{"id":"https://openalex.org/W4413017979","doi":"https://doi.org/10.1109/iccad64771.2025.11099201","title":"Machine Learning and Word Representation Techniques in Medical Transcription Data Analysis","display_name":"Machine Learning and Word Representation Techniques in Medical Transcription Data Analysis","publication_year":2025,"publication_date":"2025-07-01","ids":{"openalex":"https://openalex.org/W4413017979","doi":"https://doi.org/10.1109/iccad64771.2025.11099201"},"language":"en","primary_location":{"id":"doi:10.1109/iccad64771.2025.11099201","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccad64771.2025.11099201","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 International Conference on Control, Automation and Diagnosis (ICCAD)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"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/A5119232282","display_name":"Anna Danties","orcid":null},"institutions":[{"id":"https://openalex.org/I48018076","display_name":"Christ University","ror":"https://ror.org/022tv9y30","country_code":"IN","type":"education","lineage":["https://openalex.org/I48018076"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Anna Danties","raw_affiliation_strings":["Christ University,Department of Computer Science,Bangalore,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Christ University,Department of Computer Science,Bangalore,India","institution_ids":["https://openalex.org/I48018076"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065801073","display_name":"Nizar Banu P K","orcid":null},"institutions":[{"id":"https://openalex.org/I48018076","display_name":"Christ University","ror":"https://ror.org/022tv9y30","country_code":"IN","type":"education","lineage":["https://openalex.org/I48018076"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Nizar Banu P K","raw_affiliation_strings":["Christ University,Department of Computer Science,Bangalore,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Christ University,Department of Computer Science,Bangalore,India","institution_ids":["https://openalex.org/I48018076"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034196986","display_name":"Ahmad Taher Azar","orcid":"https://orcid.org/0000-0002-7869-6373"},"institutions":[{"id":"https://openalex.org/I142024983","display_name":"Prince Sultan University","ror":"https://ror.org/053mqrf26","country_code":"SA","type":"education","lineage":["https://openalex.org/I142024983"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Ahmad Taher Azar","raw_affiliation_strings":["Prince Sultan University,College of Computer and Information Sciences,Riyadh,Saudi Arabia,11586"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Prince Sultan University,College of Computer and Information Sciences,Riyadh,Saudi Arabia,11586","institution_ids":["https://openalex.org/I142024983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015700815","display_name":"Nashwa Ahmad Kamal","orcid":"https://orcid.org/0000-0002-9763-8953"},"institutions":[{"id":"https://openalex.org/I145487455","display_name":"Cairo University","ror":"https://ror.org/03q21mh05","country_code":"EG","type":"education","lineage":["https://openalex.org/I145487455"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Nashwa Ahmad Kamal","raw_affiliation_strings":["Cairo University,Faculty of Engineering,Giza,Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cairo University,Faculty of Engineering,Giza,Egypt","institution_ids":["https://openalex.org/I145487455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014244564","display_name":"Mohamed Tounsi","orcid":"https://orcid.org/0000-0002-8883-6106"},"institutions":[{"id":"https://openalex.org/I142024983","display_name":"Prince Sultan University","ror":"https://ror.org/053mqrf26","country_code":"SA","type":"education","lineage":["https://openalex.org/I142024983"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Mohamed Tounsi","raw_affiliation_strings":["Prince Sultan University,College of Computer and Information Sciences,Riyadh,Saudi Arabia,11586"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Prince Sultan University,College of Computer and Information Sciences,Riyadh,Saudi Arabia,11586","institution_ids":["https://openalex.org/I142024983"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5070290912","display_name":"Chakib Ben Njima","orcid":null},"institutions":[{"id":"https://openalex.org/I8636806","display_name":"University of Sousse","ror":"https://ror.org/00dmpgj58","country_code":"TN","type":"education","lineage":["https://openalex.org/I8636806"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Chakib Ben Njima","raw_affiliation_strings":["University of Sousse,Tunisia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Sousse,Tunisia","institution_ids":["https://openalex.org/I8636806"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.16168918,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11710","display_name":"Biomedical Text Mining and Ontologies","score":0.5361999869346619,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"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/T11710","display_name":"Biomedical Text Mining and Ontologies","score":0.5361999869346619,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"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/T11550","display_name":"Text and Document Classification Technologies","score":0.5034999847412109,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12254","display_name":"Machine Learning in Bioinformatics","score":0.4991999864578247,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7382587194442749},{"id":"https://openalex.org/keywords/transcription","display_name":"Transcription (linguistics)","score":0.6182374358177185},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.6128976345062256},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5634434223175049},{"id":"https://openalex.org/keywords/word","display_name":"Word (group