{"id":"https://openalex.org/W4409087956","doi":"https://doi.org/10.5334/dsj-2025-011","title":"Sustainable North-South Africa Collaboration for Disaster and Crisis Management: A Strategic Capacity Development Framework using Open Science, Artificial Intelligence and Geoinformatics","display_name":"Sustainable North-South Africa Collaboration for Disaster and Crisis Management: A Strategic Capacity Development Framework using Open Science, Artificial Intelligence and Geoinformatics","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4409087956","doi":"https://doi.org/10.5334/dsj-2025-011"},"language":"en","primary_location":{"id":"doi:10.5334/dsj-2025-011","is_oa":true,"landing_page_url":"https://doi.org/10.5334/dsj-2025-011","pdf_url":"https://datascience.codata.org/articles/1870/files/67ed2276ef714.pdf","source":{"id":"https://openalex.org/S62969111","display_name":"Data Science Journal","issn_l":"1683-1470","issn":["1683-1470"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320511","host_organization_name":"Ubiquity Press","host_organization_lineage":["https://openalex.org/P4310320511"],"host_organization_lineage_names":["Ubiquity Press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data Science Journal","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://datascience.codata.org/articles/1870/files/67ed2276ef714.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5089814498","display_name":"Rania Ibrahim","orcid":"https://orcid.org/0000-0001-5116-5866"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Rania Elsayed Ibrahim","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0001-5116-5866","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002703856","display_name":"Tshiamo Motshegwa","orcid":"https://orcid.org/0000-0002-6580-3803"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tshiamo Motshegwa","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-6580-3803","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086865694","display_name":"Djillali Benouar","orcid":"https://orcid.org/0000-0002-4436-3167"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Djillali Benouar","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-4436-3167","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116878453","display_name":"Mohamed Khodja","orcid":null},"institutions":[{"id":"https://openalex.org/I10180231","display_name":"National Authority for Remote Sensing and Space Sciences","ror":"https://ror.org/03qv51n94","country_code":"EG","type":"government","lineage":["https://openalex.org/I10180231"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Mohamed Khodja","raw_affiliation_strings":["National Authority for Remote Sensing and Space Sciences , Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Authority for Remote Sensing and Space Sciences , Egypt","institution_ids":["https://openalex.org/I10180231"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034684533","display_name":"Hamed A. Ead","orcid":"https://orcid.org/0000-0003-4247-4047"},"institutions":[{"id":"https://openalex.org/I10180231","display_name":"National Authority for Remote Sensing and Space Sciences","ror":"https://ror.org/03qv51n94","country_code":"EG","type":"government","lineage":["https://openalex.org/I10180231"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Hamed Ead","raw_affiliation_strings":["National Authority for Remote Sensing and Space Sciences , Egypt"],"raw_orcid":"https://orcid.org/0000-0003-4247-4047","affiliations":[{"raw_affiliation_string":"National Authority for Remote Sensing and Space Sciences , Egypt","institution_ids":["https://openalex.org/I10180231"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101602524","display_name":"Lili Zhang","orcid":"https://orcid.org/0000-0003-1847-6683"},"institutions":[{"id":"https://openalex.org/I10180231","display_name":"National Authority for Remote Sensing and Space Sciences","ror":"https://ror.org/03qv51n94","country_code":"EG","type":"government","lineage":["https://openalex.org/I10180231"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Lili Zhang","raw_affiliation_strings":["National Authority for Remote Sensing and Space Sciences , Egypt"],"raw_orcid":"https://orcid.org/0000-0003-1847-6683","affiliations":[{"raw_affiliation_string":"National Authority for Remote Sensing and Space Sciences , Egypt","institution_ids":["https://openalex.org/I10180231"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067609728","display_name":"Francis P. Crawley","orcid":"https://orcid.org/0000-0002-6893-5916"},"institutions":[{"id":"https://openalex.org/I10180231","display_name":"National Authority for Remote Sensing and Space Sciences","ror":"https://ror.org/03qv51n94","country_code":"EG","type":"government","lineage":["https://openalex.org/I10180231"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Francais Crawley","raw_affiliation_strings":["National Authority for Remote Sensing and Space Sciences , Egypt"],"raw_orcid":"https://orcid.org/0000-0002-6893-5916","affiliations":[{"raw_affiliation_string":"National Authority for Remote Sensing and Space Sciences , Egypt","institution_ids":["https://openalex.org/I10180231"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005949426","display_name":"Nokuthula