie, population growth and ageing), changes in risk exposure and risk-deleted DALYs would have led to a 23·5% decline in DALYs during that period. Conversely, in the absence of changes in risk exposure and risk-deleted DALYs, demographic changes would have led to an 18·6% increase in DALYs during that period. The ratios of observed risk exposure levels to exposure levels expected based on SDI (O/E ratios) increased globally for unsafe drinking water and household air pollution between 1990 and 2017. This result suggests that development is occurring more rapidly than are changes in the underlying risk structure in a population. Conversely, nearly universal declines in O/E ratios for smoking and alcohol use indicate that, for a given SDI, exposure to these risks is declining. In 2017, the leading Level 4 risk factor for age-standardised DALY rates was high SBP in four super-regions: central Europe, eastern Europe, and central Asia; north Africa and Middle East; south Asia; and southeast Asia, east Asia, and Oceania. The leading risk factor in the high-income super-region was smoking, in Latin America and Caribbean was high BMI, and in sub-Saharan Africa was unsafe sex. O/E ratios for unsafe sex in sub-Saharan Africa were notably high, and those for alcohol use in north Africa and the Middle East were notably low.
Interpretation
By quantifying levels and trends in exposures to risk factors and the resulting disease burden, this assessment offers insight into where past policy and programme efforts might have been successful and highlights current priorities for public health action. Decreases in behavioural, environmental, and occupational risks have largely offset the effects of population growth and ageing, in relation to trends in absolute burden. Conversely, the combination of increasing metabolic risks and population ageing will probably continue to drive the increasing trends in non-communicable diseases at the global level, which presents both a public health challenge and opportunity. We see considerable spatiotemporal heterogeneity in levels of risk exposure and risk-attributable burden. Although levels of development underlie some of this heterogeneity, O/E ratios show risks for which countries are overperforming or underperforming relative to their level of development. As such, these ratios provide a benchmarking tool to help to focus local decision making. Our findings reinforce the importance of both risk exposure monitoring and epidemiological research to assess causal connections between risks and health outcomes, and they highlight the usefulness of the GBD study in synthesising data to draw comprehensive and robust conclusions that help to inform good policy and strategic health planning
Global, regional, and national comparative risk assessment of 84 behavioural, environmental and occupational, and metabolic risks or clusters of risks for 195 countries and territories, 1990-2017: a systematic analysis for the Global Burden of Disease Study 2017
- Author
- Abate Degu
- Abate Kalkidan Hassell
- Abbafati Cristiana
- Abbasi Nooshin
- Abbastabar Hedayat
- Abd-Allah Foad
- Abdela Jemal
- Abdelalim Ahmed
- Abdollahpour Ibrahim
- Abdulkader Rizwan Suliankatchi
- Abebe Molla
- Abebe Zegeye
- Abera Semaw F.
- Abil Olifan Zewdie
- Abraha Haftom Niguse
- Abrham Aklilu Roba
- Abu-Raddad Laith Jamal
- Abu-Rmeileh Niveen M. E.
- Accrombessi Manfred Mario Kokou
- Acharya Dilaram
- Acharya Pawan
- Adamu Abdu A.
- Adane Akikw Awoke
- Adebayo Oladimeji M.
- Adedoyin Rufus Adesoji
- Adekanmbi Victor
- Ademi Zanfina
- Adetokunboh Olatunji
- Adib Mina G.
- Admasie Amha
- Adsuar Jose C.
- Afanvi Kossivi Agbelenko
- Afarideh Mohsen
- Afshin Ashkan
- Agarwal Gina
- Aggarwal Anju
- Aghayan Sargis Aghast
- Agrawal Anurag
- Agrawal Sutapa
- Ahmadi Alireza
- Ahmadi Mehdi
- Ahmadieh Hamid
- Ahmed Muktar Beshir
- Aichour Amani Nidhal
- Aichour Ibtihel
- Aichour Miloud Taki Eddine
- Akbari Mohammad Esmaeil
- Akinyemiju Tomi
- Akseer Nadia
- Al-Aly Ziyad
- Al-Eyadhy Ayman
- Al-Mekhlafi Hesham M.
