{"id":"https://openalex.org/W4399250484","doi":"https://doi.org/10.14569/ijacsa.2024.0150585","title":"Studying the Behavior of a Modified Deep Learning Model for Disease Detection Through X-ray Chest Images","display_name":"Studying the Behavior of a Modified Deep Learning Model for Disease Detection Through X-ray Chest Images","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4399250484","doi":"https://doi.org/10.14569/ijacsa.2024.0150585"},"language":"en","primary_location":{"id":"doi:10.14569/ijacsa.2024.0150585","doi":"https://doi.org/10.14569/ijacsa.2024.0150585","is_oa":true,"landing_page_url":"https://doi.org/10.14569/ijacsa.2024.0150585","pdf_url":null,"source":{"id":"https://openalex.org/S23629721","display_name":"International Journal of Advanced Computer Science and Applications","issn_l":"2156-5570","issn":["2156-5570","2158-107X"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","norway-1","poland-20","russia-white-list-3","vabb-shw"],"host_organization":"https://openalex.org/P4310311819","host_organization_name":"Science and Information Organization","host_organization_lineage":["https://openalex.org/P4310311819"],"host_organization_lineage_names":["Science and Information Organization"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Advanced Computer Science and Applications","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.14569/ijacsa.2024.0150585","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5080088712","display_name":"Elma Zanaj","orcid":"https://orcid.org/0000-0002-5293-3297","observed_orcids":["https://orcid.org/0000-0002-5293-3297"]},"institutions":[{"id":"https://openalex.org/I193184871","display_name":"Polytechnic University of Tirana","ror":"https://ror.org/05aec4025","country_code":"AL","type":"education","lineage":["https://openalex.org/I193184871"]}],"countries":["AL"],"is_corresponding":false,"raw_author_name":"Elma Zanaj","raw_affiliation_strings":["Faculty of Technology of Information, Polytechnic University of Tirana, Tirana, Albania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Technology of Information, Polytechnic University of Tirana, Tirana, Albania","institution_ids":["https://openalex.org/I193184871"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027852957","display_name":"Lorena Balliu","orcid":"https://orcid.org/0009-0000-1233-7709","observed_orcids":["https://orcid.org/0009-0000-1233-7709"]},"institutions":[{"id":"https://openalex.org/I193184871","display_name":"Polytechnic University of Tirana","ror":"https://ror.org/05aec4025","country_code":"AL","type":"education","lineage":["https://openalex.org/I193184871"]}],"countries":["AL"],"is_corresponding":false,"raw_author_name":"Lorena Balliu","raw_affiliation_strings":["Faculty of Technology of Information, Polytechnic University of Tirana, Tirana, Albania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Technology of Information, Polytechnic University of Tirana, Tirana, Albania","institution_ids":["https://openalex.org/I193184871"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108853262","display_name":"Gledis Basha","orcid":"https://orcid.org/0009-0000-0821-9443","observed_orcids":["https://orcid.org/0009-0000-0821-9443"]},"institutions":[{"id":"https://openalex.org/I193184871","display_name":"Polytechnic University of Tirana","ror":"https://ror.org/05aec4025","country_code":"AL","type":"education","lineage":["https://openalex.org/I193184871"]}],"countries":["AL"],"is_corresponding":false,"raw_author_name":"Gledis Basha","raw_affiliation_strings":["Faculty of Technology of Information, Polytechnic University of Tirana, Tirana, Albania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Technology of Information, Polytechnic University of Tirana, Tirana, Albania","institution_ids":["https://openalex.org/I193184871"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114171368","display_name":"Elunada Gjata","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I193184871","display_name":"Polytechnic University of Tirana","ror":"https://ror.org/05aec4025","country_code":"AL","type":"education","lineage":["https://openalex.org/I193184871"]}],"countries":["AL"],"is_corresponding":false,"raw_author_name":"Elunada Gjata","raw_affiliation_strings":["Faculty of Technology of Information, Polytechnic University of Tirana, Tirana, Albania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Technology of Information, Polytechnic University of Tirana, Tirana, Albania","institution_ids":["https://openalex.org/I193184871"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064898804","display_name":"Elinda Kajo