Peace Mchunu","orcid":"https://orcid.org/0000-0003-0107-6376"},"institutions":[{"id":"https://openalex.org/I10180231","display_name":"National Authority for Remote Sensing and Space Sciences","ror":"https://ror.org/03qv51n94","country_code":"EG","type":"government","lineage":["https://openalex.org/I10180231"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Nokuthula P. Mchunu","raw_affiliation_strings":["National Authority for Remote Sensing and Space Sciences , Egypt"],"raw_orcid":"https://orcid.org/0000-0003-0107-6376","affiliations":[{"raw_affiliation_string":"National Authority for Remote Sensing and Space Sciences , Egypt","institution_ids":["https://openalex.org/I10180231"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056905128","display_name":"Sepo Hachigonta","orcid":null},"institutions":[{"id":"https://openalex.org/I10180231","display_name":"National Authority for Remote Sensing and Space Sciences","ror":"https://ror.org/03qv51n94","country_code":"EG","type":"government","lineage":["https://openalex.org/I10180231"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Sepo Hachigonta","raw_affiliation_strings":["National Authority for Remote Sensing and Space Sciences , Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Authority for Remote Sensing and Space Sciences , Egypt","institution_ids":["https://openalex.org/I10180231"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001437316","display_name":"Simon Hodson","orcid":"https://orcid.org/0000-0003-3179-7270"},"institutions":[{"id":"https://openalex.org/I10180231","display_name":"National Authority for Remote Sensing and Space Sciences","ror":"https://ror.org/03qv51n94","country_code":"EG","type":"government","lineage":["https://openalex.org/I10180231"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Simon Hodson","raw_affiliation_strings":["National Authority for Remote Sensing and Space Sciences , Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Authority for Remote Sensing and Space Sciences , Egypt","institution_ids":["https://openalex.org/I10180231"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044431876","display_name":"V. A. McBride","orcid":"https://orcid.org/0000-0002-8133-3100"},"institutions":[{"id":"https://openalex.org/I10180231","display_name":"National Authority for Remote Sensing and Space Sciences","ror":"https://ror.org/03qv51n94","country_code":"EG","type":"government","lineage":["https://openalex.org/I10180231"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Vanessa Mcbride","raw_affiliation_strings":["National Authority for Remote Sensing and Space Sciences , Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Authority for Remote Sensing and Space Sciences , Egypt","institution_ids":["https://openalex.org/I10180231"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060954849","display_name":"Teketel Yohannes Anshebo","orcid":"https://orcid.org/0000-0003-0143-7039"},"institutions":[{"id":"https://openalex.org/I10180231","display_name":"National Authority for Remote Sensing and Space Sciences","ror":"https://ror.org/03qv51n94","country_code":"EG","type":"government","lineage":["https://openalex.org/I10180231"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Teketel Yohannes","raw_affiliation_strings":["National Authority for Remote Sensing and Space Sciences , Egypt"],"raw_orcid":"https://orcid.org/0000-0003-0143-7039","affiliations":[{"raw_affiliation_string":"National Authority for Remote Sensing and Space Sciences , Egypt","institution_ids":["https://openalex.org/I10180231"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":12,"corresponding_author_ids":["https://openalex.org/A5089814498"],"corresponding_institution_ids":[],"apc_list":{"value":350,"currency":"GBP","value_usd":429},"apc_paid":{"value":350,"currency":"GBP","value_usd":429},"fwci":5.6772,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.93302627,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"24","issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10757","display_name":"Geographic Information Systems Studies","score":0.9707000255584717,"subfield":{"id":"https://openalex.org/subfields/3305","display_name":"Geography, Planning and Development"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10757","display_name":"Geographic Information Systems Studies","score":0.9707000255584717,"subfield":{"id":"https://openalex.org/subfields/3305","display_name":"Geography, Planning and Development"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9473000168800354,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11819","display_name":"Data-Driven Disease Surveillance","score":0.9067000150680542,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/geoinformatics","display_name":"Geoinformatics","score":0.9435412883758545},{"id":"https://openalex.org/keywords/sustainable-development","display_name":"Sustainable development","score":0.6003220081329346},{"id":"https://openalex.org/keywords/environmental-resource-management","display_name":"Environmental resource management","score":0.4617280066013336},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.440099835395813},{"id":"https://openalex.org/keywords/crisis-management","display_name":"Crisis