- Alam Khurshid
- Alam Samiah
- Alam Tahiya
- Alandab Fares
- Alashi Alaa
- Alavian Seyed Moayed
- Alene Kefyalew Addis
- Ali Komal
- Ali Syed Mustafa
- Alijanzadeh Mehran
- Alizadeh-Navaei Reza
- Aljunid Syed Mohamed
- Alkerwi Ala'a
- Alla Francois
- Alsharif Ubai
- Altirkawi Khalid
- Alvis-Guzman Nelson
- Amare Azmeraw T.
- Amlov Johan
- Ammar Walid
- Anber Nahla Hamed
- Anderson Jason A.
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- Androudi Sofia
- Anh Quynh Nguyen
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- Bilano Ver
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- Chang Jung-Chen
- Chang Kai-Lan
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- Chee Miao Li
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- Das Neves Jose
- Dasa Tamirat Tesfaye
- Dash Aditya Prasad
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- De la Cruz-Gongora Vanessa
- De la Hoz Fernando Pio
- De Leo Diego
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- Defo Barthelemy Kuate
- Degenhardt Louisa
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- Dellavalle Robert P.
- Demoz Gebre Teklemariam
- Denova-Gutierrez Edgar
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- El Bcheraoui Charbel
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- Elfiong Andem
- Elyazar Iqbal Rf
- Enayati Ahmadali
- Endries Aman Yesuf
- Er Benjamin
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- Geramo Yilma Chisha Dea
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- Hostiuc Sorin
- Hoy Damian G.
- Hsairi Mohamed
- Hsiao Thomas
- Hu Guoqing
- Huang John J.
- Huong Lan Thi Nguyen
- Huong Thanh Nguyen
- Hussen Mamusha Aman
- Huyen Phoc Do
- Huynh Chantal K.
- Iburg Kim Moesgaard
- Ikeda Nayu
- Ilesanmi Olayinka Stephen
- Iqbal Usman
- Irvani Seyed Sina Naghibi
- Irvine Caleb Mackay Salpeter
- Islam Sheikh Mohammed Shariful
- Islami Farhad
- Jabbari Seyed Hossein Yahyazadeh
- Jackson Maria D.
- Jacobsen Kathryn H.
- Jahangiry Leila
- Jahanmehr Nader
- Jain Sudhir Kumar
- Jakovljevic Mihajlo
- James Spencer L.
- Jarlais Don C. Des
- Jassal Simerjot K.
- Jayatilleke Achala Upendra
- Jeemon Panniyammakal
- Jha Ravi Prakash
- Jha Vivekanand
- Ji John S.
- Jonas Jost B.
- Jonnagaddala Jitendra
- Jose Bruno Piassi Sao
- Joshi Ankur
- Jozwiak Jacek Jerzy
- Jurisson Mikk
- Kabir Zubair
- Kahsay Amaha
- Kalani Rizwan
- Kanchan Tanuj
- Kant Surya
- Kar Chittaranjan
- Karami Manoochehr
- Karch Andre
- Karema Corine
- Karimi Narges
- Karimi Seyed M.
- Karyani Ali Kazemi
- Kasaeian Amir
- Kassa Dessalegn H.
- Kassa Getachew Mullu
- Kassa Tesfaye Dessale
- Kassebaum Nicholas J.
- Katikireddi Srinivasa Vittal
- Kaul Anil
- Kawakami Norito
- Kazemi Zhila
- Kefale Adane Teshome
- Keiyoro Peter Njenga
- Kemp Grant Rodgers
- Kengne Andre Pascal
- Keren Andre
- Kesavachandran Chandrasekharan Nair
- Khader Yousef Saleh
- Khafaei Behzad
- Khafaie Morteza Abdullatif
- Khajavi Alireza
- Khalid Nauman
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- Khan Gulfaraz
- Khan Muhammad Ali
- Khan Muhammad Shahzeb
- Khang Young-Ho
- Khater Mona M.
- Khazaei Mohammad
- Khazaie Habibolah
- Khoja Abdullah T.
- Khosravi Ardeshir
- Khosravi Mohammad Hossein
- Kiadaliri Aliasghar A.
- Kiirithio Daniel N.
- Kim Cho-Il
- Kim Daniel
- Kim Young-Eun
- Kim Yun Jin
- Kimokoti Ruth W.
