{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,3]],"date-time":"2026-07-03T00:16:17Z","timestamp":1783037777265,"version":"3.54.6"},"reference-count":35,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2026,12,1]],"date-time":"2026-12-01T00:00:00Z","timestamp":1796083200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2026,12,1]],"date-time":"2026-12-01T00:00:00Z","timestamp":1796083200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2026,6,3]],"date-time":"2026-06-03T00:00:00Z","timestamp":1780444800000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Expert Systems with Applications"],"published-print":{"date-parts":[[2026,12]]},"DOI":"10.1016\/j.eswa.2026.133150","type":"journal-article","created":{"date-parts":[[2026,6,4]],"date-time":"2026-06-04T23:51:28Z","timestamp":1780617088000},"page":"133150","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":0,"special_numbering":"PA","title":["Active learning-driven approach for label-efficient prioritization of antibody-mediated protection against malaria"],"prefix":"10.1016","volume":"331","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-9914-5987","authenticated-orcid":false,"given":"Sajid","family":"Farooq","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Dejie","family":"Yu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Rashid","family":"Hussain Dahar","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"May","family":"Hu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hao","family":"Xu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9339-8086","authenticated-orcid":false,"given":"Dexing","family":"Kong","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3401-1125","authenticated-orcid":false,"given":"Sailing","family":"He","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"78","reference":[{"key":"10.1016\/j.eswa.2026.133150_bib0001","doi-asserted-by":"crossref","DOI":"10.7554\/eLife.65776","article-title":"Developing a multivariate prediction model of antibody features associated with protection of malaria-infected pregnant women from placental malaria","volume":"10","author":"Aitken","year":"2021","journal-title":"Elife"},{"issue":"5","key":"10.1016\/j.eswa.2026.133150_bib0002","doi-asserted-by":"crossref","first-page":"1810","DOI":"10.1016\/j.ymthe.2022.04.001","article-title":"Monoclonal antibodies for malaria prevention","volume":"30","author":"Aleshnick","year":"2022","journal-title":"Molecular Therapy"},{"key":"10.1016\/j.eswa.2026.133150_bib0003","series-title":"The emerging role of advanced technologies in neurological diseases","first-page":"185","article-title":"The emerging role of advanced technologies in neurological diseases: Leveraging facial electromyography for enhanced emotion recognition in AI systems","author":"Ali","year":"2026"},{"key":"10.1016\/j.eswa.2026.133150_sbref0004","series-title":"Revolutionizing HIV treatment with AI","author":"Arbi","year":"2025"},{"issue":"1","key":"10.1016\/j.eswa.2026.133150_bib0005","doi-asserted-by":"crossref","first-page":"144","DOI":"10.1038\/s41541-024-00929-6","article-title":"Antibody gene features associated with binding and functional activity in malaria vaccine-derived human mabs","volume":"9","author":"Coelho","year":"2024","journal-title":"NPJ Vaccines"},{"issue":"6729","key":"10.1016\/j.eswa.2026.133150_bib0006","doi-asserted-by":"crossref","DOI":"10.1126\/science.adr0510","article-title":"Protective antibodies target cryptic epitope unmasked by cleavage of malaria sporozoite protein","volume":"387","author":"Dacon","year":"2025","journal-title":"Science"},{"issue":"10426","key":"10.1016\/j.eswa.2026.133150_bib0007","doi-asserted-by":"crossref","first-page":"533","DOI":"10.1016\/S0140-6736(23)02511-4","article-title":"Safety and efficacy of malaria vaccine candidate r21\/matrix-m in african children: A multicentre, double-blind, randomised, phase 3 trial","volume":"403","author":"Datoo","year":"2024","journal-title":"The Lancet"},{"key":"10.1016\/j.eswa.2026.133150_bib0008","doi-asserted-by":"crossref","DOI":"10.1016\/j.eswa.2025.127013","article-title":"Advanced autism detection and visualization through XGBoost algorithm for fNIRS hemo-dynamic signals","volume":"275","author":"Farooq","year":"2025","journal-title":"Expert Systems with Applications"},{"issue":"10","key":"10.1016\/j.eswa.2026.133150_bib0009","doi-asserted-by":"crossref","first-page":"2646","DOI":"10.1074\/mcp.M113.036632","article-title":"Predicting antidisease immunity using proteome arrays and sera from children naturally exposed to malaria","volume":"13","author":"Finney","year":"2014","journal-title":"Molecular & Cellular Proteomics"},{"issue":"1","key":"10.1016\/j.eswa.2026.133150_bib0010","doi-asserted-by":"crossref","first-page":"2","DOI":"10.1186\/s13040-024-00354-4","article-title":"Antibody