A general framework to support cost-efficient survey design choices for the control of soil-transmitted helminths when deploying Kato-Katz thick smear

To monitor and evaluate soil-transmitted helminth (STH) control programs, the World Health Organization (WHO) recommends screening stools from 250 children, deploying Kato-Katz thick smear (KK). However, it remains unclear whether these recommendations are sufficient to make adequate decisions about...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:PLoS neglected tropical diseases 2023-06, Vol.17 (6), p.e0011160-e0011160
Hauptverfasser: Kazienga, Adama, Levecke, Bruno, Leta, Gemechu Tadesse, de Vlas, Sake J, Coffeng, Luc E
Format: Artikel
Sprache:eng
Schlagworte:
Online-Zugang:Volltext
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
container_end_page e0011160
container_issue 6
container_start_page e0011160
container_title PLoS neglected tropical diseases
container_volume 17
creator Kazienga, Adama
Levecke, Bruno
Leta, Gemechu Tadesse
de Vlas, Sake J
Coffeng, Luc E
description To monitor and evaluate soil-transmitted helminth (STH) control programs, the World Health Organization (WHO) recommends screening stools from 250 children, deploying Kato-Katz thick smear (KK). However, it remains unclear whether these recommendations are sufficient to make adequate decisions about stopping preventive chemotherapy (PC) (prevalence of infection
doi_str_mv 10.1371/journal.pntd.0011160
format Article
fullrecord <record><control><sourceid>gale_plos_</sourceid><recordid>TN_cdi_plos_journals_2838335147</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><galeid>A756300681</galeid><doaj_id>oai_doaj_org_article_1f14442c16854f46a36726476349f1c7</doaj_id><sourcerecordid>A756300681</sourcerecordid><originalsourceid>FETCH-LOGICAL-c625t-89b4d6ba646b0a9d72f784826694b3e9c7301407904d8d339e57eb88a3ec30693</originalsourceid><addsrcrecordid>eNptkt9uFCEUxidGY2v1DYySmBhvZoWBAeaq2TT-aWzijV4TljnssJ2BFdg29UF8Xll32-yaZhKGHH7nO4ePU1WvCZ4RKsjHVdhEr8fZ2ud-hjEhhOMn1SnpaFs3grZPD_Yn1YuUVhi3XSvJ8-qECsqEkPS0-jNHS_AQ9Yhs1BPchniNckBps16HmJEJKddgrTMOfC7heAN3qIfklh6ZITgDCdkQUR6gwD7HMKJgUQpurHPUPk0uZ-jRAOPkfB4Suh3AF4X1GO6cX6JvOoe6LL-LhDPXKE2g48vqmdVjglf7_1n18_OnHxdf66vvXy4v5le14U2ba9ktWM8XmjO-wLrrRWOFZLLhvGMLCp0RFBOGRYdZL3tKO2gFLKTUFAzFvKNn1dudbukmqb2lSTWSSkpbwkQhLndEH_RKraObdLxTQTv1LxDiUumYnRlBEUsYY40hXLbMMq4pFw1nglPWWWK2Wuf7apvFBL0pjhbjj0SPT7wb1DLcKIJpQzhjReHDXiGGXxtIWU0uGRhH7SFsto03HWska7bF3v2HPn69PbXU5QbO21AKm62omouWU4y5JIWaPUKVr4fJlVcH60r8KOH9QcIAeiwvH8ZNdsGnY5DtQBNDShHsgxsEq-2c33ettnOu9nNe0t4cOvmQdD_Y9C8miPqw</addsrcrecordid><sourcetype>Open Website</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>2838335147</pqid></control><display><type>article</type><title>A general framework to support cost-efficient survey design choices for the control of soil-transmitted helminths when deploying Kato-Katz thick smear</title><source>Public Library of Science (PLoS) Journals Open Access</source><source>DOAJ Directory of Open Access Journals</source><source>Elektronische Zeitschriftenbibliothek - Frei zugängliche E-Journals</source><source>PubMed Central</source><source>PubMed Central Open Access</source><creator>Kazienga, Adama ; Levecke, Bruno ; Leta, Gemechu Tadesse ; de Vlas, Sake J ; Coffeng, Luc E</creator><contributor>Cheng, Qu</contributor><creatorcontrib>Kazienga, Adama ; Levecke, Bruno ; Leta, Gemechu Tadesse ; de Vlas, Sake J ; Coffeng, Luc E ; Cheng, Qu</creatorcontrib><description>To monitor and evaluate soil-transmitted helminth (STH) control programs, the World Health Organization (WHO) recommends screening stools from 250 children, deploying Kato-Katz thick smear (KK). However, it remains unclear whether these recommendations are sufficient to make adequate decisions about stopping preventive chemotherapy (PC) (prevalence of infection &lt;2%) or declaring elimination of STHs as a public health problem (prevalence of moderate-to-heavy intensity (MHI) infections &lt;2%). We developed a simulation framework to determine the effectiveness and cost of survey designs for decision-making in STH control programs, capturing the operational resources to