Evaluation of the Performance of a 3D-Printed Smartphone-Based Retinal Imaging Device as a Screening Tool for Retinal Pathology in Mozambique

Low-income countries carry approximately 90% of the global burden of visual impairment, and up to 80% of this could be prevented or cured. However, there are only a few studies on the prevalence of retinal disease in these countries. Easier access to retinal information would allow differential diag...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:The American journal of tropical medicine and hygiene 2023-11, Vol.109 (5), p.1192-1198
Hauptverfasser: Varo, Rosauro, Postigo, María, Bila, Rubao, Dacal, Elena, Chiconela, Hélio, García-Villena, Jaime, Cuadrado, Daniel, Vladimirov, Alexander, Díez, Nuria, Vallés-López, Ramón, Sitoe, Antonio, Vitorino, Pio, Mucasse, Campos, Beltran-Agullo, Laura, Pujol, Olivia, García, Virginia, Abdala, Mariamo, Sallé, Lucía, Anton, Alfonso, Santos, Andrés, Ledesma-Carbayo, María J, Luengo-Oroz, Miguel, Bassat, Quique
Format: Artikel
Sprache:eng
Schlagworte:
Online-Zugang:Volltext
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
container_end_page 1198
container_issue 5
container_start_page 1192
container_title The American journal of tropical medicine and hygiene
container_volume 109
creator Varo, Rosauro
Postigo, María
Bila, Rubao
Dacal, Elena
Chiconela, Hélio
García-Villena, Jaime
Cuadrado, Daniel
Vladimirov, Alexander
Díez, Nuria
Vallés-López, Ramón
Sitoe, Antonio
Vitorino, Pio
Mucasse, Campos
Beltran-Agullo, Laura
Pujol, Olivia
García, Virginia
Abdala, Mariamo
Sallé, Lucía
Anton, Alfonso
Santos, Andrés
Ledesma-Carbayo, María J
Luengo-Oroz, Miguel
Bassat, Quique
description Low-income countries carry approximately 90% of the global burden of visual impairment, and up to 80% of this could be prevented or cured. However, there are only a few studies on the prevalence of retinal disease in these countries. Easier access to retinal information would allow differential diagnosis and promote strategies to improve eye health, which are currently scarce. This pilot study aims to evaluate the functionality and usability of a tele-retinography system for the detection of retinal pathology, based on a low-cost portable retinal scanner, manufactured with 3D printing and controlled by a mobile phone with an application designed ad hoc. The study was conducted at the Manhiça Rural Hospital in Mozambique. General practitioners, with no specific knowledge of ophthalmology or previous use of retinography, performed digital retinographies on 104 hospitalized patients. The retinographies were acquired in video format, uploaded to a web platform, and reviewed centrally by two ophthalmologists, analyzing the image quality and the presence of retinal lesions. In our sample there was a high proportion of exudates and hemorrhages-8% and 4%, respectively. In addition, the presence of lesions was studied in patients with known underlying risk factors for retinal disease, such as HIV, diabetes, and/or hypertension. Our tele-retinography system based on a smartphone coupled with a simple and low-cost 3D printed device is easy to use by healthcare personnel without specialized ophthalmological knowledge and could be applied for the screening and initial diagnosis of retinal pathology.
