{"id":"https://openalex.org/W4386261702","doi":"https://doi.org/10.1109/access.2023.3309671","title":"Medical Device Failure Predictions Through AI-Driven Analysis of Multimodal Maintenance Records","display_name":"Medical Device Failure Predictions Through AI-Driven Analysis of Multimodal Maintenance Records","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4386261702","doi":"https://doi.org/10.1109/access.2023.3309671"},"language":"en","primary_location":{"id":"doi:10.1109/access.2023.3309671","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3309671","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10233874.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10233874.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5038225956","display_name":"Noorul Husna Abd Rahman","orcid":"https://orcid.org/0009-0009-8641-5816"},"institutions":[{"id":"https://openalex.org/I105292261","display_name":"Ministry of Health","ror":"https://ror.org/05ddxe180","country_code":"MY","type":"government","lineage":["https://openalex.org/I105292261"]},{"id":"https://openalex.org/I33849332","display_name":"University of Malaya","ror":"https://ror.org/00rzspn62","country_code":"MY","type":"education","lineage":["https://openalex.org/I33849332"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Noorul Husna Abd Rahman","raw_affiliation_strings":["Department of Biomedical Engineering, University of Malaya, Lembah Pantai, Kuala Lumpur, Malaysia","Engineering Services Division, Ministry of Health, Putrajaya, Malaysia"],"raw_orcid":"https://orcid.org/0009-0009-8641-5816","affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, University of Malaya, Lembah Pantai, Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I33849332"]},{"raw_affiliation_string":"Engineering Services Division, Ministry of Health, Putrajaya, Malaysia","institution_ids":["https://openalex.org/I105292261"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060450772","display_name":"Khairunnisa Hasikin\u202c","orcid":"https://orcid.org/0000-0002-0471-3820"},"institutions":[{"id":"https://openalex.org/I33849332","display_name":"University of Malaya","ror":"https://ror.org/00rzspn62","country_code":"MY","type":"education","lineage":["https://openalex.org/I33849332"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Khairunnisa Hasikin","raw_affiliation_strings":["Department of Biomedical Engineering, University of Malaya, Lembah Pantai, Kuala Lumpur, Malaysia","Faculty of Engineering, Center of Intelligent Systems for Emerging Technology (CISET), Universiti Malaya, Kuala Lumpur, Malaysia"],"raw_orcid":"https://orcid.org/0000-0002-0471-3820","affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, University of Malaya, Lembah Pantai, Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I33849332"]},{"raw_affiliation_string":"Faculty of Engineering, Center of Intelligent Systems for Emerging Technology (CISET), Universiti Malaya, Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I33849332"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065505330","display_name":"Nasrul Anuar Abd Razak","orcid":"https://orcid.org/0000-0002-1911-015X"},"institutions":[{"id":"https://openalex.org/I33849332","display_name":"University of Malaya","ror":"https://ror.org/00rzspn62","country_code":"MY","type":"education","lineage":["https://openalex.org/I33849332"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Nasrul Anuar Abd Razak","raw_affiliation_strings":["Department of Biomedical Engineering, University of Malaya, Lembah Pantai, Kuala Lumpur, Malaysia"],"raw_orcid":"https://orcid.org/0000-0002-1911-015X","affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, University of Malaya, Lembah Pantai, Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I33849332"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035195192","display_name":"Ayman Al-Ani","orcid":"https://orcid.org/0000-0001-8391-5887"},"institutions":[{"id":"https://openalex.org/I161371597","display_name":"Universiti of Malaysia Sabah","ror":"https://ror.org/040v70252","country_code":"MY","type":"education","lineage":["https://openalex.org/I161371597"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Ayman Khallel Al-Ani","raw_affiliation_strings":["Faculty of Computing and Informatics, Universiti Malaysia Sabah, Kota Kinabalu, Sabah, Malaysia"],"raw_orcid":"https://orcid.org/0000-0001-8391-5887","affiliations":[{"raw_affiliation_string":"Faculty of Computing and Informatics, Universiti Malaysia Sabah, Kota Kinabalu, Sabah, Malaysia","institution_ids":["https://openalex.org/I161371597"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112737887","display_name":"D. Jerline Sheebha Anni","orcid":null},"institutions":[{"id":"https://openalex.org/I4210103484","display_name":"KMCT