perform surveys, the variation in egg counts across STH species, across schools, between and within individuals, and between repeated smears. Using this framework and a lot quality assurance sampling approach, we determined the most cost-efficient survey designs (number of schools, subjects, stool samples per subject, and smears per stool sample) for decision-making. For all species, employing duplicate KK (sampling 4 to 6 schools and 64 to 70 subjects per school) was the most cost-efficient survey design to assess whether prevalence of any infection intensity was above or under 2%. For prevalence of MHI infections, single KK was the most cost-efficient (sampling 11 to 25 schools and 52 to 84 children per school). KK is valuable for monitoring and evaluation of STH control programs, though we recommend deploying a duplicate KK on a single stool sample to stop PC, and a single KK to declare the elimination of STHs as a public health problem.</description><identifier>ISSN: 1935-2735</identifier><identifier>ISSN: 1935-2727</identifier><identifier>EISSN: 1935-2735</identifier><identifier>DOI: 10.1371/journal.pntd.0011160</identifier><identifier>PMID: 37347783</identifier><language>eng</language><publisher>United States: Public Library of Science</publisher><subject>Analysis ; Biology and Life Sciences ; Chemotherapy ; Children ; Consent ; Control programs ; Costs ; Decision making ; Design ; Diagnosis ; Disease transmission ; Eggs ; Environmental DNA ; Frameworks ; Helminthiasis ; Infections ; Medicine and Health Sciences ; Polls &amp; surveys ; Public health ; Quality assurance ; Quality control ; Risk factors ; Sampling ; Schools ; Simulation ; Social Sciences ; Soils ; Survey design ; Surveys ; Tropical diseases</subject><ispartof>PLoS neglected tropical diseases, 2023-06, Vol.17 (6), p.e0011160-e0011160</ispartof><rights>Copyright: © 2023 Kazienga et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</rights><rights>COPYRIGHT 2023 Public Library of Science</rights><rights>2023 Kazienga et al. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><rights>2023 Kazienga et al 2023 Kazienga et al</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c625t-89b4d6ba646b0a9d72f784826694b3e9c7301407904d8d339e57eb88a3ec30693</citedby><cites>FETCH-LOGICAL-c625t-89b4d6ba646b0a9d72f784826694b3e9c7301407904d8d339e57eb88a3ec30693</cites><orcidid>0000-0002-6093-9648</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC10321644/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC10321644/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,315,729,782,786,866,887,2106,2932,23875,27933,27934,53800,53802</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/37347783$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><contributor>Cheng, Qu</contributor><creatorcontrib>Kazienga, Adama</creatorcontrib><creatorcontrib>Levecke, Bruno</creatorcontrib><creatorcontrib>Leta, Gemechu Tadesse</creatorcontrib><creatorcontrib>de Vlas, Sake J</creatorcontrib><creatorcontrib>Coffeng, Luc E</creatorcontrib><title>A general framework to support cost-efficient survey design choices for the control of soil-transmitted helminths when deploying Kato-Katz thick smear</title><title>PLoS neglected tropical diseases</title><addtitle>PLoS Negl Trop Dis</addtitle><description>To monitor and evaluate soil-transmitted helminth (STH) control programs, the World Health Organization (WHO) recommends screening stools from 250 children, deploying Kato-Katz thick smear (KK). However, it remains unclear whether these recommendations are sufficient to make adequate decisions about stopping preventive chemotherapy (PC) (prevalence of infection &lt;2%) or declaring elimination of STHs as a public health problem (prevalence of moderate-to-heavy intensity (MHI) infections &lt;2%). We developed a simulation framework to determine the effectiveness and cost of survey designs for decision-making in STH control programs, capturing the operational resources to perform surveys, the variation in egg counts across STH species, across schools, between and within individuals, and between repeated smears. Using this framework and a