doi_str_mv 10.4269/ajtmh.23-0378
format Article
fullrecord <record><control><sourceid>proquest_pubme</sourceid><recordid>TN_cdi_pubmedcentral_primary_oai_pubmedcentral_nih_gov_10622463</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><sourcerecordid>2886330966</sourcerecordid><originalsourceid>FETCH-LOGICAL-c377t-9c403a9a26a5c7894905daaa0f3e75662eb873b2860b9f9668cfa3c195ea79be3</originalsourceid><addsrcrecordid>eNpdkUtv1DAUhSMEokNhyRZZYsMmxY_EjxWCPqBSESNa1taNx5l4lNiD7YxU_gP_uZ62jICV5ePvnnuvT1W9JvikoVy9h02ehhPKasyEfFItSCN4TXjTPq0WGGNaK87EUfUipQ3GRFJCnldHTCgiy3VR_T7fwThDdsGj0KM8WLS0sQ9xAm_sXgLEzupldD7bFbqeIObtELytP0EqwnebnYcRXU6wdn6NzuzOlTpIpe7aRGv9Xr0JYUTF9IAvIQ9hDOtb5Dz6Gn7B1Lmfs31ZPethTPbV43lc_bg4vzn9Ul99-3x5-vGqNkyIXCvTYAYKKIfWCKkahdsVAOCeWdFyTm0nBeuo5LhTveJcmh6YIaq1IFRn2XH14cF3O3eTXRnrc4RRb6Mr-93qAE7_--LdoNdhpwnmlDacFYd3jw4xlMFT1pNLxo4jeBvmpKmUhcKld0Hf_oduwhzLL9xTkrWyadtC1Q-UiSGlaPvDNATrfdL6PmlNmd4nXfg3f69woP9Ey-4AjCimqA</addsrcrecordid><sourcetype>Open Access Repository</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>2888358455</pqid></control><display><type>article</type><title>Evaluation of the Performance of a 3D-Printed Smartphone-Based Retinal Imaging Device as a Screening Tool for Retinal Pathology in Mozambique</title><source>MEDLINE</source><source>Elektronische Zeitschriftenbibliothek - Frei zugängliche E-Journals</source><source>PubMed Central</source><source>Alma/SFX Local Collection</source><creator>Varo, Rosauro ; Postigo, María ; Bila, Rubao ; Dacal, Elena ; Chiconela, Hélio ; García-Villena, Jaime ; Cuadrado, Daniel ; Vladimirov, Alexander ; Díez, Nuria ; Vallés-López, Ramón ; Sitoe, Antonio ; Vitorino, Pio ; Mucasse, Campos ; Beltran-Agullo, Laura ; Pujol, Olivia ; García, Virginia ; Abdala, Mariamo ; Sallé, Lucía ; Anton, Alfonso ; Santos, Andrés ; Ledesma-Carbayo, María J ; Luengo-Oroz, Miguel ; Bassat, Quique</creator><creatorcontrib>Varo, Rosauro ; Postigo, María ; Bila, Rubao ; Dacal, Elena ; Chiconela, Hélio ; García-Villena, Jaime ; Cuadrado, Daniel ; Vladimirov, Alexander ; Díez, Nuria ; Vallés-López, Ramón ; Sitoe, Antonio ; Vitorino, Pio ; Mucasse, Campos ; Beltran-Agullo, Laura ; Pujol, Olivia ; García, Virginia ; Abdala, Mariamo ; Sallé, Lucía ; Anton, Alfonso ; Santos, Andrés ; Ledesma-Carbayo, María J ; Luengo-Oroz, Miguel ; Bassat, Quique</creatorcontrib><description>Low-income countries carry approximately 90% of the global burden of visual impairment, and up to 80% of this could be prevented or cured. However, there are only a few studies on the prevalence of retinal disease in these countries. Easier access to retinal information would allow differential diagnosis and promote strategies to improve eye health, which are currently scarce. This pilot study aims to evaluate the functionality and usability of a tele-retinography system for the detection of retinal pathology, based on a low-cost portable retinal scanner, manufactured with 3D printing and controlled by a mobile phone with an application designed ad hoc. The study was conducted at the Manhiça Rural Hospital in Mozambique. General practitioners, with no specific knowledge of ophthalmology or previous use of retinography, performed digital retinographies on 104 hospitalized patients. The retinographies were acquired in video format, uploaded to a web platform, and reviewed centrally by two ophthalmologists, analyzing the image quality and the presence of retinal lesions. In our sample there was a high proportion of exudates and hemorrhages-8% and 4%, respectively. In addition, the presence of lesions was studied in patients with known underlying risk factors for retinal disease, such as HIV, diabetes, and/or hypertension. Our tele-retinography system based on a smartphone coupled with a simple and low-cost 3D printed device is easy to use by healthcare personnel without specialized ophthalmological knowledge and could be applied for the screening and initial diagnosis of retinal pathology.