management","score":0.4283524751663208},{"id":"https://openalex.org/keywords/environmental-planning","display_name":"Environmental planning","score":0.3856853246688843},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3695676922798157},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.3109086751937866},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.24621623754501343},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.21027067303657532},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.09112882614135742}],"concepts":[{"id":"https://openalex.org/C109364679","wikidata":"https://www.wikidata.org/wiki/Q918779","display_name":"Geoinformatics","level":2,"score":0.9435412883758545},{"id":"https://openalex.org/C552854447","wikidata":"https://www.wikidata.org/wiki/Q131201","display_name":"Sustainable development","level":2,"score":0.6003220081329346},{"id":"https://openalex.org/C107826830","wikidata":"https://www.wikidata.org/wiki/Q929380","display_name":"Environmental resource management","level":1,"score":0.4617280066013336},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.440099835395813},{"id":"https://openalex.org/C2780851881","wikidata":"https://www.wikidata.org/wiki/Q1141276","display_name":"Crisis management","level":2,"score":0.4283524751663208},{"id":"https://openalex.org/C91375879","wikidata":"https://www.wikidata.org/wiki/Q15473274","display_name":"Environmental planning","level":1,"score":0.3856853246688843},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3695676922798157},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.3109086751937866},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.24621623754501343},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.21027067303657532},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.09112882614135742},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.5334/dsj-2025-011","is_oa":true,"landing_page_url":"https://doi.org/10.5334/dsj-2025-011","pdf_url":"https://datascience.codata.org/articles/1870/files/67ed2276ef714.pdf","source":{"id":"https://openalex.org/S62969111","display_name":"Data Science Journal","issn_l":"1683-1470","issn":["1683-1470"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320511","host_organization_name":"Ubiquity Press","host_organization_lineage":["https://openalex.org/P4310320511"],"host_organization_lineage_names":["Ubiquity Press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data Science Journal","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:fd0f371764a14aeab0c4bddf50ec4499","is_oa":true,"landing_page_url":"https://doaj.org/article/fd0f371764a14aeab0c4bddf50ec4499","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":"Data Science Journal, Vol 24, Pp 11-11 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.5334/dsj-2025-011","is_oa":true,"landing_page_url":"https://doi.org/10.5334/dsj-2025-011","pdf_url":"https://datascience.codata.org/articles/1870/files/67ed2276ef714.pdf","source":{"id":"https://openalex.org/S62969111","display_name":"Data Science Journal","issn_l":"1683-1470","issn":["1683-1470"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320511","host_organization_name":"Ubiquity Press","host_organization_lineage":["https://openalex.org/P4310320511"],"host_organization_lineage_names":["Ubiquity Press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data Science Journal","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6800000071525574,"id":"https://metadata.un.org/sdg/13","display_name":"Climate action"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320333249","display_name":"Pan American Health Organization","ror":"https://ror.org/008kev776"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4409087956.pdf","grobid_xml":"https://content.openalex.org/works/W4409087956.grobid-xml"},"referenced_works_count":70,"referenced_works":["https://openalex.org/W156690507","https://openalex.org/W1494363157","https://openalex.org/W1814342586","https://openalex.org/W1920615548","https://openalex.org/W1944144234","https://openalex.org/W1970729574","https://openalex.org/W1975087545","https://openalex.org/W2025098689","https://openalex.org/W2042713681","https://openalex.org/W2046816714","https://openalex.org/W2063381587","https://openalex.org/W2063802753","https://openalex.org/W2079105722","https://openalex.org/W2084733308","https://openalex.org/W2118155775","https://openalex.org/W2135930857","https://openalex.org/W2150657679","https://openalex.org/W2171527181","https://openalex.org/W2178551448","https://openalex.org/W2274970933","https://openalex.org/W2275533672","https://openalex.org/W2313383421","https://openalex.org/W2343858685","https://openalex.org/W2396540483","https://openalex.org/W2557607105","https://openalex.org/W2604395124","https://openalex.org/W2620898448","https://openalex.org/W2728177298","https://openalex.org/W2747765175","https://openalex.org/W2791116411","https://openalex.org/W2856780089","https://openalex.org/W2884571067","https://openalex.org/W2888858186","https://openalex.org/W2917762040","https://openalex.org/W2977578947","https://openalex.org/W2982659673","https://openalex.org/W2990420681","https://openalex.org/W3005