Me\u00e7e","orcid":"https://orcid.org/0009-0002-7353-476X","observed_orcids":["https://orcid.org/0009-0002-7353-476X"]},"institutions":[{"id":"https://openalex.org/I193184871","display_name":"Polytechnic University of Tirana","ror":"https://ror.org/05aec4025","country_code":"AL","type":"education","lineage":["https://openalex.org/I193184871"]}],"countries":["AL"],"is_corresponding":false,"raw_author_name":"Elinda Kajo Me\u00e7e","raw_affiliation_strings":["Faculty of Technology of Information, Polytechnic University of Tirana, Tirana, Albania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Technology of Information, Polytechnic University of Tirana, Tirana, Albania","institution_ids":["https://openalex.org/I193184871"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I193184871"],"apc_list":null,"apc_paid":null,"fwci":1.1706,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.72609348,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":96},"biblio":{"volume":"15","issue":"5","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9990000128746033,"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"}},"topics":[{"id":"https://openalex.org/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9990000128746033,"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"}},{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.0003000000142492354,"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/T10036","display_name":"Advanced Neural Network Applications","score":9.999999747378752e-05,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/chest-x-ray","display_name":"chest radiography","score":0.7770000100135803},{"id":"https://openalex.org/keywords/pneumonia-detection","display_name":"pneumonia detection","score":0.7089999914169312},{"id":"https://openalex.org/keywords/vgg19","display_name":"VGG19","score":0.8050000071525574},{"id":"https://openalex.org/keywords/convolutional-neural-networks","display_name":"convolutional neural networks","score":0.5770000219345093},{"id":"https://openalex.org/keywords/model-modification","display_name":"model modification","score":0.6769999861717224},{"id":"https://openalex.org/keywords/overfitting","display_name":"overfitting","score":0.9879999756813049},{"id":"https://openalex.org/keywords/regularization","display_name":"regularization","score":0.8970000147819519},{"id":"https://openalex.org/keywords/medical-image-classification","display_name":"medical image classification","score":0.7919999957084656}],"concepts":[{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5306379199028015},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.514041543006897},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.46693912148475647},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4110342264175415},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.3568834662437439},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.33163660764694214},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.24879539012908936}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.14569/ijacsa.2024.0150585","doi":"https://doi.org/10.14569/ijacsa.2024.0150585","is_oa":true,"landing_page_url":"https://doi.org/10.14569/ijacsa.2024.0150585","pdf_url":null,"source":{"id":"https://openalex.org/S23629721","display_name":"International Journal of Advanced Computer Science and Applications","issn_l":"2156-5570","issn":["2156-5570","2158-107X"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","norway-1","poland-20","russia-white-list-3","vabb-shw"],"host_organization":"https://openalex.org/P4310311819","host_organization_name":"Science and Information Organization","host_organization_lineage":["https://openalex.org/P4310311819"],"host_organization_lineage_names":["Science and Information Organization"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Advanced Computer Science and Applications","raw_type":"journal-article"},{"id":"pmh:oai:thesai.org:be63a49a-e232-4383-9258-0bc88203cd72","doi":null,"is_oa":true,"landing_page_url":"https://thesai.org/Publications/ViewPaper?Volume=15&Issue=5&Code=IJACSA&SerialNo=85","pdf_url":"https://thesai.org/Downloads/Volume15No5/Paper_85-Studying_the_Behavior_of_a_Modified_Deep_Learning_Model.pdf","source":{"id":"https://openalex.org/S23629721","display_name":"International Journal of Advanced Computer Science and Applications","issn_l":"2156-5570","issn":["2156-5570","2158-107X"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","norway-1","poland-20","russia-white-list-3","vabb-shw"],"host_organization":"https://openalex.org/P4310311819","host_organization_name":"Science and Information