</description><identifier>ISSN: 0002-9637</identifier><identifier>ISSN: 1476-1645</identifier><identifier>EISSN: 1476-1645</identifier><identifier>DOI: 10.4269/ajtmh.23-0378</identifier><identifier>PMID: 37918001</identifier><language>eng</language><publisher>United States: Institute of Tropical Medicine</publisher><subject>Health risks ; Hemorrhage ; Humans ; Low income groups ; Mass Screening - methods ; Medical screening ; Mozambique - epidemiology ; Ophthalmology ; Pathology ; Pilot Projects ; Printing, Three-Dimensional ; Retinal Diseases - diagnostic imaging ; Retinal Diseases - epidemiology ; Smartphone ; Smartphones</subject><ispartof>The American journal of tropical medicine and hygiene, 2023-11, Vol.109 (5), p.1192-1198</ispartof><rights>Copyright Institute of Tropical Medicine Nov 2023</rights><rights>American Society of Tropical Medicine and Hygiene 2023</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c377t-9c403a9a26a5c7894905daaa0f3e75662eb873b2860b9f9668cfa3c195ea79be3</citedby></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC10622463/pdf/$$EPDF$$P50$$Gpubmedcentral$$H</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC10622463/$$EHTML$$P50$$Gpubmedcentral$$H</linktohtml><link.rule.ids>230,314,723,776,780,881,27903,27904,53769,53771</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/37918001$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Varo, Rosauro</creatorcontrib><creatorcontrib>Postigo, María</creatorcontrib><creatorcontrib>Bila, Rubao</creatorcontrib><creatorcontrib>Dacal, Elena</creatorcontrib><creatorcontrib>Chiconela, Hélio</creatorcontrib><creatorcontrib>García-Villena, Jaime</creatorcontrib><creatorcontrib>Cuadrado, Daniel</creatorcontrib><creatorcontrib>Vladimirov, Alexander</creatorcontrib><creatorcontrib>Díez, Nuria</creatorcontrib><creatorcontrib>Vallés-López, Ramón</creatorcontrib><creatorcontrib>Sitoe, Antonio</creatorcontrib><creatorcontrib>Vitorino, Pio</creatorcontrib><creatorcontrib>Mucasse, Campos</creatorcontrib><creatorcontrib>Beltran-Agullo, Laura</creatorcontrib><creatorcontrib>Pujol, Olivia</creatorcontrib><creatorcontrib>García, Virginia</creatorcontrib><creatorcontrib>Abdala, Mariamo</creatorcontrib><creatorcontrib>Sallé, Lucía</creatorcontrib><creatorcontrib>Anton, Alfonso</creatorcontrib><creatorcontrib>Santos, Andrés</creatorcontrib><creatorcontrib>Ledesma-Carbayo, María J</creatorcontrib><creatorcontrib>Luengo-Oroz, Miguel</creatorcontrib><creatorcontrib>Bassat, Quique</creatorcontrib><title>Evaluation of the Performance of a 3D-Printed Smartphone-Based Retinal Imaging Device as a Screening Tool for Retinal Pathology in Mozambique</title><title>The American journal of tropical medicine and hygiene</title><addtitle>Am J Trop Med Hyg</addtitle><description>Low-income countries carry approximately 90% of the global burden of visual impairment, and up to 80% of this could be prevented or cured. However, there are only a few studies on the prevalence of retinal disease in these countries. Easier access to retinal information would allow differential diagnosis and promote strategies to improve eye health, which are currently