lot quality assurance sampling approach, we determined the most cost-efficient survey designs (number of schools, subjects, stool samples per subject, and smears per stool sample) for decision-making. For all species, employing duplicate KK (sampling 4 to 6 schools and 64 to 70 subjects per school) was the most cost-efficient survey design to assess whether prevalence of any infection intensity was above or under 2%. For prevalence of MHI infections, single KK was the most cost-efficient (sampling 11 to 25 schools and 52 to 84 children per school). KK is valuable for monitoring and evaluation of STH control programs, though we recommend deploying a duplicate KK on a single stool sample to stop PC, and a single KK to declare the elimination of STHs as a public health problem.</description><subject>Analysis</subject><subject>Biology and Life Sciences</subject><subject>Chemotherapy</subject><subject>Children</subject><subject>Consent</subject><subject>Control programs</subject><subject>Costs</subject><subject>Decision making</subject><subject>Design</subject><subject>Diagnosis</subject><subject>Disease transmission</subject><subject>Eggs</subject><subject>Environmental DNA</subject><subject>Frameworks</subject><subject>Helminthiasis</subject><subject>Infections</subject><subject>Medicine and Health Sciences</subject><subject>Polls &amp; surveys</subject><subject>Public health</subject><subject>Quality assurance</subject><subject>Quality control</subject><subject>Risk factors</subject><subject>Sampling</subject><subject>Schools</subject><subject>Simulation</subject><subject>Social Sciences</subject><subject>Soils</subject><subject>Survey design</subject><subject>Surveys</subject><subject>Tropical diseases</subject><issn>1935-2735</issn><issn>1935-2727</issn><issn>1935-2735</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2023</creationdate><recordtype>article</recordtype><sourceid>ABUWG</sourceid><sourceid>AFKRA</sourceid><sourceid>AZQEC</sourceid><sourceid>BENPR</sourceid><sourceid>CCPQU</sourceid><sourceid>DWQXO</sourceid><sourceid>DOA</sourceid><recordid>eNptkt9uFCEUxidGY2v1DYySmBhvZoWBAeaq2TT-aWzijV4TljnssJ2BFdg29UF8Xll32-yaZhKGHH7nO4ePU1WvCZ4RKsjHVdhEr8fZ2ud-hjEhhOMn1SnpaFs3grZPD_Yn1YuUVhi3XSvJ8-qECsqEkPS0-jNHS_AQ9Yhs1BPchniNckBps16HmJEJKddgrTMOfC7heAN3qIfklh6ZITgDCdkQUR6gwD7HMKJgUQpurHPUPk0uZ-jRAOPkfB4Suh3AF4X1GO6cX6JvOoe6LL-LhDPXKE2g48vqmdVjglf7_1n18_OnHxdf66vvXy4v5le14U2ba9ktWM8XmjO-wLrrRWOFZLLhvGMLCp0RFBOGRYdZL3tKO2gFLKTUFAzFvKNn1dudbukmqb2lSTWSSkpbwkQhLndEH_RKraObdLxTQTv1LxDiUumYnRlBEUsYY40hXLbMMq4pFw1nglPWWWK2Wuf7apvFBL0pjhbjj0SPT7wb1DLcKIJpQzhjReHDXiGGXxtIWU0uGRhH7SFsto03HWska7bF3v2HPn69PbXU5QbO21AKm62omouWU4y5JIWaPUKVr4fJlVcH60r8KOH9QcIAeiwvH8ZNdsGnY5DtQBNDShHsgxsEq-2c33ettnOu9nNe0t4cOvmQdD_Y9C8miPqw</recordid><startdate>20230601</startdate><enddate>20230601</enddate><creator>Kazienga, Adama</creator><creator>Levecke, Bruno</creator><creator>Leta, Gemechu Tadesse</creator><creator>de Vlas, Sake J</creator><creator>Coffeng, Luc E</creator><general>Public Library of Science</general><general>Public Library of Science (PLoS)</general><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>3V.</scope><scope>7QL</scope><scope>7SS</scope><scope>7T2</scope><scope>7T7</scope><scope>7U9</scope><scope>7X7</scope><scope>7XB</scope><scope>88E</scope><scope>8C1</scope><scope>8FD</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>AZQEC</scope><scope>BENPR</scope><scope>C1K</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>F1W</scope><scope>FR3</scope><scope>FYUFA</scope><scope>GHDGH</scope><scope>H94</scope><scope>H95</scope><scope>H97</scope><scope>K9.