{"id":"https://openalex.org/W4405488992","doi":"https://doi.org/10.1109/embc53108.2024.10781695","title":"Detection of hospital super bacteria MRSA from the hands of healthcare professionals using machine learning and hyperspectral imaging","display_name":"Detection of hospital super bacteria MRSA from the hands of healthcare professionals using machine learning and hyperspectral imaging","publication_year":2024,"publication_date":"2024-07-15","ids":{"openalex":"https://openalex.org/W4405488992","doi":"https://doi.org/10.1109/embc53108.2024.10781695","pmid":"https://pubmed.ncbi.nlm.nih.gov/40039077"},"language":"en","primary_location":{"id":"doi:10.1109/embc53108.2024.10781695","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc53108.2024.10781695","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5080739504","display_name":"Arlindo Rodrigues Galv\u00e3o Filho","orcid":"https://orcid.org/0000-0003-2151-8039"},"institutions":[{"id":"https://openalex.org/I68106152","display_name":"Universidade Federal de Goi\u00e1s","ror":"https://ror.org/0039d5757","country_code":"BR","type":"education","lineage":["https://openalex.org/I68106152"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Arlindo Rodrigues Galv\u00e3o Filho","raw_affiliation_strings":["Federal University of Goiás,Institute of Informatics,Goiânia,Goi\u00e1s,Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal University of Goiás,Institute of Informatics,Goiânia,Goi\u00e1s,Brazil","institution_ids":["https://openalex.org/I68106152"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054305419","display_name":"Carolina Rodrigues Andrade","orcid":"https://orcid.org/0000-0003-4390-0511"},"institutions":[{"id":"https://openalex.org/I68106152","display_name":"Universidade Federal de Goi\u00e1s","ror":"https://ror.org/0039d5757","country_code":"BR","type":"education","lineage":["https://openalex.org/I68106152"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Carolina Rodrigues Andrade","raw_affiliation_strings":["Federal University of Goiás,Institute of Tropical Pathology and Public Health,Goiânia,Goi\u00e1s,Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal University of Goiás,Institute of Tropical Pathology and Public Health,Goiânia,Goi\u00e1s,Brazil","institution_ids":["https://openalex.org/I68106152"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035000782","display_name":"Raylane Pereira Gomes","orcid":"https://orcid.org/0000-0001-8495-1361"},"institutions":[{"id":"https://openalex.org/I68106152","display_name":"Universidade Federal de Goi\u00e1s","ror":"https://ror.org/0039d5757","country_code":"BR","type":"education","lineage":["https://openalex.org/I68106152"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Raylane Pereira Gomes","raw_affiliation_strings":["Federal University of Goiás,Institute of Tropical Pathology and Public Health,Goiânia,Goi\u00e1s,Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal University of Goiás,Institute of Tropical Pathology and Public Health,Goiânia,Goi\u00e1s,Brazil","institution_ids":["https://openalex.org/I68106152"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009637166","display_name":"L\u00ed\u00adlian Carla Carneiro","orcid":"https://orcid.org/0000-0003-4067-1506"},"institutions":[{"id":"https://openalex.org/I68106152","display_name":"Universidade Federal de Goi\u00e1s","ror":"https://ror.org/0039d5757","country_code":"BR","type":"education","lineage":["https://openalex.org/I68106152"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Lilian Carla Carneiro","raw_affiliation_strings":["Federal University of Goiás,Institute of Tropical Pathology and Public Health,Goiânia,Goi\u00e1s,Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal University of Goiás,Institute of Tropical Pathology and Public Health,Goiânia,Goi\u00e1s,Brazil","institution_ids":["https://openalex.org/I68106152"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036719224","display_name":"Melissa Ameloti Gomes Avelino","orcid":"https://orcid.org/0000-0003-0342-0978"},"institutions":[{"id":"https://openalex.org/I68106152","display_name":"Universidade Federal de Goi\u00e1s","ror":"https://ror.org/0039d5757","country_code":"BR","type":"education","lineage":["https://openalex.org/I68106152"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Melissa Ameloti Gomes Avelino","raw_affiliation_strings":["Federal University of Goiás,Medicine School,Goiânia,Goi\u00e1s,Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Federal University of Goiás,Medicine School,Goiânia,Goi\u00e1s,Brazil","institution_ids":["https://openalex.org/I68106152"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040888425","display_name":"Clarimar Jos\u00e9 Coelho","orcid":"https://orcid.org/0000-0002-5163-2986"},"institutions":[{"id":"https://openalex.org/I43727914","display_name":"Pontif\u00edcia Universidade Cat\u00f3lica de Goi\u00e1s","ror":"https://ror.org/02a7yfb86","country_code":"BR","type":"education","lineage":["https://openalex.org/I43727914"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Clarimar Jos\u00e9 Coelho","raw_affiliation_strings":["Pontifical Catholic University of Goiás,Polytechnic School,Goiânia,Goi\u00e1s,Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Pontifical Catholic University of Goiás,Polytechnic School,Goiânia,Goi\u00e1s,Brazil","institution_ids":["https://openalex.org/I43727914"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.5182,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.79394145,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":97},"biblio":{"volume":"2024","issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11324","display_name":"Spectroscopy Techniques in Biomedical and Chemical Research","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T11324","display_name":"Spectroscopy Techniques in Biomedical and Chemical Research","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.9962000250816345,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10977","display_name":"Optical