- Kinfh Yohannes
- Kisa Adnan
- Kissimova-Skarbek Katarzyna
- Kivimaki Mika
- Knibbs Luke D.
- Knudsen Ann Kristin Skrindo
- Kochhar Sonali
- Kokubo Yoshihiro
- Kolola Tufa
- Kopec Jacek A.
- Kosen Soewarta
- Koul Parvaiz A.
- Koyanagi Ai
- Kravchenko Michael A.
- Krishan Kewal
- Krohn Kristopher J.
- Kromhout Hans
- Kumar G. Anil
- Kumar Manasi
- Kuzin Igor
- Kyu Hmwe Hmwe
- La Doyle Kerrie
- Lachat Carl
- Lad Deepesh P.
- Lad Sheetal D.
- Lafranconi Alessandra
- Lalloo Ratilal
- Lallukka Tea
- Lami Faris Hasan
- Lang Justin J.
- Larson Samantha Leigh
- Latifi Arman
- Lazarus Jeffrey V.
- Lee Paul H.
- Leigh James
- Leili Mostafa
- Leshargie Chem Tesema
- Leung Janni
- Levi Miriam
- Levy Teresa Slaamah
- Lewycka Sonia
- Li Shanshan
- Li Yichong
- Lian Yu
- Liang Juan
- Liang Xiaofeng
- Liao Yuantao
- Liben Misgan Legesse
- Lim Lee-Ling
- Lim Stephen S.
- Linn Shai
- Liu Shiwei
- Lodha Rakesh
- Logroscino Giancarlo
- Lopez Alan D.
- Lorkowski Stefan
- Lotufo Paulo A.
- Lozano Rafael
- Lucas Tim C. D.
- Lunevicius Raimundas
- Ma Stefan
- Macarayan Erlyn Rachele King
- Machado Isis Eloah
- Madotto Fabiana
- Mai Hue Thi
- Majdan Marek
- Majdzadeh Reza
- Majeed Azeem
- Malekzadeh Reza
- Malta Deborah Carvalho
- Mamum Abdullah A.
- Manda Ana-Laura
- Manguerra Helena
- Mansournia Mohammad Ali
- Mantovani Lorenzo Giovanni
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- Marcenes Wagner
- Marks Ashley
- Martin Randall V.
- Martins Sheila C.
- Martins-Melo Francisco Rogerlandio
- Marz Winfried
- Marzan Melvin B.
- Massenburg Benjamin Ballard
- Mathur Manu Rai
- Mathur Prashant
- Matin Behzad Karami
- Matsushita Kunihiro
- Maulik Pallab K.
- Mazidi Mohsen
- McAlinden Cohn
- McGrath John J.
- McKee Martin
- Mehrotra Ravi
- Mehta Kala M.
- Mehta Varshil
- Meier Toni
- Mekonnen Fantahun Ayenew
- Melaku Yohannes A.
- Melese Addisu
- Melku Mulugeta
- Memiah Peter T. N.
- Memish Ziad A.
- Mendoza Walter
- Mengistu Desalegn Tadese
- Mensah George A.
- Mensink Gert B. M.
- Mereta Seid Tiku
- Meretoja Tuomo J.
- Meretola Atte
- Mestrovic Tomislav
- Mezgebe Haftay Berhane
- Miazgowski Bartosz
- Miazgowski Tomasz
- Milicevic Milena M. Santric
- Millear Anoushka I.
- Miller Ted R.
- Miller-Petrie Molly Katherine
- Mini G. K.
- Mirarefin Mojde
- Mirica Andreea
- Mirrakhimov Erkin M.
- Misganaw Awoke Temesgen
- Mitiku Habtamu
- Moazen Babak
- Moghaddam Sahar Saeedi
- Mohajer Bahram
- Mohammad Karzan Abdulmuhsin
- Mohammadi Moslem
- Mohammadifard Noushin
- Mohammadnia-Afrouzi Mousa
- Mohammed Shafiu
- Mohebi Farnam
- Mokdad Ali H.
- Molokhia Mariam
- Momeniha Fatemeh
- Monasta Lorenzo
- Moodley Yoshan
- Moradi Ghobad
- Moradi-Lakeh Maziar
- Moradinazar Mehdi
- Moraga Paula
- Morawska Lidia
- Morgado-Da-Costa Joana
- Morrison Shane Douglas
- Moschos Marilita M.
