{"id":"https://openalex.org/W4391320577","doi":"https://doi.org/10.3389/fdgth.2024.1329630","title":"INSPIRE datahub: a pan-African integrated suite of services for harmonising longitudinal population health data using OHDSI tools","display_name":"INSPIRE datahub: a pan-African integrated suite of services for harmonising longitudinal population health data using OHDSI tools","publication_year":2024,"publication_date":"2024-01-29","ids":{"openalex":"https://openalex.org/W4391320577","doi":"https://doi.org/10.3389/fdgth.2024.1329630","pmid":"https://pubmed.ncbi.nlm.nih.gov/38347885"},"language":"en","primary_location":{"id":"doi:10.3389/fdgth.2024.1329630","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fdgth.2024.1329630","pdf_url":"https://www.frontiersin.org/articles/10.3389/fdgth.2024.1329630/pdf?isPublishedV2=False","source":{"id":"https://openalex.org/S4210170686","display_name":"Frontiers in Digital Health","issn_l":"2673-253X","issn":["2673-253X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Digital Health","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.frontiersin.org/articles/10.3389/fdgth.2024.1329630/pdf?isPublishedV2=False","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5036960872","display_name":"Tathagata Bhattacharjee","orcid":"https://orcid.org/0000-0001-9437-0894"},"institutions":[{"id":"https://openalex.org/I124357947","display_name":"University of London","ror":"https://ror.org/04cw6st05","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947"]},{"id":"https://openalex.org/I4210089966","display_name":"London School of Hygiene & Tropical Medicine","ror":"https://ror.org/00a0jsq62","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I4210089966"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Tathagata Bhattacharjee","raw_affiliation_strings":["Department of Population Health, Faculty of Epidemiology and Population Health, London School of Hygiene and Tropical Medicine, University of London, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Population Health, Faculty of Epidemiology and Population Health, London School of Hygiene and Tropical Medicine, University of London, London, United Kingdom","institution_ids":["https://openalex.org/I124357947","https://openalex.org/I4210089966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078088172","display_name":"Sylvia Kiwuwa-Muyingo","orcid":"https://orcid.org/0000-0002-9978-5690"},"institutions":[{"id":"https://openalex.org/I4210129448","display_name":"African Population and Health Research Center","ror":"https://ror.org/032ztsj35","country_code":"KE","type":"healthcare","lineage":["https://openalex.org/I4210129448"]}],"countries":["KE"],"is_corresponding":true,"raw_author_name":"Sylvia Kiwuwa-Muyingo","raw_affiliation_strings":["African Population and Health Research Center (APHRC), Nairobi, Kenya"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"African Population and Health Research Center (APHRC), Nairobi, Kenya","institution_ids":["https://openalex.org/I4210129448"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018414606","display_name":"Chifundo Kanjala","orcid":"https://orcid.org/0000-0003-0540-8374"},"institutions":[{"id":"https://openalex.org/I124357947","display_name":"University of London","ror":"https://ror.org/04cw6st05","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947"]},{"id":"https://openalex.org/I4210089966","display_name":"London School of Hygiene & Tropical Medicine","ror":"https://ror.org/00a0jsq62","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I4210089966"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Chifundo Kanjala","raw_affiliation_strings":["Department of Population Health, Faculty of Epidemiology and Population Health, London School of Hygiene and Tropical Medicine, University of London, London, United Kingdom","UNICEF (Malawi), Lilongwe, Malawi"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Population Health, Faculty of Epidemiology and Population Health, London School of Hygiene and Tropical Medicine, University of London, London, United Kingdom","institution_ids":["https://openalex.org/I124357947","https://openalex.org/I4210089966"]},{"raw_affiliation_string":"UNICEF (Malawi), Lilongwe, Malawi","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008271521","display_name":"Molulaqhooa