Chimezie RO. Malaria Hyperendemicity: the Burden and Obstacles to Eradication in Nigeria. J Biosci Med. 2020;8(11):165–78.

CAS  Google Scholar 

Loy DE, Liu W, Li Y, Learn GH, Plenderleith LJ, Sundararaman SA, et al. Out of Africa: origins and evolution of the human malaria parasites Plasmodium falciparum and Plasmodium vivax. Int J Parasitol. 2017;47(2–3):87–97.

PubMed  Google Scholar 

Ajayi IO, Ajumobi O, Ogunwale A, Adewole A, Odeyinka OT, Balogun MS et al. Is the malaria short course for program managers, a priority for malaria control effort in Nigeria? Evidence from a qualitative study. Jimba M, editor. PLoS ONE. 2020;15(7):e0236576.

Krief S, Escalante AA, Pacheco MA, Mugisha L, André C, Halbwax M, et al. On the diversity of malaria parasites in african apes and the origin of Plasmodium falciparum from Bonobos. PLoS Pathog. 2010;6(2):e1000765.

PubMed Central  Google Scholar 

Smith JD, Craig AG, Kriek N, Hudson-Taylor D, Kyes S, Fagen T et al. Identification of a Plasmodium falciparum intercellular adhesion molecule-1 binding domain: A parasite adhesion trait implicated in cerebral malaria. Proceedings of the National Academy of Sciences. 2000;97(4):1766–71.

Berzosa P, de Lucio A, Romay-Barja M, Herrador Z, González V, García L, et al. Comparison of three diagnostic methods (microscopy, RDT, and PCR) for the detection of malaria parasites in representative samples from Equatorial Guinea. Malar J. 2018;17(1):333.

PubMed Central  Google Scholar 

Pal P, Daniels BP, Oskman A, Diamond MS, Klein RS, Goldberg DE. Plasmodium falciparum histidine-rich protein II compromises brain endothelial barriers and may promote cerebral malaria pathogenesis. mBio. 2016;7(3):e00617–16.

CAS  PubMed Central  Google Scholar 

Luzolo AL, Ngoyi DM. Cerebral malaria. Brain Res Bull. 2019;145:53–8.

PubMed  Google Scholar 

Arya A, Kojom Foko LP, Chaudhry S, Sharma A, Singh V. Artemisinin-based combination therapy (ACT) and drug resistance molecular markers: a systematic review of clinical studies from two malaria endemic regions - India and sub-saharan Africa. Int J Parasitol Drugs Drug Resist. 2021;15:43–56.

CAS  Google Scholar 

Dara A, Dogga SK, Rop J, Ouologuem D, Tandina F, Talman AM, et al. Tackling malaria transmission at a single cell level in an endemic setting in sub-saharan Africa. Nat Commun. 2022;13(1):2679.

CAS  PubMed Central  PubMed  Google Scholar 

Marwa K, Kapesa A, Baraka V, Konje E, Kidenya B, Mukonzo J, et al. Therapeutic efficacy of artemether-lumefantrine, artesunate-amodiaquine and dihydroartemisinin-piperaquine in the treatment of uncomplicated Plasmodium falciparum malaria in Sub-Saharan Africa: a systematic review and meta-analysis. PLoS ONE. 2022;17(3):e0264339.

CAS  PubMed Central  PubMed  Google Scholar 

Thornton J. Covid-19: keep essential malaria services going during pandemic, urges WHO. BMJ. 2020;369:m1637.

PubMed  Google Scholar 

Effiong FB, Makata VC, Elebesunu EE, Bassey EE, Salachi KI, Sagide MR, et al. Prospects of malaria vaccination in Nigeria: anticipated challenges and lessons from previous vaccination campaigns. Ann Med Surg (Lond). 2022;81:104385.

PubMed  Google Scholar 

Zawawi A, Alghanmi M, Alsaady I, Gattan H, Zakai H, Couper K. The impact of COVID-19 pandemic on malaria elimination. Parasite Epidemiol Control. 2020;11:e00187.

PubMed Central  PubMed  Google Scholar 

Okereke E, Smith H, Oguoma C, Oresanya O, Maxwell K, Anikwe C, et al. Optimizing the role of lead mothers in seasonal malaria chemoprevention (SMC) campaigns: formative research in Kano State, northern Nigeria. Malar J. 2023;22(1):13.

PubMed Central  PubMed  Google Scholar 

Oyeyemi AS, Oladepo O, Adeyemi AO, Titiloye MA, Burnett SM, Apera I. The potential role of patent and proprietary medicine vendors’ associations in improving the quality of services in Nigeria’s drug shops. BMC Health Serv Res. 2020;20(1):567.

PubMed Central  PubMed  Google Scholar 

Sokunbi T, Omojuyigbe J, Bakenne H, Adebisi Y. Nigeria End Malaria Council: What to expect. Annals of Medicine and Surgery. 2022.