- Mouodi Simin
- Mousavi Seyyed Meysam
- Mozaffarian Dariush
- Mruts Kalayu Brhane
- Muche Achenef Asmamaw
- Muchie Kindle Fentahun
- Mueller Ulrich Otto
- Muhammed Oumer Sada
- Mukhopadhyay Satinath
- Muller Kate
- Murray Christopher J. L.
- Musa Kamarul Imran
- Mustafa Ghulam
- Nabhan Ashraf F.
- Naghavi Mohsen
- Naheed Aliya
- Nahvijou Azin
- Naik Gurudatta
- Naik Nitish
- Najafi Land
- Nam Ba Nguyen
- Nangia Vinay
- Nansseu Jobert Richie
- Nascimento Bruno Ramos
- Neal Bruce
- Neamati Nahid
- Negoi Iona T.
- Negoi Ruxandra Irina
- Neupane Subas
- Newton Charles Richard James
- Ngunjiri Josephine V.
- Nguyen Grant
- Nguyen Minh
- Nichols Emma
- Nie Jing
- Ningrum Dina Nur Anggraini
- Nirayo Yirga Legesse
- Nishi Nobuo
- Nixon Molly R.
- Nojomi Marzieh
- Nomura Shuhei
- Norheim Ole F.
- Noroozi Mehdi
- Norrving Bo
- Noubiap Jean Jacques
- Nouri Hamid Reza
- Nowroozi Mohammad Reza
- Nsoesie Elaine O.
- Nu Thi Truong
- Nyasulu Peter S.
- Obermeyer Carla M.
- Odell Christopher M.
- Ofori-Asenso Richard
- Ogbo Felix Akpojene
- Oh In-Hwan
- Oladimeji Olanrewaju
- Olagunju Andrew T.
- Olagunju Tinuke O.
- Olivares Pedro R.
- Olsen Helen Elizabeth
- Olusanya Bolajoko Olubukunola
- Olusanya Jacob Olusegun
- Ong Kanyin L.
- Ong Sok King
- Oren Eyal
- Orpana Heather M.
- Ortiz Alberto
- Ota Erika
- Otstavnov Stanislav S.
- Overland Simon
- Owolabi Mayowa Ojo
- Pacella Mahesh P. A. Rosana
- Pakhare Abhijit P.
- Pakpour Amir H.
- Pana Adrian
- Panda-Jonas Songhomitra
- Parisian Hadi
- Park Eun-Kee
- Parry Charles D. H.
- Patel Shanti
- Pati Sanghamitra
- Patil Snehal T.
- Patle Ajay
- Patton George C.
- Paudel Deepak
- Paulson Katherine R.
- Pearce Neil
- Pereira Alexandre
- Pereira David M.
- Perico Norberto
- Pesudovs Konrad
- Petzold Max
- Phillips Michael R.
- Pillay Julian David
- Piradov Michael A.
- Pirsaheb Meghdad
- Pischon Tobias
- Pishgar Farhad
- Plana-Ripoll Oleguer
- Plass Dietrich
- Polinder Suzanne
- Polkinghorne Kevan R.
- Postma Maarten J.
- Poulton Richie
- Pourshams Akram
- Poustchi Hossein
- Prabhakaran Dorairal
- Prakash Swayam
- Prasad Narayan
- Purcell Caroline A.
- Purwar Manorama B.
- Qorbani Mostafa
- Quintanilla Beatriz Paulina Ayala
- Rad Enayatollah Homaie
- Radfar Amir
- Rafay Anwar
- Rafiei Alireza
- Rahim Fakher
- Rahimi Zohreh
- Rahimi-Movaghar Afarin
- Rahimi-Movaghar Vafa
- Rahman Mahfuzar
- Rahman Mohammad Hifz Ur
- Rahman Muhammad Aziz
- Rai Rajesh Kumar
- Rajati Fatemeh
- Rajsic Sasa
- Raju Sree Bhushan
- Ram Usha
- Ranabhat Chhabi Lal
- Ranjan Prabhat
- Rath Goura Kishor
- Rawaf David Laith
- Rawaf Salman
- Reddy K. Srinath
- Rehm Colin D.
- Rehm Jurgen
- Reiner Robert C.