scarce. This pilot study aims to evaluate the functionality and usability of a tele-retinography system for the detection of retinal pathology, based on a low-cost portable retinal scanner, manufactured with 3D printing and controlled by a mobile phone with an application designed ad hoc. The study was conducted at the Manhiça Rural Hospital in Mozambique. General practitioners, with no specific knowledge of ophthalmology or previous use of retinography, performed digital retinographies on 104 hospitalized patients. The retinographies were acquired in video format, uploaded to a web platform, and reviewed centrally by two ophthalmologists, analyzing the image quality and the presence of retinal lesions. In our sample there was a high proportion of exudates and hemorrhages-8% and 4%, respectively. In addition, the presence of lesions was studied in patients with known underlying risk factors for retinal disease, such as HIV, diabetes, and/or hypertension. Our tele-retinography system based on a smartphone coupled with a simple and low-cost 3D printed device is easy to use by healthcare personnel without specialized ophthalmological knowledge and could be applied for the screening and initial diagnosis of retinal pathology.</description><subject>Health risks</subject><subject>Hemorrhage</subject><subject>Humans</subject><subject>Low income groups</subject><subject>Mass Screening - methods</subject><subject>Medical screening</subject><subject>Mozambique - epidemiology</subject><subject>Ophthalmology</subject><subject>Pathology</subject><subject>Pilot Projects</subject><subject>Printing, Three-Dimensional</subject><subject>Retinal Diseases - diagnostic imaging</subject><subject>Retinal Diseases - epidemiology</subject><subject>Smartphone</subject><subject>Smartphones</subject><issn>0002-9637</issn><issn>1476-1645</issn><issn>1476-1645</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2023</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNpdkUtv1DAUhSMEokNhyRZZYsMmxY_EjxWCPqBSESNa1taNx5l4lNiD7YxU_gP_uZ62jICV5ePvnnuvT1W9JvikoVy9h02ehhPKasyEfFItSCN4TXjTPq0WGGNaK87EUfUipQ3GRFJCnldHTCgiy3VR_T7fwThDdsGj0KM8WLS0sQ9xAm_sXgLEzupldD7bFbqeIObtELytP0EqwnebnYcRXU6wdn6NzuzOlTpIpe7aRGv9Xr0JYUTF9IAvIQ9hDOtb5Dz6Gn7B1Lmfs31ZPethTPbV43lc_bg4vzn9Ul99-3x5-vGqNkyIXCvTYAYKKIfWCKkahdsVAOCeWdFyTm0nBeuo5LhTveJcmh6YIaq1IFRn2XH14cF3O3eTXRnrc4RRb6Mr-93qAE7_--LdoNdhpwnmlDacFYd3jw4xlMFT1pNLxo4jeBvmpKmUhcKld0Hf_oduwhzLL9xTkrWyadtC1Q-UiSGlaPvDNATrfdL6PmlNmd4nXfg3f69woP9Ey-4AjCimqA</recordid><startdate>20231101</startdate><enddate>20231101</enddate><creator>Varo, Rosauro</creator><creator>Postigo, María</creator><creator>Bila, Rubao</creator><creator>Dacal, Elena</creator><creator>Chiconela, Hélio</creator><creator>García-Villena, Jaime</creator><creator>Cuadrado, Daniel</creator><creator>Vladimirov, Alexander</creator><creator>Díez, Nuria</creator><creator>Vallés-López, Ramón</creator><creator>Sitoe, Antonio</creator><creator>Vitorino, Pio</creator><creator>Mucasse, Campos</creator><creator>Beltran-Agullo, Laura</creator><creator>Pujol, Olivia</creator><creator>García, Virginia</creator><creator>Abdala, Mariamo</creator><creator>Sallé, Lucía</creator><creator>Anton, Alfonso</creator><creator>Santos, Andrés</creator><creator>Ledesma-Carbayo, María J</creator><creator>Luengo-Oroz, Miguel</creator><creator>Bassat, Quique</creator><general>Institute of Tropical Medicine</general><general>The American Society of Tropical Medicine and Hygiene</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>5PM</scope></search><sort><creationdate>20231101</creationdate><title>Evaluation