Asingizwe D, Poortvliet PM, Koenraadt CJM, van Vliet AJH, Ingabire CM, Mutesa L, et al. Role of individual perceptions in the consistent use of malaria preventive measures: mixed methods evidence from rural Rwanda. Malar J. 2019;18(1):270.

PubMed Central  PubMed  Google Scholar 

Biset G, Tadess AW, Tegegne KD, Tilahun L, Atnafu N. Malaria among under-five children in Ethiopia: a systematic review and meta-analysis. Malar J. 2022;21(1):338.

PubMed Central  PubMed  Google Scholar 

Mohanan P, Islam Z, Hasan MM, Adedeji OJ, dos Santos Costa AC, Aborode AT, et al. Malaria and COVID-19: a double battle for Burundi. Afr J Emerg Med. 2022;12(1):27–9.

PubMed  Google Scholar 

Namuganga JF, Epstein A, Nankabirwa JI, Mpimbaza A, Kiggundu M, Sserwanga A, et al. The impact of stopping and starting indoor residual spraying on malaria burden in Uganda. Nat Commun. 2021;12(1):2635.

CAS  PubMed Central  PubMed  Google Scholar 

Sarpong SY, Bein MA. Global fund and good governance in sub-saharan Africa: accounting for incidence of malaria and quality of life in oil and non-oil producing countries. SN Soc Sci. 2021;1(8):208.

Google Scholar 

Oladipo HJ, Tajudeen YA, Oladunjoye IO, Yusuff SI, Yusuf RO, Oluwaseyi EM, et al. Increasing challenges of malaria control in sub-saharan Africa: priorities for public health research and policymakers. Ann Med Surg (Lond). 2022;81:104366.

PubMed  Google Scholar 

Diagnostic testing for malaria [Internet]. [cited 2023 Jul 25]. Available from: https://www.who.int/activities/diagnostic-testing-for-malaria.

Moody A. Rapid Diagnostic tests for Malaria Parasites. Clin Microbiol Rev. 2002;15(1):66–78.

CAS  PubMed Central  Google Scholar 

Feleke DG, Tarko S, Hadush H. Performance comparison of CareStart™ HRP2/pLDH combo rapid malaria test with light microscopy in north-western Tigray, Ethiopia: a cross-sectional study. BMC Infect Dis. 2017;17(1):399.

PubMed Central  PubMed  Google Scholar 

World Health Organization. Parasitological confirmation of malaria diagnosis: report of a WHO technical consultation, Geneva, 6–8 October 2009 [Internet]. World Health Organization; 2010 [cited 2023 Jul 24]. Available from: https://apps.who.int/iris/handle/10665/44323.

Hänscheid T. Current strategies to avoid misdiagnosis of malaria. Clin Microbiol Infect. 2003;9(6):497–504.

PubMed  Google Scholar 

Ohrt C, Purnomo null, Sutamihardja MA, Tang D, Kain KC. Impact of microscopy error on estimates of protective efficacy in malaria-prevention trials. J Infect Dis. 2002;186(4):540–6.

PubMed  Google Scholar 

Payne D. Use and limitations of light microscopy for diagnosing malaria at the primary health care level. Bull World Health Organ. 1988;66(5):621–6.

CAS  PubMed Central  PubMed  Google Scholar 

Azikiwe C, Ifezulike C, Siminialayi I, Amazu L, Enye J, Nwakwunite O. A comparative laboratory diagnosis of malaria: microscopy versus rapid diagnostic test kits. Asian Pac J Trop Biomed. 2012;2(4):307–10.

CAS  PubMed Central  Google Scholar 

Opoku Afriyie S, Addison TK, Gebre Y, Mutala AH, Antwi KB, Abbas DA, et al. Accuracy of diagnosis among clinical malaria patients: comparing microscopy, RDT and a highly sensitive quantitative PCR looking at the implications for submicroscopic infections. Malar J. 2023;22(1):76.

CAS  PubMed Central  PubMed  Google Scholar 

Menard D, Dondorp A. Antimalarial drug resistance: a threat to Malaria Elimination. Cold Spring Harb Perspect Med. 2017;7(7):a025619.

PubMed Central  PubMed  Google Scholar 

Mwai L, Ochong E, Abdirahman A, Kiara SM, Ward S, Kokwaro G, et al. Chloroquine resistance before and after its withdrawal in Kenya. Malar J. 2009;8:106.

PubMed Central  Google Scholar 

Jiang F, Jiang Y, Zhi H, Dong Y, Li H, Ma S, et al. Artificial intelligence in healthcare: past, present and future. Stroke Vasc Neurol. 2017;2(4):230–43.

PubMed Central  PubMed  Google Scholar 

Shailaja K, Seetharamulu B, Jabbar MA. Machine Learning in Healthcare: A Review. 2018 Second International Conference on Electronics, Communication and Aerospace Technology (ICECA). 2018;910–4.