</scope><scope>L.G</scope><scope>M0S</scope><scope>M1P</scope><scope>M7N</scope><scope>P64</scope><scope>PIMPY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>7X8</scope><scope>5PM</scope><scope>DOA</scope><orcidid>https://orcid.org/0000-0002-6093-9648</orcidid></search><sort><creationdate>20230601</creationdate><title>A general framework to support cost-efficient survey design choices for the control of soil-transmitted helminths when deploying Kato-Katz thick smear</title><author>Kazienga, Adama ; Levecke, Bruno ; Leta, Gemechu Tadesse ; de Vlas, Sake J ; Coffeng, Luc E</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c625t-89b4d6ba646b0a9d72f784826694b3e9c7301407904d8d339e57eb88a3ec30693</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2023</creationdate><topic>Analysis</topic><topic>Biology and Life Sciences</topic><topic>Chemotherapy</topic><topic>Children</topic><topic>Consent</topic><topic>Control programs</topic><topic>Costs</topic><topic>Decision making</topic><topic>Design</topic><topic>Diagnosis</topic><topic>Disease transmission</topic><topic>Eggs</topic><topic>Environmental DNA</topic><topic>Frameworks</topic><topic>Helminthiasis</topic><topic>Infections</topic><topic>Medicine and Health Sciences</topic><topic>Polls &amp; surveys</topic><topic>Public health</topic><topic>Quality assurance</topic><topic>Quality control</topic><topic>Risk factors</topic><topic>Sampling</topic><topic>Schools</topic><topic>Simulation</topic><topic>Social Sciences</topic><topic>Soils</topic><topic>Survey design</topic><topic>Surveys</topic><topic>Tropical diseases</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Kazienga, Adama</creatorcontrib><creatorcontrib>Levecke, Bruno</creatorcontrib><creatorcontrib>Leta, Gemechu Tadesse</creatorcontrib><creatorcontrib>de Vlas, Sake J</creatorcontrib><creatorcontrib>Coffeng, Luc E</creatorcontrib><collection>PubMed</collection><collection>CrossRef</collection><collection>ProQuest Central (Corporate)</collection><collection>Bacteriology Abstracts (Microbiology B)</collection><collection>Entomology Abstracts (Full archive)</collection><collection>Health and Safety Science Abstracts (Full archive)</collection><collection>Industrial and Applied Microbiology Abstracts (Microbiology A)</collection><collection>Virology and AIDS Abstracts</collection><collection>Health &amp; Medical Collection</collection><collection>ProQuest Central (purchase pre-March 2016)</collection><collection>Medical Database (Alumni Edition)</collection><collection>Public Health Database</collection><collection>Technology Research Database</collection><collection>Hospital Premium Collection</collection><collection>Hospital Premium Collection (Alumni Edition)</collection><collection>ProQuest Central (Alumni) (purchase pre-March 2016)</collection><collection>ProQuest Central (Alumni Edition)</collection><collection>ProQuest Central UK/Ireland</collection><collection>ProQuest Central Essentials</collection><collection>ProQuest Central</collection><collection>Environmental Sciences and Pollution Management</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central Korea</collection><collection>ASFA: Aquatic Sciences and Fisheries Abstracts</collection><collection>Engineering Research Database</collection><collection>Health Research Premium Collection</collection><collection>Health Research Premium Collection (Alumni)</collection><collection>AIDS and Cancer Research Abstracts</collection><collection>Aquatic Science &amp; Fisheries Abstracts (ASFA) 1: Biological Sciences &amp; Living Resources</collection><collection>Aquatic Science &amp; Fisheries Abstracts (ASFA) 3: Aquatic Pollution &amp; Environmental Quality</collection><collection>ProQuest Health &amp; Medical Complete (Alumni)</collection><collection>Aquatic Science &amp; Fisheries Abstracts (ASFA) Professional</collection><collection>Health &amp; Medical Collection (Alumni Edition)</collection><collection>Medical Database</collection><collection>Algology Mycology and Protozoology Abstracts (Microbiology C)</collection><collection>Biotechnology and BioEngineering Abstracts</collection><collection>Access via ProQuest (Open Access)</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><collection>DOAJ Directory of Open Access Journals</collection><jtitle>PLoS neglected tropical diseases</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Kazienga, Adama</au><au>Levecke, Bruno</au><au>Leta, Gemechu Tadesse</au><au>de Vlas, Sake J</au><au>Coffeng, Luc E</au><au>Cheng, Qu</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>A general framework to support cost-efficient survey design choices for the control of soil-transmitted