{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,17]],"date-time":"2026-06-17T05:53:42Z","timestamp":1781675622171,"version":"3.54.5"},"publisher-location":"Cham","reference-count":35,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783032136534","type":"print"},{"value":"9783032136541","type":"electronic"}],"license":[{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026]]},"DOI":"10.1007\/978-3-032-13654-1_22","type":"book-chapter","created":{"date-parts":[[2026,6,17]],"date-time":"2026-06-17T05:09:56Z","timestamp":1781672996000},"page":"217-230","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Empowering Medical Equipment Sustainability in\u00a0Low-Resource Settings: An AI-Powered Diagnostic and\u00a0Support Platform for\u00a0Biomedical Technicians"],"prefix":"10.1007","author":[{"given":"Bernes Lorier","family":"Atabonfack","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ahmed Tahiru","family":"Issah","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mohammed Hardi Abdul","family":"Baaki","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Clemence","family":"Ingabire","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Tolulope","family":"Olusuyi","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Maruf","family":"Adewole","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Udunna C.","family":"Anazodo","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Timothy X.","family":"Brown","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2026,7,2]]},"reference":[{"key":"22_CR1","doi-asserted-by":"crossref","unstructured":"Diaconu, K., et al.: Methods for medical device and equipment procurement and prioritization within low- and middle-income countries: findings of a systematic literature review. Globalization and Health 13(1), 59\u201359 (2017)","DOI":"10.1186\/s12992-017-0280-2"},{"key":"22_CR2","doi-asserted-by":"crossref","unstructured":"Perry, R., Malkin, L.: Effectiveness of medical equipment donations to improve health systems: how much medical equipment is broken in the developing world? Med. Biol. Eng. Comput. 49(7), 719\u2013722 (2011). https:\/\/libkey.io\/10.1007\/s11517-011-0786-3","DOI":"10.1007\/s11517-011-0786-3"},{"issue":"1","key":"22_CR3","doi-asserted-by":"publisher","first-page":"567","DOI":"10.1146\/annurev.bioeng.9.060906.151913","volume":"9","author":"RA Malkin","year":"2007","unstructured":"Malkin, R.A.: Design of health care technologies for the developing world. Annu. Rev. Biomed. Eng. 9(1), 567\u2013587 (2007)","journal-title":"Annu. Rev. Biomed. Eng."},{"key":"22_CR4","doi-asserted-by":"crossref","unstructured":"Anazodo, U.C., et al.: A framework for advancing sustainable magnetic resonance imaging access in Africa. NMR Biomed. 36(3), e4846\u2013n\/a (2023)","DOI":"10.1002\/nbm.4846"},{"key":"22_CR5","doi-asserted-by":"crossref","unstructured":"Kebby\u00a0Abdallah, A., et al.: Medical device management reform, United Republic of Tanzania. Bull. World Health Organ. 102(9), 665\u2013673 (2024)","DOI":"10.2471\/BLT.23.290636"},{"key":"22_CR6","doi-asserted-by":"crossref","unstructured":"Ssekitoleko, R.T., et al.: Status of medical devices and their utilization in 9 tertiary hospitals and 5 research institutions in Uganda. Global Clin. Eng. J. 4(3), 5\u201315 (2022)","DOI":"10.31354\/globalce.v4i3.127"},{"key":"22_CR7","doi-asserted-by":"crossref","unstructured":"Marks, I.H., Thomas, H., Bakhet, M., Fitzgerald, E.: Medical equipment donation in low-resource settings: a review of the literature and guidelines for surgery and anaesthesia in low-income and middle-income countries. BMJ Global Health 4(5), e001\u00a0785 (2019)","DOI":"10.1136\/bmjgh-2019-001785"},{"key":"22_CR8","unstructured":"Organization, W.H.: Medical device donations: considerations for solicitation and provision, pp. iv, 21 (2011)"},{"key":"22_CR9","unstructured":"Spring, T.: Lack of serviceable laboratory and medical equipment for doctors and nurses in sub-Saharan Africa (2024). https:\/\/www.linkedin.com\/pulse\/lack-serviceable-laboratory-medical-equipment-doctors-truman-spring-qoggc\/"},{"issue":"1","key":"22_CR10","doi-asserted-by":"publisher","first-page":"118","DOI":"10.1186\/2046-4053-3-118","volume":"3","author":"K Diaconu","year":"2014","unstructured":"Diaconu, K., Chen, Y.