Personal information

Emails & domains

Verified email domains

Other IDs

Loop profile: 1724934

Keywords

Ophthalmology, Retina, Data science, Artificial Intelligence

Countries

Brazil, United States

Biography

As a trained ophthalmologist and retina specialist, I am doing a Doctoral. in UNIFESP with the main research line about the creation of publicly available Ophthalmological datasets and developing multimodal Brazilian datasets in Ophthalmic centers.
My current research project is in developing standards for dataset anonymization, labeling, and application in algorithm development. I am also interested in reducing Ophthalmological disparity access in remote Brazilian areas and optimize the Ophthalmology screening programs.

Activities

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Education and qualifications (5)

Universidade Federal de São Paulo: Sao Paulo, São Paulo, BR

2020-03-01 to 2024-03-01 | P.h.D (Ophthalmology)
Education
Source: Self-asserted source
Luis Filipe Nakayama

Massachusetts Institute of Technology: Cambridge, MA, US

2022-01-05 to 2023-01-05 | Visiting Student (Laboratory for Computational Physiology)
Education
Source: Self-asserted source
Luis Filipe Nakayama

Universidade Federal de São Paulo: Sao Paulo, São Paulo, BR

2017-03-01 to 2018-03-01 | Surgical Retina and Vitreous (Retina and Vitreous)
Education
Source: Self-asserted source
Luis Filipe Nakayama

Universidade Federal de São Paulo: Sao Paulo, São Paulo, BR

2015-03-01 to 2017-03-01 | Ophthalmology residency (Ophthalmology)
Education
Source: Self-asserted source
Luis Filipe Nakayama

Universidade Federal de São Paulo: Sao Paulo, São Paulo, BR

2009-03-01 to 2014-03-01 | Medicine
Education
Source: Self-asserted source
Luis Filipe Nakayama

Professional activities (2)

Sociedade Brasileira de Retina e Vitreo: Sao Paulo, São Paulo, BR

2020-03-01 to present
Membership
Source: Self-asserted source
Luis Filipe Nakayama

Conselho Brasileiro de Oftalmologia: Sao Paulo, São Paulo, BR

2018-03-01 to present
Membership
Source: Self-asserted source
Luis Filipe Nakayama

Funding (1)

The creation of a Brazilian Open-Access Ophthalmological Dataset

2022 to 2023 | Award
Fundação Lemann (São Paulo, BR)
Source: Self-asserted source
Luis Filipe Nakayama

Works (41)

An emergency room influx and trauma cases prediction in a Brazilian ophthalmological hospital by an ophthalmologist without code experience

Arquivos Brasileiros de Oftalmologia
2024 | Journal article
DOI: 10.5935/0004-2749.2022-0130
WOSUID: WOS:001224742500001
Contributors: Nakayama, Luis Filipe; Ribeiro, Lucas Zago; Regatieri, Caio Vinicius Saito
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Automated Identification of Different Severity Levels of Diabetic Retinopathy Using a Handheld Fundus Camera and Single-Image Protocol

Ophthalmology Science
2024 | Journal article
DOI: 10.1016/J.XOPS.2024.100481
WOSUID: WOS:001235297000001
Contributors: Malerbi, Fernando K.; Nakayama, Luis Filipe; Melo, Gustavo Barreto; Stuchi, Jose A.; Lencione, Diego; Prado, Paulo, V; Ribeiro, Lucas Z.; Dib, Sergio A.; Regatieri, Caio, V
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Ophthalmology Optical Coherence Tomography Databases for Artificial Intelligence Algorithm: A Review

Seminars in Ophthalmology
2024 | Journal article
DOI: 10.1080/08820538.2024.2308248
WOSUID: WOS:001159898600001
Contributors: Restrepo, David; Quion, Justin Michael; Novaes, Frederico Do Carmo; Costa, Iago Diogenes Azevedo; Vasquez, Constanza; Bautista, Alyssa Nicole; Quiminiano, Ellaine; Lim, Patricia Abigail; Mwavu, Roger; Celi, Leo Anthony et al.
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Transition from an in-person to a telemedicine diabetic retinopathy screening program

