{"id":"https://openalex.org/W4399788898","doi":"https://doi.org/10.1186/s13040-024-00367-z","title":"Minimization of occurrence of retained surgical items using machine learning and deep learning techniques: a review","display_name":"Minimization of occurrence of retained surgical items using machine learning and deep learning techniques: a review","publication_year":2024,"publication_date":"2024-06-18","ids":{"openalex":"https://openalex.org/W4399788898","doi":"https://doi.org/10.1186/s13040-024-00367-z","pmid":"https://pubmed.ncbi.nlm.nih.gov/38890729"},"language":"en","primary_location":{"id":"doi:10.1186/s13040-024-00367-z","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13040-024-00367-z","pdf_url":"https://biodatamining.biomedcentral.com/counter/pdf/10.1186/s13040-024-00367-z","source":{"id":"https://openalex.org/S84409260","display_name":"BioData Mining","issn_l":"1756-0381","issn":["1756-0381"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BioData Mining","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://biodatamining.biomedcentral.com/counter/pdf/10.1186/s13040-024-00367-z","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5073175295","display_name":"Mohammed Abo\u2010Zahhad","orcid":"https://orcid.org/0000-0002-7926-0037"},"institutions":[{"id":"https://openalex.org/I32619867","display_name":"Egypt-Japan University of Science and Technology","ror":"https://ror.org/02x66tk73","country_code":"EG","type":"education","lineage":["https://openalex.org/I32619867"]}],"countries":["EG"],"is_corresponding":true,"raw_author_name":"Mohammed Abo-Zahhad","raw_affiliation_strings":["Department of Electrical and Electronics Engineering, Assiut University, Assiut, Egypt. mohammed.zahhad@ejust.edu.eg","Department of Electronics and Communications Engineering, Egypt-Japan University of Science and Technology, New Borg El-Arab City, Alexandria, Egypt. mohammed.zahhad@ejust.edu.eg","Department of Electronics and Communications Engineering, Egypt-Japan University of Science and Technology, New Borg El-Arab City, Alexandria, Egypt"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronics Engineering, Assiut University, Assiut, Egypt. mohammed.zahhad@ejust.edu.eg","institution_ids":[]},{"raw_affiliation_string":"Department of Electronics and Communications Engineering, Egypt-Japan University of Science and Technology, New Borg El-Arab City, Alexandria, Egypt. mohammed.zahhad@ejust.edu.eg","institution_ids":[]},{"raw_affiliation_string":"Department of Electronics and Communications Engineering, Egypt-Japan University of Science and Technology, New Borg El-Arab City, Alexandria, Egypt","institution_ids":["https://openalex.org/I32619867"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017173021","display_name":"Ahmed H. Abd El\u2010Malek","orcid":"https://orcid.org/0000-0002-7906-815X"},"institutions":[{"id":"https://openalex.org/I32619867","display_name":"Egypt-Japan University of Science and Technology","ror":"https://ror.org/02x66tk73","country_code":"EG","type":"education","lineage":["https://openalex.org/I32619867"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Ahmed H. Abd El-Malek","raw_affiliation_strings":["Department of Electronics and Communications Engineering, Egypt-Japan University of Science and Technology, New Borg El-Arab City, Alexandria, Egypt"],"affiliations":[{"raw_affiliation_string":"Department of Electronics and Communications Engineering, Egypt-Japan University of Science and Technology, New Borg El-Arab City, Alexandria, Egypt","institution_ids":["https://openalex.org/I32619867"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036321926","display_name":"Mohammed S. Sayed","orcid":"https://orcid.org/0000-0002-5514-6790"},"institutions":[{"id":"https://openalex.org/I32619867","display_name":"Egypt-Japan University of Science and Technology","ror":"https://ror.org/02x66tk73","country_code":"EG","type":"education","lineage":["https://openalex.org/I32619867"]},{"id":"https://openalex.org/I192398990","display_name":"Zagazig University","ror":"https://ror.org/053g6we49","country_code":"EG","type":"education","lineage":["https://openalex.org/I192398990"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Mohammed S. Sayed","raw_affiliation_strings":["Department of Electronics and Communications Engineering, Egypt-Japan University of Science and Technology, New Borg El-Arab City, Alexandria, Egypt","Department of Electronics and Communications Engineering, Zagazig University, Zagazig, Egypt"],"affiliations":[{"raw_affiliation_string":"Department of Electronics and Communications Engineering, Egypt-Japan University of Science and Technology, New Borg El-Arab City, Alexandria, Egypt","institution_ids":["https://openalex.org/I32619867"]},{"raw_affiliation_string":"Department of Electronics and Communications Engineering, Zagazig University, Zagazig, Egypt","institution_ids":["https://openalex.org/I192398990"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5099184630","display_name":"Susan