-F., Manaseki-Holland, S., Cummins, C., Lilford, R.: Medical device procurement in low- and middle-income settings: protocol for a systematic review. Syst. Rev. 3(1), 118\u2013118 (2014)","journal-title":"Syst. Rev."},{"issue":"4","key":"22_CR11","doi-asserted-by":"publisher","first-page":"72","DOI":"10.1007\/s10916-020-1534-8","volume":"44","author":"A Shamayleh","year":"2020","unstructured":"Shamayleh, A., Awad, M., Farhat, J.: Iot based predictive maintenance management of medical equipment. J. Med. Syst. 44(4), 72\u201372 (2020)","journal-title":"J. Med. Syst."},{"key":"22_CR12","doi-asserted-by":"crossref","unstructured":"Zamzam, A.H., Abdul\u00a0Wahab, A.K., Azizan, M.M., Satapathy, S.C., Lai, K.W., Hasikin, K.: A systematic review of medical equipment reliability assessment in improving the quality of healthcare services. Front. Public Health 9, 753\u00a0951\u2013753\u00a0951 (20210","DOI":"10.3389\/fpubh.2021.753951"},{"key":"22_CR13","doi-asserted-by":"crossref","unstructured":"Abd\u00a0Wahab, N.H., et al.: Systematic review of predictive maintenance and digital twin technologies challenges, opportunities, and best practices. PeerJ. Comput. Sci. 10, e1943\u2013e1943 (2024)","DOI":"10.7717\/peerj-cs.1943"},{"key":"22_CR14","doi-asserted-by":"crossref","unstructured":"Fernandes, S., Antunes, M., Santiago, A.R., Barraca, J.P., Gomes, D., Aguiar, R.L.: Forecasting appliances failures: A machine-learning approach to predictive maintenance. Inf. (Basel) 11(4), 208 (2020)","DOI":"10.3390\/info11040208"},{"key":"22_CR15","doi-asserted-by":"crossref","unstructured":"\u00c7\u00ednar, Z.M., Abdussalam\u00a0Nuhu, A., Zeeshan, Q., Korhan, O., Asmael, M., Safaei, B.: Machine learning in predictive maintenance towards sustainable smart manufacturing in industry 4.0. Sustainability 12(19), 8211 (2020)","DOI":"10.3390\/su12198211"},{"key":"22_CR16","doi-asserted-by":"crossref","unstructured":"Guissi, M., El\u00a0Yousfi\u00a0Alaoui, M.H., Belarbi, L., Chaik, A.: IoT for predictive maintenance of critical medical equipment in a hospital structure. Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie \u015brodowiska 14(2), 71\u201376 (2024)","DOI":"10.35784\/iapgos.6057"},{"key":"22_CR17","doi-asserted-by":"publisher","unstructured":"Abidi, S.S.R.: Healthcare Knowledge Sharing: Purpose, Practices, and Prospects, pp. 67\u201386 . New York, NY: Springer New York (2007). https:\/\/doi.org\/10.1007\/978-0-387-49009-0_6","DOI":"10.1007\/978-0-387-49009-0_6"},{"issue":"2","key":"22_CR18","doi-asserted-by":"publisher","first-page":"48","DOI":"10.18646\/2056.12.14-004","volume":"1","author":"NM Tabrizi","year":"2014","unstructured":"Tabrizi, N.M., Morgan, S.: Models for describing knowledge sharing practices in the healthcare industry: example of experience knowledge sharing. Int. J. Manage. Appl. Res. 1(2), 48\u201367 (2014)","journal-title":"Int. J. Manage. Appl. Res."},{"issue":"1","key":"22_CR19","doi-asserted-by":"publisher","first-page":"e1","DOI":"10.4102\/ajlm.v2i1.56","volume":"2","author":"W Arneson","year":"2013","unstructured":"Arneson, W., Robinson, C., Nyary, B.: Biomedical laboratory science education: standardising teaching content in resource-limited countries. Afr. J. Lab. Med. 2(1), e1\u2013e6 (2013)","journal-title":"Afr. J. Lab. Med."