L. Maoyi","orcid":"https://orcid.org/0000-0002-0176-098X"},"institutions":[{"id":"https://openalex.org/I10947320","display_name":"South African Medical Research Council","ror":"https://ror.org/05q60vz69","country_code":"ZA","type":"other","lineage":["https://openalex.org/I10947320"]}],"countries":["ZA"],"is_corresponding":false,"raw_author_name":"Molulaqhooa L. Maoyi","raw_affiliation_strings":["South African Population Research Infrastructure Network (SAPRIN), South African Medical Research Council, Durban, South Africa"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"South African Population Research Infrastructure Network (SAPRIN), South African Medical Research Council, Durban, South Africa","institution_ids":["https://openalex.org/I10947320"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092031559","display_name":"David Amadi","orcid":"https://orcid.org/0000-0001-6814-4439"},"institutions":[{"id":"https://openalex.org/I124357947","display_name":"University of London","ror":"https://ror.org/04cw6st05","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947"]},{"id":"https://openalex.org/I4210089966","display_name":"London School of Hygiene & Tropical Medicine","ror":"https://ror.org/00a0jsq62","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I4210089966"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"David Amadi","raw_affiliation_strings":["Department of Population Health, Faculty of Epidemiology and Population Health, London School of Hygiene and Tropical Medicine, University of London, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Population Health, Faculty of Epidemiology and Population Health, London School of Hygiene and Tropical Medicine, University of London, London, United Kingdom","institution_ids":["https://openalex.org/I124357947","https://openalex.org/I4210089966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093813101","display_name":"Michael Ochola","orcid":"https://orcid.org/0000-0001-9081-3360"},"institutions":[{"id":"https://openalex.org/I4210129448","display_name":"African Population and Health Research Center","ror":"https://ror.org/032ztsj35","country_code":"KE","type":"healthcare","lineage":["https://openalex.org/I4210129448"]}],"countries":["KE"],"is_corresponding":false,"raw_author_name":"Michael Ochola","raw_affiliation_strings":["African Population and Health Research Center (APHRC), Nairobi, Kenya"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"African Population and Health Research Center (APHRC), Nairobi, Kenya","institution_ids":["https://openalex.org/I4210129448"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033311233","display_name":"Damazo T. Kadengye","orcid":"https://orcid.org/0000-0001-7586-4928"},"institutions":[{"id":"https://openalex.org/I3129482412","display_name":"Kabale University","ror":"https://ror.org/01dn27978","country_code":"UG","type":"education","lineage":["https://openalex.org/I3129482412"]},{"id":"https://openalex.org/I4210129448","display_name":"African Population and Health Research Center","ror":"https://ror.org/032ztsj35","country_code":"KE","type":"healthcare","lineage":["https://openalex.org/I4210129448"]}],"countries":["KE","UG"],"is_corresponding":false,"raw_author_name":"Damazo Kadengye","raw_affiliation_strings":["African Population and Health Research Center (APHRC), Nairobi, Kenya","Department of Economics and Statistics, Kabale University, Kabale, Uganda"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"African Population and Health Research Center (APHRC), Nairobi, Kenya","institution_ids":["https://openalex.org/I4210129448"]},{"raw_affiliation_string":"Department of Economics and Statistics, Kabale University, Kabale, Uganda","institution_ids":["https://openalex.org/I3129482412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043753626","display_name":"Arofan Gregory","orcid":"https://orcid.org/0000-0003-1067-7659"},"institutions":[{"id":"https://openalex.org/I4210128065","display_name":"International Science Council","ror":"https://ror.org/034s44556","country_code":"FR","type":"funder","lineage":["https://openalex.org/I4210128065"]},{"id":"https://openalex.org/I4403928239","display_name":"Committee on Data of the International Science Council","ror":"https://ror.org/02cy4j108","country_code":null,"type":"nonprofit","lineage":["https://openalex.org/I4210128065","https://openalex.org/I4403928239"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Arofan