Group of Educational Institutions","ror":"https://ror.org/017ycwt89","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210103484"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"D. Jerline Sheebha Anni","raw_affiliation_strings":["Department of Computer Science and Engineering, KMCT College of Engineering for Women, Kozhikode, Kerala, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, KMCT College of Engineering for Women, Kozhikode, Kerala, India","institution_ids":["https://openalex.org/I4210103484"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5071510299","display_name":"Prabu Mohandas","orcid":"https://orcid.org/0000-0002-8296-6428"},"institutions":[{"id":"https://openalex.org/I114845381","display_name":"National Institute of Technology Calicut","ror":"https://ror.org/03yyd7552","country_code":"IN","type":"education","lineage":["https://openalex.org/I114845381"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Prabu Mohandas","raw_affiliation_strings":["Department of Computer Science and Engineering, Intelligent Computing Lab, National Institute of Technology, Calicut, Kozhikode, Kerala, India"],"raw_orcid":"https://orcid.org/0000-0002-8296-6428","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Intelligent Computing Lab, National Institute of Technology, Calicut, Kozhikode, Kerala, India","institution_ids":["https://openalex.org/I114845381"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":13.1736,"has_fulltext":true,"cited_by_count":22,"citation_normalized_percentile":{"value":0.98549916,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"11","issue":null,"first_page":"93160","last_page":"93179"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13690","display_name":"Quality and Safety in Healthcare","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/3607","display_name":"Medical Laboratory Technology"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T13690","display_name":"Quality and Safety in Healthcare","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/3607","display_name":"Medical Laboratory Technology"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10809","display_name":"Occupational Health and Safety Research","score":0.9824000000953674,"subfield":{"id":"https://openalex.org/subfields/3614","display_name":"Radiological and Ultrasound Technology"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T13248","display_name":"Healthcare Technology and Patient Monitoring","score":0.9205999970436096,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/computer-science","display_name":"Computer science","score":0.6720736026763916}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6720736026763916}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2023.3309671","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3309671","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10233874.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:f1884e9a698b4007ba249eda4569f421","is_oa":true,"landing_page_url":"https://doaj.org/article/f1884e9a698b4007ba249eda4569f421","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":"IEEE Access, Vol 11, Pp 93160-93179 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2023.3309671","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3309671","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10233874.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.550000011920929}],"awards":[{"id":"https://openalex.org/G3065022476","display_name":null,"funder_award_id":"RMF0401-2021","funder_id":"https://openalex.org/F4320322604","funder_display_name":"Universiti Malaya"},{"id":"https://openalex.org/G3226083344","display_name":null,"funder_award_id":"LL2022CN002","funder_id":"https://openalex.org/F4320322604","funder_display_name":"Universiti Malaya"},{"id":"https://openalex.org/G3332864398","display_name":null,"funder_award_id":"MR001-2019","funder_id":"https://openalex.org/F4320321709","funder_display_name":"Ministry of Higher Education, Malaysia"}],"funders":[{"id":"https://openalex.org/F4320321709","display_name":"Ministry of Higher Education, Malaysia","ror":"https://ror.org/05mcs2t73"},{"id":"https://openalex.org/F4320322604","display_name":"Universiti