},{"key":"22_CR20","unstructured":"Circuitry-ai-decision-intelligence-company-overview, Circuitry.ai (2025). https:\/\/circuitry.ai\/"},{"key":"22_CR21","unstructured":"Lewis, P., et al.: Retrieval-augmented generation for knowledge-intensive nlp tasks (2020)"},{"key":"22_CR22","unstructured":"Friel, R., Belyi, M., Sanyal, A.: Ragbench: explainable benchmark for retrieval-augmented generation systems (2024)"},{"key":"22_CR23","unstructured":"Bruviti. Bruviti ai platform (2025). https:\/\/bruviti.com\/platform\/, Accessed 18 Aug 2025"},{"key":"22_CR24","unstructured":"Health, H.: Hadleigh health technologies and patient platforms (2025). https:\/\/www.hadleighhealth.co.uk\/, Accessed 18 Aug 2025"},{"key":"22_CR25","unstructured":"Solutions, V.: Equipment monitoring system (ems) features (2025). https:\/\/www.vestfrostsolutions.com\/new-features\/, Accessed 18 Aug 2025"},{"key":"22_CR26","unstructured":"Analytics, N.: Predictive maintenance technologies (2025). https:\/\/nexleaf.org\/, Accessed 18 Aug 2025"},{"key":"22_CR27","unstructured":"Pokvic, L.: Ai for md maintenance and metrology in lmics: the case of bosnia and herzegovinian, Youtu.be (2025). https:\/\/youtu.be\/7wvQME3PxpA"},{"key":"22_CR28","unstructured":"Circuitry.ai. Circuitry.ai decision intelligence platform overview (2025). https:\/\/circuitry.ai\/, Accessed 18 Aug 2025"},{"key":"22_CR29","unstructured":"Stellarix. Generative ai perspectives (2025). https:\/\/stellarix.com\/insights\/stellarix-perspectives\/generative-ai\/, Accessed 19 Aug (2025)"},{"key":"22_CR30","unstructured":"Kodexo Labs. Ai software development company (2025). https:\/\/kodexolabs.com\/, Accessed 19 Aug 2025"},{"key":"22_CR31","unstructured":"Toronto Digital. Toronto digital - official website (2025). https:\/\/torontodigital.ca\/, Accessed Aug 2025"},{"key":"22_CR32","unstructured":"GE HealthCare, Ge healthcare medical systems and solutions (2025). https:\/\/www.gehealthcare.com\/, Accessed Aug 2025"},{"key":"22_CR33","unstructured":"Learn How to Use Chroma DB: A Step-by-Step Guide \u2014 datacamp.com. https:\/\/www.datacamp.com\/tutorial\/chromadb-tutorial-step-by-step-guide, Accessed 23 Aug 2025"},{"key":"22_CR34","unstructured":"The 7 Best Vector Databases in 2025 \u2014 datacamp.com. https:\/\/www.datacamp.com\/blog\/the-top-5-vector-databases. Accessed 23 Aug 2025"},{"key":"22_CR35","unstructured":"https:\/\/medium.com\/@pierrelouislet\/getting-started-with-chroma-db-a-beginners-tutorial-6efa32300902 . Accessed 23 Aug 2025"}],"container-title":["Lecture Notes in Computer Science","Medical Image Computing in Resource Constrained Settings"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-032-13654-1_22","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,6,17]],"date-time":"2026-06-17T05:10:15Z","timestamp":1781673015000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-032-13654-1_22"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"ISBN":["9783032136534","9783032136541"],"references-count":35,"URL":"https:\/\/doi.org\/10.1007\/978-3-032-13654-1_22","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026]]},"assertion":[{"value":"2 July 2026","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"MIRASOL","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Workshop on Medical Image Computing in Resource Constrained Settings","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Daejeon","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Korea (Republic of)","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2025","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"27 September 2025","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"27 September 2025","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"1","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"mirasol2025","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/event.fourwaves.com\/mirasol\/pages","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}