Gregory","raw_affiliation_strings":["Committee on Data of the International Science Council (CODATA), Paris, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Committee on Data of the International Science Council (CODATA), Paris, France","institution_ids":["https://openalex.org/I4210128065","https://openalex.org/I4403928239"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093813102","display_name":"Agnes Kiragga","orcid":null},"institutions":[{"id":"https://openalex.org/I4210129448","display_name":"African Population and Health Research Center","ror":"https://ror.org/032ztsj35","country_code":"KE","type":"healthcare","lineage":["https://openalex.org/I4210129448"]}],"countries":["KE"],"is_corresponding":false,"raw_author_name":"Agnes Kiragga","raw_affiliation_strings":["African Population and Health Research Center (APHRC), Nairobi, Kenya"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"African Population and Health Research Center (APHRC), Nairobi, Kenya","institution_ids":["https://openalex.org/I4210129448"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084580547","display_name":"Amelia Taylor","orcid":"https://orcid.org/0000-0003-1485-8721"},"institutions":[{"id":"https://openalex.org/I157591606","display_name":"University of Malawi","ror":"https://ror.org/04vtx5s55","country_code":"MW","type":"education","lineage":["https://openalex.org/I157591606"]},{"id":"https://openalex.org/I4388482734","display_name":"Malawi University of Business and Applied Sciences","ror":"https://ror.org/05vatjr87","country_code":null,"type":"education","lineage":["https://openalex.org/I4388482734"]}],"countries":["MW"],"is_corresponding":false,"raw_author_name":"Amelia Taylor","raw_affiliation_strings":["Malawi University of Business and Applied Sciences, Blantyre, Malawi"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Malawi University of Business and Applied Sciences, Blantyre, Malawi","institution_ids":["https://openalex.org/I157591606","https://openalex.org/I4388482734"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033169371","display_name":"Jay Greenfield","orcid":"https://orcid.org/0000-0003-2773-5317"},"institutions":[{"id":"https://openalex.org/I3129482412","display_name":"Kabale University","ror":"https://ror.org/01dn27978","country_code":"UG","type":"education","lineage":["https://openalex.org/I3129482412"]}],"countries":["UG"],"is_corresponding":false,"raw_author_name":"Jay Greenfield","raw_affiliation_strings":["Department of Economics and Statistics, Kabale University, Kabale, Uganda"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Economics and Statistics, Kabale University, Kabale, Uganda","institution_ids":["https://openalex.org/I3129482412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051227653","display_name":"Emma Slaymaker","orcid":"https://orcid.org/0000-0002-4941-5739"},"institutions":[{"id":"https://openalex.org/I124357947","display_name":"University of London","ror":"https://ror.org/04cw6st05","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947"]},{"id":"https://openalex.org/I4210089966","display_name":"London School of Hygiene & Tropical Medicine","ror":"https://ror.org/00a0jsq62","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I4210089966"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Emma Slaymaker","raw_affiliation_strings":["Department of Population Health, Faculty of Epidemiology and Population Health, London School of Hygiene and Tropical Medicine, University of London, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Population Health, Faculty of Epidemiology and Population Health, London School of Hygiene and Tropical Medicine, University of London, London, United Kingdom","institution_ids":["https://openalex.org/I124357947","https://openalex.org/I4210089966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075734443","display_name":"Jim Todd","orcid":"https://orcid.org/0000-0001-5918-4914"},"institutions":[{"id":"https://openalex.org/I124357947","display_name":"University of London","ror":"https://ror.org/04cw6st05","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947"]},{"id":"https://openalex.org/I4210089966","display_name":"London School of Hygiene & Tropical