Njeri Gitau","orcid":null},"institutions":[{"id":"https://openalex.org/I32619867","display_name":"Egypt-Japan University of Science and Technology","ror":"https://ror.org/02x66tk73","country_code":"EG","type":"education","lineage":["https://openalex.org/I32619867"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Susan Njeri Gitau","raw_affiliation_strings":["Department of Electronics and Communications Engineering, Egypt-Japan University of Science and Technology, New Borg El-Arab City, Alexandria, Egypt"],"affiliations":[{"raw_affiliation_string":"Department of Electronics and Communications Engineering, Egypt-Japan University of Science and Technology, New Borg El-Arab City, Alexandria, Egypt","institution_ids":["https://openalex.org/I32619867"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5073175295"],"corresponding_institution_ids":["https://openalex.org/I32619867"],"apc_list":{"value":1690,"currency":"GBP","value_usd":2072},"apc_paid":{"value":1690,"currency":"GBP","value_usd":2072},"fwci":1.4233,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.79622526,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"17","issue":"1","first_page":"17","last_page":"17"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11984","display_name":"Anatomy and Medical Technology","score":0.9850999712944031,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11984","display_name":"Anatomy and Medical Technology","score":0.9850999712944031,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9825999736785889,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T13953","display_name":"Digital Imaging in Medicine","score":0.9624000191688538,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"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":0.5784160494804382},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.47859713435173035},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4693276286125183},{"id":"https://openalex.org/keywords/patient-care","display_name":"Patient care","score":0.4592660665512085},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.4312484860420227},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4205605387687683},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3445948362350464},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.334838330745697},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2152993381023407},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.11370038986206055}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5784160494804382},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47859713435173035},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4693276286125183},{"id":"https://openalex.org/C2989236134","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Patient care","level":2,"score":0.4592660665512085},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.4312484860420227},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4205605387687683},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3445948362350464},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.334838330745697},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2152993381023407},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.11370038986206055},{"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},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1186/s13040-024-00367-z","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13040-024-00367-z","pdf_url":"https://biodatamining.biomedcentral.com/counter/pdf/10.1186/s13040-024-00367-z","source":{"id":"https://openalex.org/S84409260","display_name":"BioData Mining","issn_l":"1756-0381","issn":["1756-0381"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BioData Mining","raw_type":"journal-article"},{"id":"pmid:38890729","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38890729","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":"BioData mining","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:11184833","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11184833","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11184833/pdf/13040_2024_Article_367.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BioData Min","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:76f1037fc78840a4ac39366e669d84b3","is_oa":true,"landing_page_url":"https://doaj.org/article/76f1037fc78840a4ac39366e669d84b3","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BioData Mining, Vol 17, Iss 1, Pp 1-26 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s13040-024-00367-z","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13040-024-00367-z","pdf_url":"https://biodatamining.biomedcentral.com/counter/pdf/10.1186/s13040-024-00367-z","source":{"id":"https://openalex.org/S84409260","display_name":"BioData Mining","issn_l":"1756-0381","issn":["1756-0381"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BioData