Arquivos Brasileiros de Oftalmologia
2024 | Journal article
DOI: 10.5935/0004-2749.2023-0200
WOSUID: WOS:001219347200001
Contributors: de O. Almeida Barbieri, Vanessa; Nakayama, Luis Filipe; Barbieri, Gabriel Almeida; da Silva, Suzane Eberhart Ribeiro; Karmouche, Daniel Cunha Jose; Shinzato, Marcelle Naomi Oshiro; Nakagawa, Rodrigo Eiji; Regatieri, Caio Vinicius; Malerbi, Fernando Korn
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Artificial intelligence for telemedicine diabetic retinopathy screening: a review

Annals of Medicine
2023 | Journal article
DOI: 10.1080/07853890.2023.2258149
WOSUID: WOS:001069228200001
Contributors: Nakayama, Luis Filipe; Zago Ribeiro, Lucas; Novaes, Frederico; Miyawaki, Isabele Ayumi; Miyawaki, Andresa Emy; de Oliveira, Juliana Angelica Estevao; Oliveira, Talita; Malerbi, Fernando Korn; Regatieri, Caio Vinicius Saito; Celi, Leo Anthony et al.
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Artificial intelligence in uveitis: A comprehensive review

Survey of Ophthalmology
2023 | Journal article
DOI: 10.1016/J.SURVOPHTHAL.2023.02.007
WOSUID: WOS:001032896400001
Contributors: Nakayama, Luis F.; Ribeiro, Lucas Z.; Dychiao, Robyn G.; Zamora, Yuslay F.; Regatieri, Caio V. S.; Celi, Leo A.; Silva, Paolo; Sobrin, Lucia; Belfort Jr, Rubens
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Bacterial endophthalmitis following anti-VEGF intravitreal injections: a retrospective case series

International Journal of Retina and Vitreous
2023 | Journal article
DOI: 10.1186/S40942-023-00490-9
WOSUID: WOS:001070925800001
Contributors: Bergamo, Vinicius Campos; Nakayama, Luis Filipe; De Moraes, Nilva Simeren Bueno; Yu, Maria Cecilia Zorat; Hofling-Lima, Ana Luiza; Maia, Mauricio
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Clinical validation of a smartphone-based retinal camera for diabetic retinopathy screening

Acta Diabetologica
2023 | Journal article
DOI: 10.1007/S00592-023-02105-Z
WOSUID: WOS:000982422300001
Contributors: de Oliveira, Juliana Angelica Estevao; Nakayama, Luis Filipe; Ribeiro, Lucas Zago; de Oliveira, Talita Virginia Fernandes; Choi, Stefano Neto Jai Hyun; Neto, Edgar Menezes; Cardoso, Viviane Santos; Dib, Sergio Atala; Melo, Gustavo Barreto; Regatieri, Caio Vinicius Saito et al.
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Digital Education for the Deployment of Artificial Intelligence in Health Care

Journal of Medical Internet Research
2023 | Journal article
DOI: 10.2196/43333
WOSUID: WOS:001021010800007
Contributors: Malerbi, Fernando Korn; Nakayama, Luis Filipe; Dychiao, Robyn Gayle; Ribeiro, Lucas Zago; Villanueva, Cleva; Celi, Leo Anthony; Regatieri, Caio Vinicius
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Disparity dashboards: an evaluation of the literature and framework for health equity improvement

The Lancet Digital Health
2023 | Journal article
DOI: 10.1016/S2589-7500(23)00150-4
WOSUID: WOS:001111904400001
Contributors: Gallifant, Jack; Kistler, Emmett Alexander; Nakayama, Luis Filipe; Zera, Chloe; Kripalani, Sunil; Ntatin, Adelline; Fernandez, Leonor; Bates, David; Dankwa-Mullan, Irene; Celi, Leo Anthony
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Fairness and generalisability in deep learning of retinopathy of prematurity screening algorithms: a literature review