Medicine","ror":"https://ror.org/00a0jsq62","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I4210089966"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Jim Todd","raw_affiliation_strings":["Department of Population Health, Faculty of Epidemiology and Population Health, London School of Hygiene and Tropical Medicine, University of London, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Population Health, Faculty of Epidemiology and Population Health, London School of Hygiene and Tropical Medicine, University of London, London, United Kingdom","institution_ids":["https://openalex.org/I124357947","https://openalex.org/I4210089966"]}]},{"author_position":"last","author":{"id":null,"display_name":"INSPIRE Network","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"INSPIRE Network","raw_affiliation_strings":["Implementation Network for Sharing Population Information from Research Entities (INSPIRE Network), Nairobi, Kenya"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Implementation Network for Sharing Population Information from Research Entities (INSPIRE Network), Nairobi, Kenya","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":6,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5036960872","https://openalex.org/A5078088172"],"corresponding_institution_ids":["https://openalex.org/I124357947","https://openalex.org/I4210089966","https://openalex.org/I4210129448"],"apc_list":{"value":2125,"currency":"USD","value_usd":2125},"apc_paid":{"value":2125,"currency":"USD","value_usd":2125},"fwci":7.1882,"has_fulltext":true,"cited_by_count":11,"citation_normalized_percentile":{"value":0.9673132,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"6","issue":null,"first_page":"1329630","last_page":"1329630"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11937","display_name":"Research Data Management Practices","score":0.31360000371932983,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11937","display_name":"Research Data Management Practices","score":0.31360000371932983,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.10779999941587448,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13194","display_name":"ICT in Developing Communities","score":0.06930000334978104,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.6656525731086731},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6528345346450806},{"id":"https://openalex.org/keywords/metadata","display_name":"Metadata","score":0.5069366097450256},{"id":"https://openalex.org/keywords/data-integration","display_name":"Data integration","score":0.4990553855895996},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4853993356227875},{"id":"https://openalex.org/keywords/interoperability","display_name":"Interoperability","score":0.4723067283630371},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.4589892327785492},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.3771010637283325},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.3550746738910675}],"concepts":[{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.6656525731086731},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6528345346450806},{"id":"https://openalex.org/C93518851","wikidata":"https://www.wikidata.org/wiki/Q180160","display_name":"Metadata","level":2,"score":0.5069366097450256},{"id":"https://openalex.org/C72634772","wikidata":"https://www.wikidata.org/wiki/Q386824","display_name":"Data integration","level":2,"score":0.4990553855895996},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4853993356227875},{"id":"https://openalex.org/C20136886","wikidata":"https://www.wikidata.org/wiki/Q749647","display_name":"Interoperability","level":2,"score":0.4723067283630371},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.4589892327785492},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3771010637283325},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.3550746738910675},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.3389/fdgth.2024.1329630","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fdgth.2024.1329630","pdf_url":"https://www.frontiersin.org/articles/10.3389/fdgth.2024.1329630/pdf?isPublishedV2=False","source":{"id":"https://openalex.org/S4210170686","display_name":"Frontiers in Digital Health","issn_l":"2673-253X","issn":["2673-253X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Digital