selection strategies and their impact in predicting clinical malaria based on multi-sera data","volume":"17","author":"Fonseca","year":"2024","journal-title":"BioData Mining"},{"issue":"12","key":"10.1016\/j.eswa.2026.133150_bib0011","doi-asserted-by":"crossref","first-page":"761","DOI":"10.1038\/s41577-019-0209-5","article-title":"Antibodies against plasmodium falciparum malaria at the molecular level","volume":"19","author":"Julien","year":"2019","journal-title":"Nature Reviews Immunology"},{"issue":"20","key":"10.1016\/j.eswa.2026.133150_bib0012","doi-asserted-by":"crossref","first-page":"1833","DOI":"10.1056\/NEJMoa2206966","article-title":"Safety and efficacy of a monoclonal antibody against malaria in mali","volume":"387","author":"Kayentao","year":"2022","journal-title":"New England Journal of Medicine"},{"issue":"11","key":"10.1016\/j.eswa.2026.133150_bib0013","doi-asserted-by":"crossref","DOI":"10.1371\/journal.ppat.1010999","article-title":"High-density binding to plasmodium falciparum circumsporozoite protein repeats by inhibitory antibody elicited in mouse with human immunoglobulin repertoire","volume":"18","author":"Kucharska","year":"2022","journal-title":"PLoS Pathogens"},{"issue":"1","key":"10.1016\/j.eswa.2026.133150_bib0014","doi-asserted-by":"crossref","first-page":"52","DOI":"10.1038\/s41541-023-00653-7","article-title":"Glycosylated nanoparticle-based pfCSP vaccine confers long-lasting antibody responses and sterile protection in mouse malaria model","volume":"8","author":"Ludwig","year":"2023","journal-title":"NPJ Vaccines"},{"key":"10.1016\/j.eswa.2026.133150_bib0015","doi-asserted-by":"crossref","first-page":"17","DOI":"10.1016\/j.lanwpc.2023.100792","article-title":"Analytical approaches for antimalarial antibody responses to confirm historical and recent malaria transmission: An example from the philippines","volume":"37","author":"Macalinao","year":"2023","journal-title":"The Lancet Regional Health\u2013Western Pacific"},{"issue":"1","key":"10.1016\/j.eswa.2026.133150_bib0016","doi-asserted-by":"crossref","first-page":"2815","DOI":"10.1038\/s41467-023-38509-2","article-title":"Structural basis of epitope selectivity and potent protection from malaria by pfCSP antibody l9","volume":"14","author":"Martin","year":"2023","journal-title":"Nature Communications"},{"issue":"1","key":"10.1016\/j.eswa.2026.133150_bib0017","doi-asserted-by":"crossref","first-page":"4546","DOI":"10.1038\/s41467-023-40151-x","article-title":"Affinity-matured homotypic interactions induce spectrum of pfCSP structures that influence protection from malaria infection","volume":"14","author":"Martin","year":"2023","journal-title":"Nature Communications"},{"issue":"10","key":"10.1016\/j.eswa.2026.133150_bib0018","doi-asserted-by":"crossref","DOI":"10.1084\/jem.20241908","article-title":"Repertoire, function, and structure of serological antibodies induced by the r21\/matrix-m malaria vaccine","volume":"222","author":"McDaniel","year":"2025","journal-title":"Journal of Experimental Medicine"},{"key":"10.1016\/j.eswa.2026.133150_bib0019","series-title":"WHO malaria policy advisory group (MPAG) meeting, october 2022","author":"Organization","year":"2022"},{"key":"10.1016\/j.eswa.2026.133150_bib0020","series-title":"Monoclonal antibodies for malaria prevention: Preferred product characteristics and clinical development considerations","author":"Organization","year":"2023"},{"issue":"11","key":"10.1016\/j.eswa.2026.133150_bib0021","doi-asserted-by":"crossref","first-page":"893","DOI":"10.1038\/nrmicro1267","article-title":"Antibody-based therapies for malaria","volume":"3","author":"Pleass","year":"2005","journal-title":"Nature Reviews Microbiology"},{"issue":"1","key":"10.1016\/j.eswa.2026.133150_bib0022","doi-asserted-by":"crossref","first-page":"101","DOI":"10.1074\/mcp.RA118.001256","article-title":"Immune signature against plasmodium falciparum antigens predicts clinical immunity in distinct malaria endemic communities","volume":"19","author":"Proietti","year":"2020","journal-title":"Molecular & Cellular Proteomics"},{"issue":"16","key":"10.1016\/j.eswa.2026.133150_bib0023","doi-asserted-by":"crossref","first-page":"2490","DOI":"10.3390\/math12162490","article-title":"A novel radial basis and sigmoid neural network combination to solve the human immunodeficiency virus system in cancer patients","volume":"12","author":"Sabir","year":"2024","journal-title":"Mathematics"},{"issue":"1","key":"10.1016\/j.eswa.2026.133150_bib0024","doi-asserted-by":"crossref","first-page":"874","DOI":"10.1080\/16583655.2022.2119734","article-title":"Applications of artificial neural network to solve the nonlinear COVID-19 mathematical model based on the dynamics of SIQ","volume":"16","author":"Sabir","year":"2022","journal-title":"Journal of Taibah University for Science"},{"key":"10.1016\/j.eswa.2026.133150_bib0025","unstructured":"Sajid, F., Dejie, Y., Rashid, D., Hussain, May, H., Hao, X., Dexing, K., & Sailing, H. (2026). Active learning-driven approach for label-efficient prioritization of antibody-mediated protection against malaria. 