BMJ Open Ophthalmology
2023 | Journal article
DOI: 10.1136/BMJOPHTH-2022-001216
WOSUID: WOS:001045114700001
Contributors: Nakayama, Luis Filipe; Mitchell, William Greig; Ribeiro, Lucas Zago; Dychiao, Robyn Gayle; Phanphruk, Warachaya; Celi, Leo Anthony; Kalua, Khumbo; Santiago, Alvina Pauline Dy; Regatieri, Caio Vinicius Saito; Moraes, Nilva Simeren Bueno
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Fairness and generalizability of OCT normative databases: a comparative analysis

International Journal of Retina and Vitreous
2023 | Journal article
DOI: 10.1186/S40942-023-00459-8
WOSUID: WOS:001052142100001
Contributors: Nakayama, Luis Filipe; Ribeiro, Lucas Zago; de Oliveira, Juliana Angelica Estevao; de Matos, Joao Carlos Ramos Goncalves; Mitchell, William Greig; Malerbi, Fernando Korn; Celi, Leo Anthony; Regatieri, Caio Vinicius Saito
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Image quality assessment of retinal fundus photographs for diabetic retinopathy in the machine learning era: a review

Eye
2023 | Journal article
DOI: 10.1038/S41433-023-02717-3
WOSUID: WOS:001058300800001
Contributors: Goncalves, Mariana Batista; Nakayama, Luis Filipe; Ferraz, Daniel; Faber, Hanna; Korot, Edward; Malerbi, Fernando Korn; Regatieri, Caio Vinicius; Maia, Mauricio; Celi, Leo Anthony; Keane, Pearse A. et al.
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Ophthalmology emergency department visits in a Brazilian tertiary hospital over the last 11 years: data analysis

Arquivos Brasileiros de Oftalmologia
2023 | Journal article
DOI: 10.5935/0004-2749.20230067
WOSUID: WOS:001088240900001
Contributors: Ribeiro, Lucas Zago; Nakayama, Luis Filipe; Bergamo, Vinicius Campos; Regatieri, Caio Vinicius Saito
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Performance of ChatGPT-4 in answering questions from the Brazilian National Examination for Medical Degree Revalidation

Revista da Associacao Medica Brasileira
2023 | Journal article
DOI: 10.1590/1806-9282.20230848
WOSUID: WOS:001082819900001
Contributors: Gobira, Mauro; Nakayama, Luis Filipe; Moreira, Rodrigo; Andrade, Eric; Regatieri, Caio Vinicius Saito; Belfort Jr, Rubens
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Pixel Snow and Differential Privacy in Retinal fundus photos de-identification

Investigative Ophthalmology & Visual Science
2023 | Journal article
WOSUID: WOS:001053758307025
Contributors: Nakayama, Luis Filipe; Choi, Jiheon; Cui, Hanwen; Gilkes, Emil Ghitman; Wu, Chenwei; Yang, Xiyu; Pan, Weiwei; Celi, Leo Anthony
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Sociodemographic disparities in ophthalmological clinical trials

BMJ Open Ophthalmology
2023 | Journal article
DOI: 10.1136/BMJOPHTH-2022-001175
WOSUID: WOS:000942509700001
Contributors: Nakayama, Luis Filipe; Mitchell, William Greig; Shapiro, Skyler; Santiago, Alvina Pauline D.; Phanphruk, Warachaya; Kalua, Khumbo; Celi, Leo Anthony; Regatieri, Caio Vinicius Saito
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The Digital Divide in Brazil and Barriers to Telehealth and Equal Digital Health Care: Analysis of Internet Access Using Publicly Available Data