Health","raw_type":"journal-article"},{"id":"pmid:38347885","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38347885","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in digital health","raw_type":null},{"id":"pmh:oai:researchonline.lshtm.ac.uk:4671864","is_oa":false,"landing_page_url":"https://researchonline.lshtm.ac.uk/view/creators/enphtbha.html>;","pdf_url":null,"source":{"id":"https://openalex.org/S4306402527","display_name":"LSHTM Research Online (London School of Hygiene and Tropical Medicine)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210089966","host_organization_name":"London School of Hygiene & Tropical Medicine","host_organization_lineage":["https://openalex.org/I4210089966"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"pmh:oai:pubmedcentral.nih.gov:10859396","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10859396","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10859396/pdf/fdgth-06-1329630.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Front Digit Health","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:16c0f698f57d4b27ae9f78e6353441a8","is_oa":true,"landing_page_url":"https://doaj.org/article/16c0f698f57d4b27ae9f78e6353441a8","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Frontiers in Digital Health, Vol 6 (2024)","raw_type":"article"},{"id":"pmh:oai:idr.kab.ac.ug:20.500.12493/2024","is_oa":false,"landing_page_url":"http://hdl.handle.net/20.500.12493/2024","pdf_url":null,"source":{"id":"https://openalex.org/S7407063272","display_name":"Kabale University Digital Repository","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":{"id":"doi:10.3389/fdgth.2024.1329630","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fdgth.2024.1329630","pdf_url":"https://www.frontiersin.org/articles/10.3389/fdgth.2024.1329630/pdf?isPublishedV2=False","source":{"id":"https://openalex.org/S4210170686","display_name":"Frontiers in Digital Health","issn_l":"2673-253X","issn":["2673-253X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Digital Health","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5600000023841858,"id":"https://metadata.un.org/sdg/17","display_name":"Partnerships for the goals"}],"awards":[{"id":"https://openalex.org/G757025133","display_name":"The INSPIRE network: Building a data science platform","funder_award_id":"224834/Z/21/Z","funder_id":"https://openalex.org/F4320311904","funder_display_name":"Wellcome Trust"},{"id":"https://openalex.org/G8802037831","display_name":"The INSPIRE network: Building a data science platform","funder_award_id":"224834","funder_id":"https://openalex.org/F4320311904","funder_display_name":"Wellcome Trust"}],"funders":[{"id":"https://openalex.org/F4320307875","display_name":"Styrelsen f\u00f6r Internationellt Utvecklingssamarbete","ror":"https://ror.org/01fn7me06"},{"id":"https://openalex.org/F4320311904","display_name":"Wellcome Trust","ror":"https://ror.org/029chgv08"},{"id":"https://openalex.org/F4320319949","display_name":"International Development Research Centre","ror":"https://ror.org/0445x0472"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4391320577.pdf"},"referenced_works_count":23,"referenced_works":["https://openalex.org/W1899105192","https://openalex.org/W2098592714","https://openalex.org/W2143092728","https://openalex.org/W2157365260","https://openalex.org/W2227556324","https://openalex.org/W2301749965","https://openalex.org/W2302501749","https://openalex.org/W2413622533","https://openalex.org/W2555756618","https://openalex.org/W2751398136","https://openalex.org/W2900481120","https://openalex.org/W2915763061","https://openalex.org/W2940760584","https://openalex.org/W3012124505","https://openalex.org/W3089441656","https://openalex.org/W3217141020","https://openalex.org/W4205516973","https://openalex.org/W4207056435","https://openalex.org/W4235110797","https://openalex.org/W4281571304","https://openalex.org/W4291143774","https://openalex.org/W4381094908","https://openalex.org/W6838034402"],"related_works":["https://openalex.org/W2392768766","https://openalex.org/W2058118494","https://openalex.org/W2382021449","https://openalex.org/W2095118173","https://openalex.org/W2104269053","https://openalex.org/W2106424170","https://openalex.org/W2093262417","https://openalex.org/W1985426483","https://openalex.org/W2501188010","https://openalex.org/W4299935056"],"abstract_inverted_index":{"Introduction:":[0],"Population":[1,80],"health