theory)","score":0.5270208120346069},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.4991621971130371},{"id":"https://openalex.org/keywords/external-data-representation","display_name":"External Data Representation","score":0.4427647292613983},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.12261456251144409}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7382587194442749},{"id":"https://openalex.org/C179926584","wikidata":"https://www.wikidata.org/wiki/Q207714","display_name":"Transcription (linguistics)","level":2,"score":0.6182374358177185},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.6128976345062256},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5634434223175049},{"id":"https://openalex.org/C90805587","wikidata":"https://www.wikidata.org/wiki/Q10944557","display_name":"Word (group theory)","level":2,"score":0.5270208120346069},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.4991621971130371},{"id":"https://openalex.org/C116409475","wikidata":"https://www.wikidata.org/wiki/Q1385056","display_name":"External Data Representation","level":2,"score":0.4427647292613983},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.12261456251144409},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iccad64771.2025.11099201","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccad64771.2025.11099201","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 International Conference on Control, Automation and Diagnosis (ICCAD)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5099999904632568,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320327702","display_name":"Prince Sultan University","ror":"https://ror.org/053mqrf26"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W1865734561","https://openalex.org/W1986862363","https://openalex.org/W2044954428","https://openalex.org/W2056242825","https://openalex.org/W2099855577","https://openalex.org/W2150827255","https://openalex.org/W2525547012","https://openalex.org/W2577646479","https://openalex.org/W2596245075","https://openalex.org/W3013605954","https://openalex.org/W3095791468","https://openalex.org/W3138979178","https://openalex.org/W3165345393","https://openalex.org/W3195157635","https://openalex.org/W4220785624","https://openalex.org/W4296831186","https://openalex.org/W4313561446","https://openalex.org/W4362589072","https://openalex.org/W4386487628","https://openalex.org/W4390045865","https://openalex.org/W4391742718","https://openalex.org/W4391819116","https://openalex.org/W4394911301","https://openalex.org/W6635851520","https://openalex.org/W6861282419"],"related_works":["https://openalex.org/W2062195135","https://openalex.org/W1569283511","https://openalex.org/W2795079307","https://openalex.org/W2621258238","https://openalex.org/W2296205523","https://openalex.org/W2917844847","https://openalex.org/W2036757537","https://openalex.org/W2759085743","https://openalex.org/W4282930045","https://openalex.org/W4238546310"],"abstract_inverted_index":{"Dermatology":[0],"is":[1,79,227],"the":[2,9,96,138,145,219],"branch":[3],"of":[4,14,38,64,98,131,134,142,147,193],"medicine":[5],"that":[6],"deals":[7],"with":[8,34],"diagnosis,":[10],"treatment,":[11],"and":[12,25,40,70,94,116,119,128,140,144,158,173,205,239,242],"prevention":[13],"skin":[15,31,53,57,194,244],"diseases.":[16],"Dermatological":[17],"diseases":[18],"can":[19,50,59,166,180],"be":[20,74],"difficult":[21,81],"to":[22,89,170],"diagnose,":[23],"treat,":[24],"manage":[26,243],"because":[27,56],"there":[28],"are":[29],"several":[30],"conditions,":[32,44],"each":[33],"its":[35],"unique":[36],"set":[37],"symptoms":[39],"causes.":[41],"Underlying":[42],"medical":[43,159],"environmental":[45],"causes,":[46],"or":[47,196],"hereditary":[48],"characteristics":[49],"cause":[51],"complex":[52],"problems.":[54],"Furthermore,":[55],"problems":[58,245],"present":[60],"in":[61,92,156,175,209,229,234],"a":[62,80,154],"variety":[63],"ways,":[65],"obtaining":[66],"an":[67,86],"appropriate":[68],"diagnosis":[69],"efficient":[71,129],"treatment":[72],"may":[73],"difficult.":[75],"Treating":[76],"dermatological":[77,176],"disorders":[78],"endeavor.":[82],"This":[83,100,216],"article":[84,217,236],"proposes":[85],"integrated":[87],"model":[88,232],"assist":[90,206],"people":[91],"understanding":[93],"discussing":[95],"nature":[97],"dermatology.":[99],"model\u2019s":[101],"capabilities":[102],"include":[103],"text":[104,117,135,184],"pre-processing,":[105],"audio-to-text":[106],"translation,":[107],"named":[108],"entity":[109],"recognition":[110],"(NER)":[111],"for":[112,126,222],"extracting":[113],"crucial":[114],"information,":[115,149],"clustering":[118,165],"classification":[120,179],"based":[121],"on":[122],"content.":[123],"The":[124,231],"necessity":[125],"precise":[127],"analysis":[130],"large":[132],"amounts":[133],"data,":[136],"notably":[137],"identification":[139],"standardisation":[141],"abbreviations":[143],"extraction":[146],"relevant":[148],"has":[150],"been":[151],"identified":[152],"as":[153,190],"problem":[155],"dermatology":[157],"transcription.":[160],"By":[161],"grouping":[162],"similar":[163],"cases,":[164],"make":[167],"it":[168],"easier":[169],"spot":[171],"patterns":[172],"trends":[174],"disorders.":[177],"However,":[178],"help":[181],"automatically":[182],"group":[183],"data":[185,201],"into":[186],"pre-established":[187],"categories,":[188],"such":[189],"various":[191],"kinds":[192],"conditions":[195],"treatments.":[197],"These":[198],"methods":[199],"simplify":[200],"analysis,":[202],"increase":[203],"accuracy,":[204],"healthcare":[207],"professionals":[208],"reaching":[210],"accurate":[211],"conclusions":[212],"regarding":[213],"patient":[214],"care.":[215],"explores":[218],"partitioning":[220],"algorithm":[221],"clustering,":[223],"while":[224],"logistic":[225],"regression":[226],"used":[228],"classification.":[230],"analysed":[233],"this":[235],"helps":[237],"dermatologists":[238],"patients":[240],"understand":[241]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}