Sidey-Gibbons JAM, Sidey-Gibbons CJ. Machine learning in medicine: a practical introduction. BMC Med Res Methodol. 2019;19(1):64.

PubMed Central  PubMed  Google Scholar 

Triantafyllidis AK, Tsanas A. Applications of machine learning in real-life Digital Health Interventions: review of the literature. J Med Internet Res. 2019;21(4):e12286.

PubMed Central  PubMed  Google Scholar 

Fuhad KMF, Tuba JF, Sarker MRA, Momen S, Mohammed N, Rahman T. Deep learning based Automatic Malaria Parasite detection from blood smear and its Smartphone based application. Diagnostics (Basel). 2020;10(5):329.

PubMed  Google Scholar 

Masud AA, Rousham EK, Islam MA, Alam MU, Rahman M, Mamun AA et al. Drivers of Antibiotic Use in Poultry Production in Bangladesh: Dependencies and Dynamics of a Patron-Client Relationship. Frontiers in Veterinary Science [Internet]. 2020 [cited 2023 Jul 24];7. Available from: https://www.frontiersin.org/articles/https://doi.org/10.3389/fvets.2020.00078.

Muthumbi A, Chaware A, Kim K, Zhou KC, Konda PC, Chen R, et al. Learned sensing: jointly optimized microscope hardware for accurate image classification. Biomed Opt Express. 2019;10(12):6351–69.

PubMed Central  Google Scholar 

Poostchi M, Silamut K, Maude RJ, Jaeger S, Thoma G. Image analysis and machine learning for detecting malaria. Transl Res. 2018;194:36–55.

PubMed Central  Google Scholar 

Sofoluwe NA, Tijani AA, Baruwa OI. Farmers’ perception and adaptation to climate change in Osun State, Nigeria.

Mariki M, Mkoba E, Mduma N. Combining clinical symptoms and patient features for Malaria diagnosis: Machine Learning Approach. Appl Artif Intell. 2022;36(1):2031826.

Google Scholar 

Osei-Kwakye K, Asante KP, Mahama E, Apanga S, Owusu R, Kwara E et al. The Benefits or Otherwise of Managing Malaria Cases with or without Laboratory Diagnosis: The Experience in a District Hospital in Ghana. PLoS ONE [Internet]. 2013 [cited 2023 Jul 24];8(3). https://doi.org/10.1371/journal.pone.0058107.

Morakinyo OM, Balogun FM, Fagbamigbe AF. Housing type and risk of malaria among under-five children in Nigeria: evidence from the malaria indicator survey. Malaria Journal [Internet]. 2018 [cited 2023 Jul 24];17(1). https://doi.org/10.1186/s12936-018-2463-6.

Peakall R, Ruibal M, Lindenmayer DB. Spatial Autocorrelation Analysis Offers New Insights Into Gene Flow in the Australian Bush Rat, Rattus Fuscipes. Evolution [Internet]. 2003 [cited 2023 Jul 24];57(5). https://doi.org/10.1111/j.0014-3820.2003.tb00327.x.

Mahende C, Ngasala B, Lusingu J, Yong TS, Lushino P, Lemnge MM et al. Performance of rapid diagnostic test, blood-film microscopy and PCR for the diagnosis of malaria infection among febrile children from Korogwe District, Tanzania. Malaria Journal [Internet]. 2016 [cited 2023 Jul 24];15(1). https://doi.org/10.1186/s12936-016-1450-z.

Dumitrescu E, Hué S, Hurlin C, Tokpavi S. Machine learning for credit scoring: improving logistic regression with non-linear decision-tree effects. Eur J Oper Res. 2022;297(3):1178–92.

Google Scholar 

Nadeem K, Jabri MA. Stable variable ranking and selection in regularized logistic regression for severely imbalanced big binary data. PLoS ONE. 2023;18(1):e0280258.

CAS  PubMed Central  PubMed  Google Scholar 

Kamau A, Paton RS, Akech S, Mpimbaza A, Khazenzi C, Ogero M, et al. Malaria hospitalisation in East Africa: age, phenotype and transmission intensity. BMC Med. 2022;20(1):28.

PubMed Central  Google Scholar 

Modabbernia A, Whalley HC, Glahn DC, Thompson PM, Kahn RS, Frangou S. Systematic evaluation of machine learning algorithms for neuroanatomically-based age prediction in youth. Hum Brain Mapp. 2022;43(17):5126–40.

PubMed Central  Google Scholar 

Avanceña ALV, Miller A, Canana N, Dula J, Saifodine A, Cadrinho B, et al. Achieving malaria testing and treatment targets for children under five in Mozambique: a cost-effectiveness analysis. Malar J. 2022;21(1):320.

PubMed Central  Google Scholar 

Dasgupta RR, Mao W, Ogbuoji O. Addressing child health inequity through case management of under-five malaria in Nigeria: an extended cost-effectiveness analysis. Malar J. 2022;21(1):81.

PubMed Central