Imaging and Spectroscopy Techniques","score":0.9898999929428101,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/hyperspectral-imaging","display_name":"Hyperspectral imaging","score":0.9063186049461365},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.6862000226974487},{"id":"https://openalex.org/keywords/health-professionals","display_name":"Health professionals","score":0.6392147541046143},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4598037302494049},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3500620126724243}],"concepts":[{"id":"https://openalex.org/C159078339","wikidata":"https://www.wikidata.org/wiki/Q959005","display_name":"Hyperspectral imaging","level":2,"score":0.9063186049461365},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.6862000226974487},{"id":"https://openalex.org/C3019806175","wikidata":"https://www.wikidata.org/wiki/Q11974939","display_name":"Health professionals","level":3,"score":0.6392147541046143},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4598037302494049},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3500620126724243},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000081862","descriptor_name":"Hyperspectral Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D000081862","descriptor_name":"Hyperspectral Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D000081862","descriptor_name":"Hyperspectral Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D003428","descriptor_name":"Cross Infection","qualifier_ui":"Q000382","qualifier_name":"microbiology","is_major_topic":false},{"descriptor_ui":"D006225","descriptor_name":"Hand","qualifier_ui":"Q000382","qualifier_name":"microbiology","is_major_topic":true},{"descriptor_ui":"D006225","descriptor_name":"Hand","qualifier_ui":"Q000382","qualifier_name":"microbiology","is_major_topic":true},{"descriptor_ui":"D006225","descriptor_name":"Hand","qualifier_ui":"Q000382","qualifier_name":"microbiology","is_major_topic":true},{"descriptor_ui":"D006282","descriptor_name":"Health Personnel","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006282","descriptor_name":"Health Personnel","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006282","descriptor_name":"Health Personnel","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013203","descriptor_name":"Staphylococcal Infections","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D013203","descriptor_name":"Staphylococcal Infections","qualifier_ui":"Q000382","qualifier_name":"microbiology","is_major_topic":false},{"descriptor_ui":"D055624","descriptor_name":"Methicillin-Resistant Staphylococcus aureus","qualifier_ui":"Q000302","qualifier_name":"isolation & purification","is_major_topic":true},{"descriptor_ui":"D055624","descriptor_name":"Methicillin-Resistant Staphylococcus aureus","qualifier_ui":"Q000302","qualifier_name":"isolation & purification","is_major_topic":true},{"descriptor_ui":"D055624","descriptor_name":"Methicillin-Resistant Staphylococcus aureus","qualifier_ui":"Q000302","qualifier_name":"isolation & purification","is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc53108.2024.10781695","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc53108.2024.10781695","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:40039077","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40039077","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W1982594397","https://openalex.org/W1988386267","https://openalex.org/W1991696161","https://openalex.org/W2031767704","https://openalex.org/W2058715873","https://openalex.org/W2062455961","https://openalex.org/W2137225583","https://openalex.org/W2295124130","https://openalex.org/W2506684654","https://openalex.org/W2944872342","https://openalex.org/W3000425138","https://openalex.org/W3161879169","https://openalex.org/W3167736903","https://openalex.org/W4200590466","https://openalex.org/W4249772036","https://openalex.org/W4291019815","https://openalex.org/W4311378005","https://openalex.org/W4389492840"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2072166414","https://openalex.org/W3209970181","https://openalex.org/W2060875994","https://openalex.org/W3034375524","https://openalex.org/W4230131218","https://openalex.org/W2404757046","https://openalex.org/W2417785652"],"abstract_inverted_index":{"Healthcare-associated":[0],"infections":[1],"resulting":[2],"from":[3,6,82,85],"cross-contamination,":[4],"particularly":[5],"the":[7,28,71],"hands":[8,86],"of":[9,22,73,87,99,114],"multidisciplinary":[10],"staff,":[11],"significantly":[12],"impact":[13],"patient":[14],"mortality":[15],"in":[16,46,56,102,106],"health":[17],"units.":[18],"The":[19,59],"prolonged":[20],"nature":[21],"classical":[23],"phenotypic":[24],"diagnostic":[25],"methods":[26],"underscores":[27],"need":[29],"for":[30,70],"faster":[31],"and":[32,75,110],"more":[33],"precise":[34],"alternatives.":[35],"This":[36],"study":[37],"proposes":[38],"an":[39],"automatic":[40,60],"procedure":[41,61,101],"utilizing":[42],"hyperspectral":[43],"imaging":[44],"(HSI)":[45],"shortwave":[47],"infrared":[48],"(SWIR)":[49],"range":[50],"to":[51,54],"detect":[52],"resistance":[53,105],"oxycillins":[55],"hospital":[57],"bacteria.":[58,77],"employs":[62],"partial":[63],"least":[64],"square":[65],"with":[66],"discriminant":[67],"analysis":[68],"(PLS-DA)":[69],"classification":[72],"antibiotic-resistant":[74],"non-resistant":[76],"HSI":[78],"data":[79],"were":[80],"obtained":[81],"samples":[83,109],"collected":[84],"eight":[88],"intensive":[89],"care":[90],"unit":[91],"workers":[92],"using":[93],"sisuCHEMA":[94],"workstation.":[95],"Results":[96],"demonstrated":[97],"effectiveness":[98],"proposed":[100],"detecting":[103],"oxycillin":[104],"S.":[107],"aureus":[108],"other":[111],"14":[112],"strains":[113],"Staphylococcus":[115],"spp.":[116]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-07-09T07:52:08.696243","created_date":"2025-10-10T00:00:00"}