of the Performance of a 3D-Printed Smartphone-Based Retinal Imaging Device as a Screening Tool for Retinal Pathology in Mozambique</title><author>Varo, Rosauro ; Postigo, María ; Bila, Rubao ; Dacal, Elena ; Chiconela, Hélio ; García-Villena, Jaime ; Cuadrado, Daniel ; Vladimirov, Alexander ; Díez, Nuria ; Vallés-López, Ramón ; Sitoe, Antonio ; Vitorino, Pio ; Mucasse, Campos ; Beltran-Agullo, Laura ; Pujol, Olivia ; García, Virginia ; Abdala, Mariamo ; Sallé, Lucía ; Anton, Alfonso ; Santos, Andrés ; Ledesma-Carbayo, María J ; Luengo-Oroz, Miguel ; Bassat, Quique</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c377t-9c403a9a26a5c7894905daaa0f3e75662eb873b2860b9f9668cfa3c195ea79be3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2023</creationdate><topic>Health risks</topic><topic>Hemorrhage</topic><topic>Humans</topic><topic>Low income groups</topic><topic>Mass Screening - methods</topic><topic>Medical screening</topic><topic>Mozambique - epidemiology</topic><topic>Ophthalmology</topic><topic>Pathology</topic><topic>Pilot Projects</topic><topic>Printing, Three-Dimensional</topic><topic>Retinal Diseases - diagnostic imaging</topic><topic>Retinal Diseases - epidemiology</topic><topic>Smartphone</topic><topic>Smartphones</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Varo, Rosauro</creatorcontrib><creatorcontrib>Postigo, María</creatorcontrib><creatorcontrib>Bila, Rubao</creatorcontrib><creatorcontrib>Dacal, Elena</creatorcontrib><creatorcontrib>Chiconela, Hélio</creatorcontrib><creatorcontrib>García-Villena, Jaime</creatorcontrib><creatorcontrib>Cuadrado, Daniel</creatorcontrib><creatorcontrib>Vladimirov, Alexander</creatorcontrib><creatorcontrib>Díez, Nuria</creatorcontrib><creatorcontrib>Vallés-López, Ramón</creatorcontrib><creatorcontrib>Sitoe, Antonio</creatorcontrib><creatorcontrib>Vitorino, Pio</creatorcontrib><creatorcontrib>Mucasse, Campos</creatorcontrib><creatorcontrib>Beltran-Agullo, Laura</creatorcontrib><creatorcontrib>Pujol, Olivia</creatorcontrib><creatorcontrib>García, Virginia</creatorcontrib><creatorcontrib>Abdala, Mariamo</creatorcontrib><creatorcontrib>Sallé, Lucía</creatorcontrib><creatorcontrib>Anton, Alfonso</creatorcontrib><creatorcontrib>Santos, Andrés</creatorcontrib><creatorcontrib>Ledesma-Carbayo, María J</creatorcontrib><creatorcontrib>Luengo-Oroz, Miguel</creatorcontrib><creatorcontrib>Bassat, Quique</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>The American journal of tropical medicine and hygiene</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Varo, Rosauro</au><au>Postigo, María</au><au>Bila, Rubao</au><au>Dacal, Elena</au><au>Chiconela, Hélio</au><au>García-Villena, Jaime</au><au>Cuadrado, Daniel</au><au>Vladimirov, Alexander</au><au>Díez, Nuria</au><au>Vallés-López, Ramón</au><au>Sitoe, Antonio</au><au>Vitorino, Pio</au><au>Mucasse, Campos</au><au>Beltran-Agullo, Laura</au><au>Pujol, Olivia</au><au>García, Virginia</au><au>Abdala, Mariamo</au><au>Sallé, Lucía</au><au>Anton, Alfonso</au><au>Santos, Andrés</au><au>Ledesma-Carbayo, María J</au><au>Luengo-Oroz, Miguel</au><au>Bassat, Quique</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Evaluation of the Performance of a 3D-Printed Smartphone-Based Retinal Imaging Device as a Screening Tool for Retinal Pathology in Mozambique</atitle><jtitle>The American journal of tropical medicine and hygiene</jtitle><addtitle>Am J Trop Med