- Reitsma Marissa B.
- Remuzzi Giuseppe
- Renzaho Andre M. N.
- Resnikoff Serge
- Reynales-Shigematsu Luz Myriam
- Rezaei Satar
- Ribeiro Antonio Luiz P.
- Rivas Jacqueline Castillo
- Rivera Juan A.
- Roba Kedir Teji
- Rodrigues-Ramirez Sonia
- Roever Leonardo
- Roman Yesenia
- Ronfani Luca
- Roshandel Gholamreza
- Rostami Ali
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- Rothenbacher Dietrich
- Roy Ambuj
- Rubagotti Enrico
- Rushton Lesley
- Sabanayagam Charumathi
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- Sacker Abdur Razzaque
- Saddik Basema
- Sadeghi Ehsan
- Safari Hosein
- Safari Yahya
- Safari-Faramani Roya
- Safdarian Mandi
- Safi Sare
- Safiri Saeid
- Sagar Rajesh
- Sahebkar Amirhossein
- Sahraian Mohammad Ali
- Sajadi Haniye Sadat
- Salam Nasir
- Salamati Payman
- Saleem Zikria
- Salimeadeh Hamideh
- Salimi Yahya
- Salomon Joshua A.
- Salvi Devashri Digvijay
- Samy Abdullah M.
- Sanabria Juan
- Sanchez-Nino Maria Dolores
- Sanchez-Pimienta Tania G.
- Sanders Taren
- Sang Yingying
- Santomauro Damian Francesco
- Santos Itamar S.
- Santos Joao Vasco
- Sardana Mayank
- Sarmiento-Suarez Rodrigo
- Sarrafzadegan Nizal
- Sartorius Benn
- Sarvi Shahabeddin
- Sathian Brifesh
- Satpathy Maheswar
- Satz Inbal
- Sawant Arundhati R.
- Sawhney Monika
- Saylan Mete
- Sayyah Mehdi
- Schaeffner Elke
- Schmidt Maria Ines
- Schneider Ione J. C.
- Schottker Ben
- Schutte Aletta Elisabeth
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- Schwendicke Falk
- Scott James G.
- Seedat Soraya
- Sekerija Mario
- Sepanlou Sadaf G.
- Serre Marc L.
- Servan-Mori Edson
- Seyedmousavi Seyedmojtaba
- Shabaninejad Hosein
- Shaddick Gavin
- Shafieesabet Azadeh
- Shahbazi Mehdi
- Shaheen Amira A.
- Shaikh Masood Ali
- Shams-Beyranvand Mehran
- Shamsi Mohammadbagher
- Sharafi Heidar
- Sharafi Kiomairs
- Sharif Mehdi
- Sharif-Alhoseini Matadi
- Sharifi Hamid
- Sharma Jayendra
- Sharma Meenakshi
- Sharma Rajesh
- She Jun
- Sheikh Aziz
- Shi Peilin
- Shiadeh Malihe Nourollahpour
- Shibuya Kenji
- Shiferaw Mekonnen Sisay
- Shigematsu Mika
- Shin Min-Jeong
- Shirkoohi Reza
- Shirt Rahman
- Shiue Ivy
- Shokraneh Farhad
- Shoman Haitham
- Shrime Mark G.
- Shupler Matthew S.
- Shushtari Zahra Jorjoran
- Si Si
- Siabani Soraya
- Sibai Abla Mehio
- Siddiqi Tariq J.
- Sigfusdottir Inga Dora
- Sigurvinsdottir Rannveig
- Silva Diego Augusto Santos
- Silva Joao Pedro
- Silveira Dayane Gabriele Alves
- Singh Jasvinder A.
- Singh Narinder Pal
- Singh Virendra
- Sinha Dhirendra Narain
- Skiadaresi Eirini
- Skirbekk Vegard
- Smith David L.
- Smith Mari
- Sobaih Badr Hasan
- Sobhani Soheila
- Somayaji Ranjani
- Soofi Moslem
- Sorensen Reed J. D.
- Soriano Joan B.
- Soyiri Ireneous N.
- Spinelli Angela
- Sposato Luciano A.
- Sreeramareddy Chandrashekhar T.
- Srinivasan Vinay
- Stanaway Jeffrey D.