10.5281\/zenodo.19219977."},{"issue":"11","key":"10.1016\/j.eswa.2026.133150_bib0026","doi-asserted-by":"crossref","DOI":"10.1172\/jci.insight.167408","article-title":"Innate immune activation restricts priming and protective efficacy of the radiation-attenuated pfSPZ malaria vaccine","volume":"9","author":"Senkpeil","year":"2024","journal-title":"JCI Insight"},{"issue":"5","key":"10.1016\/j.eswa.2026.133150_bib0027","doi-asserted-by":"crossref","first-page":"750","DOI":"10.1016\/j.cell.2022.01.028","article-title":"The RTS, s vaccine\u2014a chance to regain the upper hand against malaria?","volume":"185","author":"Sinnis","year":"2022","journal-title":"Cell"},{"issue":"10","key":"10.1016\/j.eswa.2026.133150_bib0028","doi-asserted-by":"crossref","first-page":"807","DOI":"10.1038\/s41573-023-00772-9","article-title":"Antimalarial drug discovery: Progress and approaches","volume":"22","author":"Siqueira-Neto","year":"2023","journal-title":"Nature Reviews Drug Discovery"},{"issue":"11","key":"10.1016\/j.eswa.2026.133150_bib0029","doi-asserted-by":"crossref","DOI":"10.1016\/j.celrep.2023.113330","article-title":"Molecular determinants of cross-reactivity and potency by VH3-33 antibodies against the plasmodium falciparum circumsporozoite protein","volume":"42","author":"Thai","year":"2023","journal-title":"Cell Reports"},{"issue":"19","key":"10.1016\/j.eswa.2026.133150_bib0030","doi-asserted-by":"crossref","first-page":"5680","DOI":"10.3390\/jcm13195680","article-title":"Global fight against malaria: Goals and achievements 1900\u20132022","volume":"13","author":"Thellier","year":"2024","journal-title":"Journal of Clinical Medicine"},{"key":"10.1016\/j.eswa.2026.133150_bib0031","unstructured":"WHO (2021). Global technical strategy for malaria 2016\u20132030, 2021 update."},{"issue":"1","key":"10.1016\/j.eswa.2026.133150_bib0032","doi-asserted-by":"crossref","first-page":"117","DOI":"10.1038\/s41591-023-02659-z","article-title":"A candidate antibody drug for prevention of malaria","volume":"30","author":"Williams","year":"2024","journal-title":"Nature Medicine"},{"issue":"6","key":"10.1016\/j.eswa.2026.133150_bib0033","doi-asserted-by":"crossref","DOI":"10.1371\/journal.pcbi.1012131","article-title":"Machine learning prediction of malaria vaccine efficacy based on antibody profiles","volume":"20","author":"Wistuba-Hamprecht","year":"2024","journal-title":"PLOS Computational Biology"},{"issue":"6","key":"10.1016\/j.eswa.2026.133150_bib0034","doi-asserted-by":"crossref","DOI":"10.1371\/journal.pcbi.1012131","article-title":"Machine learning prediction of malaria vaccine efficacy based on antibody profiles","volume":"20","author":"Wistuba-Hamprecht","year":"2024","journal-title":"PLOS Computational Biology"},{"key":"10.1016\/j.eswa.2026.133150_bib0035","doi-asserted-by":"crossref","DOI":"10.3389\/fdata.2021.672460","article-title":"Comprehensive data integration approach to assess immune responses and correlates of RTS, s\/AS01-mediated protection from malaria infection in controlled human malaria infection trials","volume":"4","author":"Young","year":"2021","journal-title":"Frontiers in Big Data"}],"container-title":["Expert Systems with Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0957417426020609?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0957417426020609?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2026,7,2]],"date-time":"2026-07-02T23:21:51Z","timestamp":1783034511000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0957417426020609"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,12]]},"references-count":35,"alternative-id":["S0957417426020609"],"URL":"https:\/\/doi.org\/10.1016\/j.eswa.2026.133150","relation":{},"ISSN":["0957-4174"],"issn-type":[{"value":"0957-4174","type":"print"}],"subject":[],"published":{"date-parts":[[2026,12]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Active learning-driven approach for label-efficient prioritization of antibody-mediated protection against malaria","name":"articletitle","label":"Article Title"},{"value":"Expert Systems with Applications","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.eswa.2026.133150","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2026 The Author(s). Published by Elsevier Ltd.","name":"copyright","label":"Copyright"}],"article-number":"133150"}}