Hyg</addtitle><date>2023-11-01</date><risdate>2023</risdate><volume>109</volume><issue>5</issue><spage>1192</spage><epage>1198</epage><pages>1192-1198</pages><issn>0002-9637</issn><issn>1476-1645</issn><eissn>1476-1645</eissn><abstract>Low-income countries carry approximately 90% of the global burden of visual impairment, and up to 80% of this could be prevented or cured. However, there are only a few studies on the prevalence of retinal disease in these countries. Easier access to retinal information would allow differential diagnosis and promote strategies to improve eye health, which are currently scarce. This pilot study aims to evaluate the functionality and usability of a tele-retinography system for the detection of retinal pathology, based on a low-cost portable retinal scanner, manufactured with 3D printing and controlled by a mobile phone with an application designed ad hoc. The study was conducted at the Manhiça Rural Hospital in Mozambique. General practitioners, with no specific knowledge of ophthalmology or previous use of retinography, performed digital retinographies on 104 hospitalized patients. The retinographies were acquired in video format, uploaded to a web platform, and reviewed centrally by two ophthalmologists, analyzing the image quality and the presence of retinal lesions. In our sample there was a high proportion of exudates and hemorrhages-8% and 4%, respectively. In addition, the presence of lesions was studied in patients with known underlying risk factors for retinal disease, such as HIV, diabetes, and/or hypertension. Our tele-retinography system based on a smartphone coupled with a simple and low-cost 3D printed device is easy to use by healthcare personnel without specialized ophthalmological knowledge and could be applied for the screening and initial diagnosis of retinal pathology.</abstract><cop>United States</cop><pub>Institute of Tropical Medicine</pub><pmid>37918001</pmid><doi>10.4269/ajtmh.23-0378</doi><tpages>7</tpages></addata></record>
fulltext fulltext
identifier ISSN: 0002-9637
ispartof The American journal of tropical medicine and hygiene, 2023-11, Vol.109 (5), p.1192-1198
issn 0002-9637
1476-1645
1476-1645
language eng
recordid cdi_pubmedcentral_primary_oai_pubmedcentral_nih_gov_10622463
source MEDLINE; Elektronische Zeitschriftenbibliothek - Frei zugängliche E-Journals; PubMed Central; Alma/SFX Local Collection
subjects Health risks
Hemorrhage
Humans
Low income groups
Mass Screening - methods
Medical screening
Mozambique - epidemiology
Ophthalmology
Pathology
Pilot Projects
Printing, Three-Dimensional
Retinal Diseases - diagnostic imaging
Retinal Diseases - epidemiology
Smartphone
Smartphones
title Evaluation of the Performance of a 3D-Printed Smartphone-Based Retinal Imaging Device as a Screening Tool for Retinal Pathology in Mozambique
url https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-01-27T18%3A00%3A40IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_pubme&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Evaluation%20of%20the%20Performance%20of%20a%203D-Printed%20Smartphone-Based%20Retinal%20Imaging%20Device%20as%20a%20Screening%20Tool%20for%20Retinal%20Pathology%20in%20Mozambique&rft.jtitle=The%20American%20journal%20of%20tropical%20medicine%20and%20hygiene&rft.au=Varo,%20Rosauro&rft.date=2023-11-01&rft.volume=109&rft.issue=5&rft.spage=1192&rft.epage=1198&rft.pages=1192-1198&rft.issn=0002-9637&rft.eissn=1476-1645&rft_id=info:doi/10.4269/ajtmh.23-0378&rft_dat=%3Cproquest_pubme%3E2886330966%3C/proquest_pubme%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_pqid=2888358455&rft_id=info:pmid/37918001&rfr_iscdi=true