Journal of Medical Internet Research
2023 | Journal article
DOI: 10.2196/42483
WOSUID: WOS:001048152900003
Contributors: Nakayama, Luis Filipe; Binotti, William Warr; Woite, Naira Link; Fernandes, Chrystinne Oliveira; Alfonso, Pia Gabrielle; Celi, Leo Anthony; Regatieri, Caio Vinicius
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Diabetic retinopathy classification for supervised machine learning algorithms

International Journal of Retina and Vitreous
2022 | Journal article
DOI: 10.1186/S40942-021-00352-2
WOSUID: WOS:000737913700001
Contributors: Nakayama, Luis Filipe; Ribeiro, Lucas Zago; Goncalves, Mariana Batista; Ferraz, Daniel A.; dos Santos, Helen Nazareth Veloso; Malerbi, Fernando Korn; Morales, Paulo Henrique; Maia, Mauricio; Regatieri, Caio Vinicius Saito; Mattos, Rubens Belfort, Jr.
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Evisceration and enucleation cases in the ophthalmologic emergency department of a tertiary Brazilian hospital

Arquivos Brasileiros de Oftalmologia
2022 | Journal article
DOI: 10.5935/0004-2749.20220073
WOSUID: WOS:000897816100001
Contributors: Kase, Camila; Nakayama, Luis Filipe; Bergamo, Vinicius Campos; Bueno de Moraes, Nilva Simeren
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Global disparity bias in ophthalmology artificial intelligence applications

BMJ Health & Care Informatics
2022 | Journal article
DOI: 10.1136/BMJHCI-2021-100470
WOSUID: WOS:000780862500004
Contributors: Nakayama, Luis Filipe; Kras, Ashley; Ribeiro, Lucas Zago; Malerbi, Fernando Korn; Mendonca, Luis Salles; Celi, Leo Anthony; Saito Regatieri, Caio Vinicius; Waheed, Nadia K.
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Post-discharge follow-up of patients with COVID-19: A Brazilian experience

SAGE Open Medicine
2022 | Journal article
DOI: 10.1177/20503121221096602
WOSUID: WOS:000798513000001
Contributors: Nakayama, Luis Filipe; Urias, Muller Goncalves; Goncalves, Arthur Sevalho; Ribeiro, Rafael Amorim; Macruz, Tiago de Almeida; Pardo, Rafael Baptista
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White dot syndrome in a patient with presumed ocular tuberculosis: a case report

International Journal of Retina and Vitreous
2022 | Journal article
DOI: 10.1186/S40942-022-00372-6
WOSUID: WOS:000779126100003
Contributors: Nicolau, Zaira Fernanda Martinho; Araujo, Diego Lisboa; Nakayama, Luis Filipe; Bergamo, Vinicius Campos; Meirelles, Rodrigo Luz; Magalhaes Junior, Octaviano
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Impact of SARS-CoV-2 pandemic on Brazilian ophthalmological emergency department visits

European Journal of Ophthalmology
2021 | Journal article
DOI: 10.1177/1120672120986378
WOSUID: WOS:000649800400001
Contributors: Ribeiro, Lucas Zago; Nakayama, Luis Filipe; Hirai, Flavio Eduardo; Saito Regatieri, Caio Vinicius
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Obstructive sleep apnea and the retina: a review

Journal of Clinical Sleep Medicine
2021 | Journal article
DOI: 10.5664/JCSM.9312
WOSUID: WOS:000735671300019
Contributors: Nakayama, Luis Filipe; Tempaku, Priscila Farias; Bergamo, Vinicius Campos; Polizelli, Murilo Ubukata; Santos da Cruz, Natasha Ferreira; Azeredo Bittencourt, Lia Rita; Saito Regatieri, Caio Vinicius
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The Challenge of Diabetic Retinopathy Standardization in an Ophthalmological Dataset