":[2,66,277],"data":[3,67,112,155,177,196,200,229,278,320,332],"integration":[4,175],"remains":[5],"a":[6,29,149,253,270],"critical":[7],"challenge":[8],"in":[9,252,279,299],"low-":[10],"and":[11,24,34,39,49,58,64,92,99,122,128,136,142,165,178,205,220,240,255,262,272,286,305,334,344],"middle-income":[12],"countries":[13],"(LMIC),":[14],"hindering":[15],"the":[16,42,55,75,87,100,132,174,184,190,215,223,237,296,309,340],"generation":[17],"of":[18,60,74,97,152,176,192,222,311],"actionable":[19],"insights":[20],"to":[21,53,110,208,283,302,322],"inform":[22],"policy":[23,304],"decision-making.":[25],"This":[26,45],"paper":[27],"proposes":[28],"pan-African,":[30],"Findable,":[31],"Accessible,":[32],"Interoperable,":[33],"Reusable":[35],"(FAIR)":[36],"research":[37,316],"architecture":[38,133,294],"infrastructure":[40],"named":[41],"INSPIRE":[43,71,169,267],"datahub.":[44],"cloud-based":[46],"Platform-as-a-Service":[47],"(PaaS)":[48],"on-premises":[50,130],"setup":[51],"aims":[52],"enhance":[54],"discovery,":[56],"integration,":[57],"analysis":[59,221],"clinical,":[61],"population-based":[62],"surveys,":[63],"other":[65,139,345],"sources.":[68],"Methods:":[69],"The":[70,145,168,187,247,265,314],"datahub,":[72],"part":[73],"Implementation":[76,257],"Network":[77],"for":[78,138,154,244,275,307],"Sharing":[79],"Information":[81],"from":[82,113,180],"Research":[83],"Entities":[84],"(INSPIRE),":[85],"employs":[86],"Observational":[88,101],"Health":[89],"Data":[90,107],"Sciences":[91],"Informatics":[93],"(OHDSI)":[94],"open-source":[95,346],"stack":[96],"tools":[98,147],"Medical":[102],"Outcomes":[103],"Partnership":[104],"(OMOP)":[105],"Common":[106],"Model":[108],"(CDM)":[109],"harmonise":[111],"African":[114],"longitudinal":[115],"population":[116],"studies.":[117],"Operating":[118],"on":[119,129],"Microsoft":[120],"Azure":[121],"Amazon":[123],"Web":[124],"Services":[125],"cloud":[126,140],"platforms,":[127],"servers,":[131],"offers":[134],"adaptability":[135],"scalability":[137],"providers":[141],"technology":[143],"infrastructure.":[144],"OHDSI-based":[146],"enable":[148],"comprehensive":[150],"suite":[151],"services":[153,172],"pipeline":[156,341],"development,":[157],"profiling,":[158],"mapping,":[159],"extraction,":[160],"transformation,":[161],"loading,":[162],"documentation,":[163],"anonymization,":[164],"analysis.":[166],"Results:":[167],"datahub's":[170],"\"On-ramp\"":[171],"facilitate":[173],"metadata":[179,232,243],"diverse":[181],"sources":[182],"into":[183],"OMOP":[185,193,209,291],"CDM.":[186],"datahub":[188,216,268],"supports":[189],"implementation":[191],"CDM":[194],"across":[195],"producers,":[197],"harmonizing":[198],"source":[199],"semantically":[201],"with":[202],"standard":[203],"vocabularies":[204],"structurally":[206],"conforming":[207],"table":[210],"structures.":[211],"Leveraging":[212],"OHDSI":[213,343],"tools,":[214],"performs":[217],"quality":[218],"assessment":[219],"transformed":[224],"data.":[225],"It":[226],"ensures":[227],"FAIR":[228,284],"by":[230],"establishing":[231],"flows,":[233],"capturing":[234],"provenance":[235,249],"throughout":[236],"ETL":[238,248],"processes,":[239],"providing":[241],"accessible":[242],"potential":[245],"users.":[246],"is":[250],"documented":[251],"machine-":[254],"human-readable":[256],"Guide":[258],"(IG),":[259],"enhancing":[260],"transparency":[261],"usability.":[263],"Conclusion:":[264],"pan-African":[266],"presents":[269],"scalable":[271],"systematic":[273],"solution":[274],"integrating":[276],"LMICs.":[280],"By":[281],"adhering":[282],"principles":[285],"leveraging":[287],"established":[288],"standards":[289],"like":[290],"CDM,":[292],"this":[293],"addresses":[295],"current":[297],"gap":[298],"generating":[300],"evidence":[301],"support":[303],"decision-making":[306],"improving":[308],"well-being":[310],"LMIC":[312],"populations.":[313],"federated":[315],"network":[317],"provisions":[318],"allow":[319],"producers":[321],"maintain":[323],"control":[324],"over":[325],"their":[326],"data,":[327],"fostering":[328],"collaboration":[329],"while":[330],"respecting":[331],"privacy":[333],"security":[335],"concerns.":[336],"A":[337],"use-case":[338],"demonstrated":[339],"using":[342],"tools.":[347]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2}],"updated_date":"2026-08-08T01:25:22.217667","created_date":"2025-10-10T00:00:00"}