- Starodubow Vladimir I.
- Steckling Nadine
- Stein Dan J.
- Stein Murray B.
- Stevanovic Goran
- Stockfelt Leo
- Stokes Mark A.
- Sturua Lela
- Subart Michelle L.
- Sudaryanto Agus
- Sufiyan Mu'awiyyah Babale
- Sulo Gerhard
- Sunguya Bruno F.
- Sur Patrick John
- Sykes Bryan I.
- Szoeke Cassandra E. I.
- Tabares-Seisdedos Rafael
- Tabuchi Takahiro
- Tadakamadla Santosh Kumar
- Takahashi Ken
- Tandon Nikhil
- Tassew Segen Gebremeskel
- Tavakkoli Mohammad
- Taveira Nuno
- Tehrani-Banihashemi Arash
- Tekalign Tigist Gashaw
- Tekelemedhin Shishay Wandey
- Tekle Merhawi Gebremedhin
- Temesgen Habtamu
- Temsah Mohamad-Rani
- Temsah Omar
- Terkawi Abdullah Sulieman
- Tessema Belay
- Teweldemedhin Mebrahtu
- Thankappan Kavumpurathu Raman
- Theis Andrew
- Thirunavukkarasu Sathish
- Thomas Hannah J.
- Thomas Matthew Lloyd
- Thomas Nihal
- Thou Maigeng
- Thurston George D.
- Tilahun Binyam
- Tillmana Taavi
- To Quyen G.
- Tobollik Myriarn
- Tonelli Marcello
- Topor-Madry Roman
- Torre Anna E.
- Tortajada-Girbes Miguel
- Touvier Mathilde
- Tovani-Palone Marcos Roberto
- Towbin Jeffrey A.
- Tran Bach Xuan
- Tran Khanh Baca
- Truelsen Thomas Clement
- Tsadik Afewerki Gebremeskel
- Tuzcu E. Murat
- Tymeson Hayley D.
- Tyrovolas Stefanos
- Ukwaja Kingsley N.
- Ullah Irfan
- Updike Rachel L.
- Usman Muhammad Shariq
- Uthman Olalekan A.
- Vaduganathan Mutblab
- Vaezi Afsane
- Valdez Pascual R.
- Van Donkelaar Aaron
- Van Lansingh C.
- Varavikova Elena
- Varughese Santosh
- Vasankari Tommi Juhani
- Vbsoughi Kia
- Venkateswaran Vidhya
- Venketasubramanian Narayanaswamy
- Villafaina Santos
- Violante Francesco S.
- Vladimirov Sergey Konstantinovitch
- Vlassov Vasily
- Vollset Stein Emil
- Vos Theo
- Vu Giang Thu
- Vujcic Isidora S.
- Wagnew Fasil Shiferaw
- Waheed Yasir
- Waller Stephen G.
- Walson Judd L.
- Wang Yafeng
- Wang Yanping
- Wang Yuan-Pang
- Weiderpass Elisabete
- Weiknah Adhena Ayaliew
- Weintraub Robert G.
- Weldegebreal Fitsum
- Werdecker Andrea
- West J. Jason
- Westerman Ronny
- Whiteford Harvey A.
- Widecka Justyna
- Wijeratne Tissa
- Winkler Andrea Sylvia
- Wiyeh Alison B.
- Wiysonge Charles Shey
- Wolfe Charles D. A.
- Wong Tien Yin
- Wu Shoaling
- Xavier Denis
- Xu Gelin
- Yadgir Simon
- Yadollahpour Ali
- Yamada Tomohide
- Yan Lijing L.
- Yano Yuichiro
- Yaseri Mehdi
- Yasin Jemal Yasin
- Yeshanely Alex
- Yimer Ebrahim M.
- Yip Paul
- Yisma Engida
- Yonemoto Naohiro
- Yoon Seok-Jun
- Yotebieng Marcel
- Younis Mustafa Z.
- Yousefifard Mahmoud
- Yu Chuanhua
- Zaidi Zoubida
- Zamani Mohammad
- Zavala-Arciniega Luis
- Zhang Anthony Lin
- Zhang Hao
- Zhang Kai
- Zimsen Stephanie M.
- Zodpey Sanjay
- Publication venue
- Publication date
- 01/01/2018
- Field of study