449950","https://openalex.org/W3008411564","https://openalex.org/W3038273333","https://openalex.org/W3043264898","https://openalex.org/W3094966278","https://openalex.org/W3120326442","https://openalex.org/W3124568649","https://openalex.org/W3148273681","https://openalex.org/W3154621770","https://openalex.org/W3166919630","https://openalex.org/W3178206155","https://openalex.org/W3189578681","https://openalex.org/W3200435384","https://openalex.org/W4200593484","https://openalex.org/W4244442216","https://openalex.org/W4303022542","https://openalex.org/W4309201267","https://openalex.org/W4310768260","https://openalex.org/W4312478746","https://openalex.org/W4313056002","https://openalex.org/W4360994796","https://openalex.org/W4362558302","https://openalex.org/W4366113486","https://openalex.org/W4385715896","https://openalex.org/W4388782065","https://openalex.org/W4388856024","https://openalex.org/W4390432598","https://openalex.org/W4391188728","https://openalex.org/W4393010667","https://openalex.org/W4401361075","https://openalex.org/W4401624055","https://openalex.org/W4403104146","https://openalex.org/W4403290073"],"related_works":["https://openalex.org/W2757379823","https://openalex.org/W2996830327","https://openalex.org/W2686398880","https://openalex.org/W2095445113","https://openalex.org/W3154142966","https://openalex.org/W3203427814","https://openalex.org/W4243349656","https://openalex.org/W4402219227","https://openalex.org/W4249652694","https://openalex.org/W2359982472"],"abstract_inverted_index":{"Background:":[0],"This":[1,245,282],"paper":[2,56,283],"explores":[3],"strategies":[4,124,227],"to":[5,9,41,79,116,120,130,150,154,159,190,203,223,233,301,319],"enhance":[6,64,160],"North-South":[7,295,321],"collaboration":[8,59,261],"foster":[10],"multi-":[11],"and":[12,20,32,38,60,67,81,95,110,125,135,142,157,165,206,238,262,280,312,332,335],"trans-disciplinary":[13],"research":[14],"in":[15,34,69,308,323],"disaster":[16,108,141,196,277],"risk":[17],"reduction":[18],"(DRR)":[19],"crisis":[21,112,143,161,311],"management,":[22,113],"emphasizing":[23],"the":[24,52,55,126,132,186,229,235,263,303],"role":[25],"of":[26,128,188,231,265,294,310,330],"open":[27,257],"science,":[28],"Artificial":[29],"Intelligence":[30],"(AI)":[31],"geoinformatics":[33],"developing":[35],"a":[36,76,96,102,169,248,285],"resilient":[37],"proactive":[39,276],"approach":[40,78],"these":[42,317],"challenges,":[43],"as":[44,46],"well":[45],"drawing":[47],"on":[48,87,122,225],"lessons":[49],"learned":[50],"from":[51],"COVID-19":[53],"pandemic,":[54],"highlights":[57,328],"how":[58,129,232,256,300,313],"data":[61,90,272,306],"sharing":[62,264],"can":[63,198,315],"preparedness,":[65,278],"response,":[66,162,279],"recovery":[68,197],"future":[70],"crises.":[71],"Methods:":[72],"The":[73,146,193],"study":[74],"uses":[75],"mixed":[77],"gather":[80],"analyze":[82],"information.":[83],"Qualitative":[84],"methods":[85],"focus":[86],"gathering":[88],"descriptive":[89],"through":[91],"engaging":[92],"with":[93,152,176],"experts":[94,153],"structured":[97],"review.":[98],"By":[99],"investigating":[100],"literature,":[101],"comprehensive":[103,170],"strategic":[104,217],"framework":[105,171,218,289],"for":[106,111,139,201,242,252,290,337],"minimizing":[107],"risk,":[109],"is":[114,215],"developed":[115],"provide":[117,155,199],"adequate":[118,221],"guidance":[119,222],"policymakers":[121,202,224],"implementation":[123,226,331],"application":[127,230],"build":[131,234],"human,":[133,236],"institutional,":[134],"technological":[136,239],"capacity":[137,163,240],"required":[138,241],"effective":[140,243],"management":[144],"(DCM).":[145],"events":[147],"were":[148],"used":[149],"engage":[151],"recommendations":[156],"opportunities":[158,200,336],"development":[164],"policy.":[166],"Findings:>By":[167],"presenting":[168],"that":[172,182,219,274],"bridges":[173],"theoretical":[174],"knowledge":[175],"practical":[177],"application,":[178],"our":[179],"findings":[180],"indicate":[181],"governments":[183],"must":[184],"address":[185],"challenges":[187,329],"DCM":[189],"minimize":[191],"losses.":[192],"practices":[194],"surrounding":[195],"reassess":[204],"priorities":[205],"redirect":[207],"resources":[208],"toward":[209],"building":[210],"sustainable":[211,292],"communities.":[212],"Originality:":[213],"There":[214],"no":[216],"provides":[220],"or":[228],"institutional":[237],"DCM.":[244,253,325],"article":[246],"develops":[247],"Decision":[249],"Support":[250],"Framework":[251],"We":[254],"outline":[255],"science":[258],"promotes":[259],"cross-disciplinary":[260],"knowledge,":[266],"while":[267],"geoinformatics,":[268],"AI":[269],"enable":[270],"real-time":[271],"analysis":[273],"supports":[275],"recovery.":[281],"encompasses":[284],"strategic,":[286],"comprehensive,":[287],"capacity-building":[288],"achieving":[291],"strengthening":[293],"collaboration.":[296],"Furthermore,":[297],"it":[298,327],"presents":[299,333],"design":[302],"most":[304],"efficient":[305],"policies":[307],"times":[309],"we":[314],"use":[316],"tools":[318],"improve":[320],"cooperation":[322],"Africa’s":[324],"Finally,":[326],"solutions":[334],"Africa.":[338]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}