Mining","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320316383","display_name":"Egypt-Japan University of Science and Technology","ror":"https://ror.org/02x66tk73"},{"id":"https://openalex.org/F4320321655","display_name":"Science and Technology Development Fund","ror":"https://ror.org/044vr6g03"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4399788898.pdf"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W1984203040","https://openalex.org/W2019826507","https://openalex.org/W2046623015","https://openalex.org/W2395970020","https://openalex.org/W2565383914","https://openalex.org/W2568833200","https://openalex.org/W2788334176","https://openalex.org/W2890106926","https://openalex.org/W2903310238","https://openalex.org/W2913301809","https://openalex.org/W2949497754","https://openalex.org/W3004563361","https://openalex.org/W3006913750","https://openalex.org/W3037316833","https://openalex.org/W3086583298","https://openalex.org/W3106717751","https://openalex.org/W3122391591","https://openalex.org/W3150212014","https://openalex.org/W3168463823","https://openalex.org/W3180759242","https://openalex.org/W3202185765","https://openalex.org/W3214087965","https://openalex.org/W4200115241","https://openalex.org/W4223589100","https://openalex.org/W4231293944","https://openalex.org/W4285095183","https://openalex.org/W4291972602","https://openalex.org/W4307650404","https://openalex.org/W4308550297","https://openalex.org/W4310037808","https://openalex.org/W4311047382","https://openalex.org/W4313313032","https://openalex.org/W4316928199","https://openalex.org/W4362466439","https://openalex.org/W4378176205"],"related_works":["https://openalex.org/W2140798747","https://openalex.org/W2948169060","https://openalex.org/W2730112582","https://openalex.org/W2110696645","https://openalex.org/W2358580169","https://openalex.org/W2111347279","https://openalex.org/W2487211728","https://openalex.org/W2378096925","https://openalex.org/W2485376993","https://openalex.org/W2348031209"],"abstract_inverted_index":{"Retained":[0],"surgical":[1,230],"items":[2],"(RSIs)":[3],"pose":[4],"significant":[5],"risks":[6],"to":[7,15,32,46,92,151,221],"patients":[8],"and":[9,38,53,70,122,132,137,161,173,206,213,228],"healthcare":[10],"professionals,":[11],"prompting":[12],"extensive":[13],"efforts":[14],"reduce":[16],"their":[17],"incidence.":[18],"RSIs":[19,66,135],"are":[20,78,208],"objects":[21],"inadvertently":[22],"left":[23],"within":[24],"patients'":[25],"bodies":[26],"after":[27],"surgery,":[28],"which":[29],"can":[30],"lead":[31],"severe":[33],"consequences":[34],"such":[35],"as":[36],"infections":[37],"death.":[39],"The":[40],"repercussions":[41],"highlight":[42],"the":[43,63,100,107,128,140,157,164,185,193],"critical":[44],"need":[45,141],"address":[47],"this":[48],"issue.":[49],"Machine":[50],"learning":[51,55,117],"(ML)":[52],"deep":[54],"(DL)":[56],"have":[57],"displayed":[58],"considerable":[59],"potential":[60],"for":[61,142,170,191,199,203],"enhancing":[62],"prevention":[64,136,207],"of":[65,83,103,109,112,130,163],"through":[67],"heightened":[68],"precision":[69],"decreased":[71],"reliance":[72],"on":[73,127],"human":[74],"involvement.":[75],"ML":[76,131,172,212],"techniques":[77,166],"finding":[79],"an":[80],"expanding":[81],"number":[82],"applications":[84],"in":[85,99,134],"medicine,":[86],"ranging":[87],"from":[88],"automated":[89],"imaging":[90],"analysis":[91],"diagnosis.":[93],"DL":[94,133,174,214],"has":[95],"enabled":[96],"substantial":[97],"advances":[98],"prediction":[101],"capabilities":[102],"computers":[104],"by":[105,189],"combining":[106],"availability":[108],"massive":[110],"volumes":[111],"data":[113],"with":[114,215],"extremely":[115],"effective":[116],"algorithms.":[118],"This":[119,181],"paper":[120,182],"reviews":[121],"evaluates":[123],"recently":[124],"published":[125],"articles":[126],"application":[129],"diagnosis,":[138],"stressing":[139],"a":[143],"multi-layered":[144],"approach":[145],"that":[146],"leverages":[147],"each":[148],"method's":[149],"strengths":[150],"mitigate":[152],"RSI":[153,178,204],"risks.":[154],"It":[155],"highlights":[156],"key":[158],"findings,":[159],"advantages,":[160],"limitations":[162],"different":[165],"used.":[167],"Extensive":[168],"datasets":[169,187],"training":[171,192],"models":[175],"could":[176],"enhance":[177,225],"detection":[179],"systems.":[180],"also":[183],"discusses":[184],"various":[186],"used":[188],"researchers":[190],"models.":[194],"In":[195],"addition,":[196],"future":[197],"directions":[198],"improving":[200],"these":[201],"technologies":[202],"diagnosis":[205],"considered.":[209],"By":[210],"merging":[211],"current":[216],"procedures,":[217],"it":[218],"is":[219],"conceivable":[220],"substantially":[222],"minimize":[223],"RSIs,":[224],"patient":[226],"safety,":[227],"elevate":[229],"care":[231],"standards.":[232]},"counts_by_year":[{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":2}],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}