Journal of Diabetes Science and Technology
2021 | Journal article
DOI: 10.1177/19322968211029943
WOSUID: WOS:000904106000033
Contributors: Nakayama, Luis F.; Goncalves, Mariana B.; Ferraz, Daniel A.; Santos, Helen N. V.; Malerbi, Fernando K.; Morales, Paulo H.; Maia, Mauricio; Regatier, Caio V. S.; Belfort, Rubens, Jr.
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Bartonella hanselae retinitis patient evaluated with multimodal retinal exams

International Journal of Retina and Vitreous
2020 | Journal article
DOI: 10.1186/S40942-020-00257-6
WOSUID: WOS:000693169100001
Contributors: Cervi Rosa, Paulo Alberto; Nakayama, Luis Filipe; Bergamo, Vinicius Campos; Kondo Kuroiwa, Dante Akira; Bueno de Moraes, Nilva Simeren
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Data analysis of ophthalmology emergency room visits in a tertiary Brazilian hospital over the last 10 years

Investigative Ophthalmology & Visual Science
2020 | Journal article
WOSUID: WOS:000554495704157
Contributors: Ribeiro, Lucas Zago; Nakayama, Luis Filipe; Moraes, Nilva Simeren
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Frequency of ophthalmological posterior segment findings in patients with Polycythemia Vera

Investigative Ophthalmology & Visual Science
2020 | Journal article
WOSUID: WOS:000554495702272
Contributors: Itikawa, Ana; Nakayama, Luis Filipe; Bergamo, Vinicius; Cruz, Natasha; Polizelli, Murilo Ubukata; Fernandes, Rodrigo
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Reliability of foveal avascular zone measurements in eyes with retinal vein occlusion using optical coherence tomography angiography

International Journal of Retina and Vitreous
2020 | Journal article
DOI: 10.1186/S40942-020-00237-W
WOSUID: WOS:000693137100001
Contributors: de Oliveira, Bruno Mauricio Rodrigues; Nakayama, Luis Filipe; de Godoy, Bruno Rebello; de Azevedo, Alexandre Gomes Bortoloti; Hirai, Flavio Eduardo; Mitne, Somaia
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Twelve-Year-Old Girl with Acute Macular Neuroretinopathy: A Multimodal Retinal Evaluation

Case Reports in Ophthalmology
2020 | Journal article
DOI: 10.1159/000509849
WOSUID: WOS:000605358600018
Contributors: Nakayama, Luis Filipe; Kase, Camila; Bergamo, Vinicius Campos; Bueno de Moraes, Nilva Simeren
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A case of late-onset capsular block syndrome and its surgical treatment

Arquivos Brasileiros de Oftalmologia
2019 | Journal article
DOI: 10.5935/0004-2749.20190030
WOSUID: WOS:000457599300012
Contributors: Bergamo, Vinicius Campos; Nakayama, Luis Filipe; Yamada, Veronica Haysa; Marujo, Fabio Iglesias
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Analysis of newborn retinal haemorrhage in a tertiary hospital in Sao Paulo, Brazil with Retcam 3 fundus photos

Investigative Ophthalmology & Visual Science
2019 | Journal article
WOSUID: WOS:000488800701159
Contributors: Polizelli, Murilo Ubukata; Rodrigues de Oliveira, Bruno Mauricio; Nakayama, Luis; Bergamo, Vinicius; Bueno de Moraes, Nilva Simeren
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Epidemiological analysis of post penetrant trauma related Endophthalmitis evaluated in Tertiary Brazilian Hospital in six years

Investigative Ophthalmology & Visual Science
2019 | Journal article
WOSUID: WOS:000488628104379
Contributors: Bergamo, Vinicius; Nakayama, Luis; Bueno de Moraes, Nilva Simeren; Denadai, Lucas
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Evisceration and enucleation cases in an ophthalmological emergency room sector of a tertiary brazilian hospital: a 7-year analysis