helminths when deploying Kato-Katz thick smear</atitle><jtitle>PLoS neglected tropical diseases</jtitle><addtitle>PLoS Negl Trop Dis</addtitle><date>2023-06-01</date><risdate>2023</risdate><volume>17</volume><issue>6</issue><spage>e0011160</spage><epage>e0011160</epage><pages>e0011160-e0011160</pages><issn>1935-2735</issn><issn>1935-2727</issn><eissn>1935-2735</eissn><abstract>To monitor and evaluate soil-transmitted helminth (STH) control programs, the World Health Organization (WHO) recommends screening stools from 250 children, deploying Kato-Katz thick smear (KK). However, it remains unclear whether these recommendations are sufficient to make adequate decisions about stopping preventive chemotherapy (PC) (prevalence of infection &lt;2%) or declaring elimination of STHs as a public health problem (prevalence of moderate-to-heavy intensity (MHI) infections &lt;2%). We developed a simulation framework to determine the effectiveness and cost of survey designs for decision-making in STH control programs, capturing the operational resources to perform surveys, the variation in egg counts across STH species, across schools, between and within individuals, and between repeated smears. Using this framework and a lot quality assurance sampling approach, we determined the most cost-efficient survey designs (number of schools, subjects, stool samples per subject, and smears per stool sample) for decision-making. For all species, employing duplicate KK (sampling 4 to 6 schools and 64 to 70 subjects per school) was the most cost-efficient survey design to assess whether prevalence of any infection intensity was above or under 2%. For prevalence of MHI infections, single KK was the most cost-efficient (sampling 11 to 25 schools and 52 to 84 children per school). KK is valuable for monitoring and evaluation of STH control programs, though we recommend deploying a duplicate KK on a single stool sample to stop PC, and a single KK to declare the elimination of STHs as a public health problem.</abstract><cop>United States</cop><pub>Public Library of Science</pub><pmid>37347783</pmid><doi>10.1371/journal.pntd.0011160</doi><orcidid>https://orcid.org/0000-0002-6093-9648</orcidid><oa>free_for_read</oa></addata></record>
fulltext fulltext
identifier ISSN: 1935-2735
ispartof PLoS neglected tropical diseases, 2023-06, Vol.17 (6), p.e0011160-e0011160
issn 1935-2735
1935-2727
1935-2735
language eng
recordid cdi_plos_journals_2838335147
source Public Library of Science (PLoS) Journals Open Access; DOAJ Directory of Open Access Journals; Elektronische Zeitschriftenbibliothek - Frei zugängliche E-Journals; PubMed Central; PubMed Central Open Access
subjects Analysis
Biology and Life Sciences
Chemotherapy
Children
Consent
Control programs
Costs
Decision making
Design
Diagnosis
Disease transmission
Eggs
Environmental DNA
Frameworks
Helminthiasis
Infections
Medicine and Health Sciences
Polls & surveys
Public health
Quality assurance
Quality control
Risk factors
Sampling
Schools
Simulation
Social Sciences
Soils
Survey design
Surveys
Tropical diseases
title A general framework to support cost-efficient survey design choices for the control of soil-transmitted helminths when deploying Kato-Katz thick smear
url https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2024-12-01T05%3A33%3A30IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-gale_plos_&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=A%20general%20framework%20to%20support%20cost-efficient%20survey%20design%20choices%20for%20the%20control%20of%20soil-transmitted%20helminths%20when%20deploying%20Kato-Katz%20thick%20smear&rft.jtitle=PLoS%20neglected%20tropical%20diseases&rft.au=Kazienga,%20Adama&rft.date=2023-06-01&rft.volume=17&rft.issue=6&rft.spage=e0011160&rft.epage=e0011160&rft.pages=e0011160-e0011160&rft.issn=1935-2735&rft.eissn=1935-2735&rft_id=info:doi/10.1371/journal.pntd.0011160&rft_dat=%3Cgale_plos_%3EA756300681%3C/gale_plos_%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_pqid=2838335147&rft_id=info:pmid/37347783&rft_galeid=A756300681&rft_doaj_id=oai_doaj_org_article_1f14442c16854f46a36726476349f1c7&rfr_iscdi=true