Malaya","ror":"https://ror.org/00rzspn62"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4386261702.pdf","grobid_xml":"https://content.openalex.org/works/W4386261702.grobid-xml"},"referenced_works_count":42,"referenced_works":["https://openalex.org/W1552111246","https://openalex.org/W1986241067","https://openalex.org/W2017067922","https://openalex.org/W2073222384","https://openalex.org/W2073256624","https://openalex.org/W2074553511","https://openalex.org/W2085858518","https://openalex.org/W2153678774","https://openalex.org/W2160689147","https://openalex.org/W2415512363","https://openalex.org/W2562840281","https://openalex.org/W2734969655","https://openalex.org/W2738563279","https://openalex.org/W2793922490","https://openalex.org/W2889809771","https://openalex.org/W2897098357","https://openalex.org/W2900469432","https://openalex.org/W2913795560","https://openalex.org/W2920083100","https://openalex.org/W2944680307","https://openalex.org/W2954339419","https://openalex.org/W2969066554","https://openalex.org/W2982214856","https://openalex.org/W2983280015","https://openalex.org/W3025213548","https://openalex.org/W3033437210","https://openalex.org/W3040699196","https://openalex.org/W3042037326","https://openalex.org/W3088258393","https://openalex.org/W3090128601","https://openalex.org/W3181131554","https://openalex.org/W3196564467","https://openalex.org/W3199160282","https://openalex.org/W3211435343","https://openalex.org/W4220847658","https://openalex.org/W4226126190","https://openalex.org/W4238567560","https://openalex.org/W4240205293","https://openalex.org/W4248317381","https://openalex.org/W4280499125","https://openalex.org/W4291000415","https://openalex.org/W4309449845"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Medical":[0],"device":[1,77],"failure":[2,101,132,213],"and":[3,27,59,91,157,175,224,248,263,280],"maintenance":[4,57,65,90,96,193],"records":[5],"are":[6,123,229],"essential":[7,114],"information,":[8],"as":[9],"some":[10],"nations":[11],"lack":[12,61],"dedicated":[13],"systems":[14],"for":[15,74,291],"capturing":[16],"this":[17],"valuable":[18],"data.":[19],"In":[20,107,198],"addition":[21],"to":[22,34,98,141,152,162,183,188,204,231,277,288],"making":[23],"healthcare":[24,38,119],"more":[25],"intelligent":[26],"individualized,":[28],"machine":[29,221],"learning":[30,222,227],"has":[31],"the":[32,36,47,60,100,109,144,168,207,212,216,233,239,242],"potential":[33],"transform":[35],"conventional":[37],"system.":[39],"Optimizing":[40],"AI":[41],"models":[42],"in":[43,121,186,192,273,283],"decision-making":[44],"could":[45],"mitigate":[46],"effects":[48],"of":[49,62,88,95,102,113,170,215,252,255,258,261,266],"three":[50,134,146,155,165,225],"research":[51],"issues:":[52],"malfunctioning":[53],"medical":[54,76,105,115,217],"devices,":[55],"high":[56],"costs,":[58],"a":[63,70,271,281],"strategic":[64],"framework.":[66],"This":[67],"study":[68,269],"proposes":[69],"data-driven":[71],"machine-learning":[72],"model":[73,82,293],"predicting":[75],"failure.":[78],"The":[79,172,268],"proposed":[80],"predictive":[81,235],"is":[83,128,181,202,245],"developed":[84],"using":[85],"multimodal":[86],"data":[87,185],"structured":[89],"unstructured":[92,184],"text":[93],"narrative":[94],"reports":[97],"predict":[99],"8,294":[103],"critical":[104],"devices.":[106],"developing":[108],"model,":[110],"44":[111],"varieties":[112],"devices":[116],"from":[117,167,275,286],"15":[118],"institutions":[120],"Malaysia":[122],"utilized.":[124],"A":[125],"classification":[126],"problem":[127],"addressed":[129],"by":[130],"classifying":[131],"into":[133],"prediction":[135],"classes:":[136],"(i)":[137],"class":[138,149,159],"1,":[139],"unlikely":[140],"fail":[142,153,163],"within":[143,154],"first":[145],"years,":[147],"(ii)":[148],"2,":[150],"likely":[151,161],"years;":[156],"(iii)":[158],"3,":[160],"after":[164],"years":[166],"date":[169],"commissioning.":[171],"topic":[173],"modelling":[174],"synthesis":[176],"strategy:":[177],"Latent":[178],"Dirichlet":[179],"Allocation":[180],"applied":[182],"order":[187],"uncover":[189],"concealed":[190],"patterns":[191],"notes":[194],"captured":[195],"during":[196],"failures.":[197],"addition,":[199],"sensitivity":[200],"analysis":[201],"performed":[203],"select":[205],"only":[206],"most":[208],"significant":[209],"parameters":[210],"affecting":[211],"performance":[214,240],"device.":[218],"Then,":[219],"four":[220],"algorithms":[223],"deep":[226],"networks":[228],"evaluated":[230],"determine":[232],"best":[234],"model.":[236],"Based":[237],"on":[238],"evaluation,":[241],"Ensemble":[243],"Classifier":[244],"further":[246],"optimized":[247],"demonstrates":[249],"improved":[250],"accuracy":[251],"88.80%,":[253],"specificity":[254],"94.41%,":[256],"recall":[257],"88.82%,":[259],"precision":[260],"88.46%,":[262],"F1":[264],"Score":[265],"88.84%.":[267],"proves":[270],"reduction":[272,282],"intervention":[274],"18":[276],"8":[278],"features":[279],"training":[284],"time":[285],"1660.5":[287],"901.66":[289],"seconds":[290],"comprehensive":[292],"development.":[294]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":1}],"updated_date":"2026-06-16T09:24:06.705377","created_date":"2025-10-10T00:00:00"}