Investigative Ophthalmology & Visual Science
2019 | Journal article
WOSUID: WOS:000488628106071
Contributors: Kase, Camila; Nakayama, Luis Filipe; Bergamo, Vinicius; Bueno de Moraes, Nilva Simeren
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Retinal Avascular Foveal Zone as an systemic biomarker to evaluate Inflammatory Bowel disease control

Investigative Ophthalmology & Visual Science
2019 | Journal article
WOSUID: WOS:000488800702333
Contributors: Nakayama, Luis; Bergamo, Vinicius Campos; Conti, Marina Lourenco; Costa, Livia; Bueno de Moraes, Nilva Simeren; Ambrogini Junior, Orlando
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Six-year epidemiological analysis of post traumatic endophthalmitis in a Brazilian hospital

International Journal of Retina and Vitreous
2019 | Journal article
DOI: 10.1186/S40942-019-0193-8
WOSUID: WOS:000693102600036
Contributors: Nakayama, Luis Filipe; Bergamo, Vinicius Campos; de Moraes, Nilva Simeren Bueno
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The retinal foveal avascular zone as a systemic biomarker to evaluate inflammatory bowel disease control

International Journal of Retina and Vitreous
2019 | Journal article
DOI: 10.1186/S40942-019-0168-9
WOSUID: WOS:000693102600016
Contributors: Nakayama, Luis Filpe; Bergamo, Vinicius Campos; Conti, Marina Lourenco; Fares, Nikoly Tigani; Costa, Livia Almeida; Ambrogini, Orlando, Jr.; de Moraes, Nilva Simeren Bueno
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Optical coherence tomography (OCT) angiography of central retinal artery occlusion in the patent cilioretinal artery: a case report

Arquivos Brasileiros de Oftalmologia
2018 | Journal article
DOI: 10.5935/0004-2749.20180048
WOSUID: WOS:000435654400013
Contributors: Nakayama, Luis Filipe; Bergamo, Vinicius Campos; Cardoso Silva, Leticia Sant'ana; Bueno Moraes, Nilva Simeren
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ERYTHROCYTE SEDIMENTATION RATE IN CHILDREN WITH HODGKIN LYMPHOMA-IS IT PROGNOSTIC?

Pediatric Blood and Cancer
2011 | Journal article
WOSUID: WOS:000288132100041
Contributors: Luisi, F. A. V.; Nakayama, L.; Fittipaldi, R.; Puty, F. C. B.; Lee, M. L. M.
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HODGKIN LYMPHOMA UNDER 5-YEAR OLD: EXPERIENCE OF A SINGLE INSTITUTION

Pediatric Blood and Cancer
2011 | Journal article
WOSUID: WOS:000288132100089
Contributors: Fittipaldi, R.; Luisi, F. A. V.; Puty, F. C. B.; Nakayama, L.; Nobre, L.; Lee, M. L.; Alves, M. T. S.; Schettini, S. T.
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Peer review (73 reviews for 19 publications/grants)

Review activity for Arquivos Brasileiros de Oftalmologia. (16)
Review activity for Bioengineered. (1)
Review activity for BMJ innovations. (1)
Review activity for BMJ open. (1)
Review activity for Brazilian Journal of Medical and Biological Research. (1)
Review activity for British journal of ophthalmology (1)
Review activity for Clinical & experimental optometry. (1)
Review activity for Eye (1)
Review activity for IEEE access : (1)
Review activity for International journal of retina and vitreous. (19)
Review activity for Journal of innovation in health informatics. (1)
Review activity for Journal of medical systems. (1)
Review activity for Journal of medical systems. (1)
Review activity for npj digital medicine. (1)
Review activity for PLOS digital health. (17)
Review activity for PloS one. (2)
Review activity for The Lancet regional health. (1)
Review activity for The Lancet. (2)
Review activity for Therapeutic advances in chronic disease. (4)
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