Organization","host_organization_lineage":["https://openalex.org/P4310311819"],"host_organization_lineage_names":["Science and Information Organization"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"International Journal of Advanced Computer Science and Applications, Vol. 15, No. 5 (2024), ISSN 2158-107X","raw_type":"text"}],"best_oa_location":{"id":"doi:10.14569/ijacsa.2024.0150585","doi":"https://doi.org/10.14569/ijacsa.2024.0150585","is_oa":true,"landing_page_url":"https://doi.org/10.14569/ijacsa.2024.0150585","pdf_url":null,"source":{"id":"https://openalex.org/S23629721","display_name":"International Journal of Advanced Computer Science and Applications","issn_l":"2156-5570","issn":["2156-5570","2158-107X"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","norway-1","poland-20","russia-white-list-3","vabb-shw"],"host_organization":"https://openalex.org/P4310311819","host_organization_name":"Science and Information Organization","host_organization_lineage":["https://openalex.org/P4310311819"],"host_organization_lineage_names":["Science and Information Organization"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Advanced Computer Science and Applications","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.8048999905586243,"display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4399250484.pdf","grobid_xml":"https://content.openalex.org/works/W4399250484.grobid-xml"},"referenced_works_count":13,"referenced_works":["https://openalex.org/W2945367617","https://openalex.org/W3087099606","https://openalex.org/W3206951384","https://openalex.org/W3209474241","https://openalex.org/W4224323274","https://openalex.org/W4285215412","https://openalex.org/W4308160156","https://openalex.org/W4313036657","https://openalex.org/W4319940243","https://openalex.org/W4378716697","https://openalex.org/W4382582095","https://openalex.org/W4391545898","https://openalex.org/W4396529091"],"related_works":["https://openalex.org/W4223441644","https://openalex.org/W4399591593","https://openalex.org/W6949525625","https://openalex.org/W4400771094","https://openalex.org/W3121671597","https://openalex.org/W7167361497","https://openalex.org/W4406166889","https://openalex.org/W4361732492","https://openalex.org/W4298012415","https://openalex.org/W4313584126"],"abstract_inverted_index":{"In":[0],"modern":[1],"medical":[2],"diagnostics,":[3],"Deep":[4,18,72],"Learning":[5,19,73],"models":[6,49,95],"are":[7,104],"commonly":[8],"used":[9,89],"for":[10,24,149],"illness":[11],"diagnosis,":[12],"especially":[13],"over":[14,90],"X-ray":[15],"chest":[16],"images.":[17],"approaches":[20],"provide":[21],"unmatched":[22],"promise":[23],"early":[25],"identification,":[26],"prognosis,":[27],"and":[28,62,81,93,113,184],"treatment":[29],"evaluation":[30],"across":[31],"a":[32,70,150,168],"range":[33],"of":[34,69,76,134,144,182],"illnesses,":[35],"by":[36],"combining":[37],"sophisticated":[38],"algorithms":[39],"with":[40],"large":[41],"datasets.":[42],"It":[43],"is":[44,88,139],"crucial":[45],"to":[46,50,52,55,96,190,193],"research":[47],"these":[48],"lead":[51],"improved":[53],"ones":[54],"progress":[56],"toward":[57],"disease":[58],"identification's":[59],"precision,":[60,111],"effectiveness,":[61],"scalability.":[63],"This":[64],"paper":[65],"presents":[66],"the":[67,91,100,121,126,132,135,142,145,156,160,165,191],"study":[68],"CNN+VGG19":[71],"architecture":[74],"(subsets":[75],"machine":[77],"learning),":[78],"both":[79],"before":[80],"after":[82],"its":[83],"modification.":[84],"The":[85,129,153],"same":[86,101],"dataset":[87,161],"existing":[92],"modified":[94],"compare":[97],"metrics":[98,107,116],"under":[99],"conditions.":[102],"They":[103],"compared":[105],"using":[106],"like":[108],"loss,":[109],"accuracy,":[110],"sensitivity,":[112],"AUC.":[114],"These":[115],"display":[117],"lower":[118],"values":[119],"in":[120,125,155,159],"updated":[122],"model":[123,192],"than":[124],"original":[127],"one.":[128],"numbers":[130],"demonstrate":[131],"occurrence":[133],"overfitting":[136],"phenomenon,":[137],"which":[138],"most":[140],"likely":[141],"result":[143],"model's":[146],"increased":[147],"complexity":[148],"small":[151],"dataset.":[152],"noise":[154],"images":[157],"included":[158],"may":[162],"also":[163],"be":[164,172,178,188],"cause.":[166],"As":[167],"result,":[169],"it":[170],"can":[171],"stated":[173],"that":[174],"regularization":[175],"techniques":[176],"should":[177,186],"applied;":[179],"otherwise,":[180],"layers":[181],"extraction":[183],"classification":[185],"not":[187],"added":[189],"prevent":[194],"overfitting.":[195]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2024-06-01T00:00:00"}
