{"id":"https://openalex.org/W4386780135","doi":"https://doi.org/10.1186/s12880-023-01098-z","title":"Improving diagnosis and prognosis of lung cancer using vision transformers: a scoping review","display_name":"Improving diagnosis and prognosis of lung cancer using vision transformers: a scoping review","publication_year":2023,"publication_date":"2023-09-15","ids":{"openalex":"https://openalex.org/W4386780135","doi":"https://doi.org/10.1186/s12880-023-01098-z","pmid":"https://pubmed.ncbi.nlm.nih.gov/37715137"},"language":"en","primary_location":{"id":"doi:10.1186/s12880-023-01098-z","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-023-01098-z","pdf_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-023-01098-z","source":{"id":"https://openalex.org/S6505649","display_name":"BMC Medical Imaging","issn_l":"1471-2342","issn":["1471-2342"],"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":"BMC Medical Imaging","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-023-01098-z","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5051893714","display_name":"Hazrat Ali","orcid":"https://orcid.org/0000-0003-3058-5794"},"institutions":[{"id":"https://openalex.org/I4210144839","display_name":"Hamad bin Khalifa University","ror":"https://ror.org/03eyq4y97","country_code":"QA","type":"education","lineage":["https://openalex.org/I4210144839"]},{"id":"https://openalex.org/I92528248","display_name":"Qatar Foundation","ror":"https://ror.org/01cawbq05","country_code":"QA","type":"funder","lineage":["https://openalex.org/I92528248"]}],"countries":["QA"],"is_corresponding":true,"raw_author_name":"Hazrat Ali","raw_affiliation_strings":["College of Science and Engineering, Hamad Bin Khalifa University, Qatar Foundation, Doha, Qatar. haali2@hbku.edu.qa","College of Science and Engineering, Hamad Bin Khalifa University, Qatar Foundation, Doha, Qatar"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Science and Engineering, Hamad Bin Khalifa University, Qatar Foundation, Doha, Qatar. haali2@hbku.edu.qa","institution_ids":["https://openalex.org/I4210144839"]},{"raw_affiliation_string":"College of Science and Engineering, Hamad Bin Khalifa University, Qatar Foundation, Doha, Qatar","institution_ids":["https://openalex.org/I4210144839","https://openalex.org/I92528248"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001887501","display_name":"Farida Mohsen","orcid":"https://orcid.org/0000-0002-0766-4315"},"institutions":[{"id":"https://openalex.org/I4210144839","display_name":"Hamad bin Khalifa University","ror":"https://ror.org/03eyq4y97","country_code":"QA","type":"education","lineage":["https://openalex.org/I4210144839"]},{"id":"https://openalex.org/I92528248","display_name":"Qatar Foundation","ror":"https://ror.org/01cawbq05","country_code":"QA","type":"funder","lineage":["https://openalex.org/I92528248"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Farida Mohsen","raw_affiliation_strings":["College of Science and Engineering, Hamad Bin Khalifa University, Qatar Foundation, Doha, Qatar"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Science and Engineering, Hamad Bin Khalifa University, Qatar Foundation, Doha, Qatar","institution_ids":["https://openalex.org/I4210144839","https://openalex.org/I92528248"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081437624","display_name":"Zubair Shah","orcid":"https://orcid.org/0000-0001-7389-3274"},"institutions":[{"id":"https://openalex.org/I4210144839","display_name":"Hamad bin Khalifa University","ror":"https://ror.org/03eyq4y97","country_code":"QA","type":"education","lineage":["https://openalex.org/I4210144839"]},{"id":"https://openalex.org/I92528248","display_name":"Qatar Foundation","ror":"https://ror.org/01cawbq05","country_code":"QA","type":"funder","lineage":["https://openalex.org/I92528248"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Zubair Shah","raw_affiliation_strings":["College of Science and Engineering, Hamad Bin Khalifa University, Qatar Foundation, Doha, Qatar. zshah@hbku.edu.qa","College of Science and Engineering, Hamad Bin Khalifa University, Qatar Foundation, Doha, Qatar"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Science and Engineering, Hamad Bin Khalifa University, Qatar Foundation, Doha, Qatar. zshah@hbku.edu.qa","institution_ids":["https://openalex.org/I4210144839"]},{"raw_affiliation_string":"College of Science and Engineering, Hamad Bin Khalifa University, Qatar Foundation, Doha, Qatar","institution_ids":["https://openalex.org/I4210144839","https://openalex.org/I92528248"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5051893714"],"corresponding_institution_ids":["https://openalex.org/I4210144839","https://openalex.org/I92528248"],"apc_list":{"value":1690,"currency":"GBP","value_usd":2072},"apc_paid":{"value":1690,"currency":"GBP","value_usd":2072},"fwci":8.8019,"has_fulltext":true,"cited_by_count":55,"citation_normalized_percentile":{"value":0.98301553,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"23","issue":"1","first_page":"129","last_page":"129"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.3319000005722046,"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"}},"topics":[{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.3319000005722046,"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/T10202","display_name":"Lung Cancer Diagnosis and Treatment","score":0.2815000116825104,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.12880000472068787,"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/lung-cancer","display_name":"Lung cancer","score":0.7156898975372314},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5496786236763},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.5115407705307007},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.497113972902298},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.49413779377937317},{"id":"https://openalex.org/keywords/inclusion-and-exclusion-criteria","display_name":"Inclusion and exclusion criteria","score":0.49113819003105164},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.452680766582489},{"id":"https://openalex.org/keywords/adenocarcinoma","display_name":"Adenocarcinoma","score":0.4492826759815216},{"id":"https://openalex.org/keywords/medical-physics","display_name":"Medical physics","score":0.3890477418899536},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.23916468024253845},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.22612443566322327},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.1815587878227234},{"id":"https://openalex.org/keywords/alternative-medicine","display_name":"Alternative medicine","score":0.09764793515205383}],"concepts":[{"id":"https://openalex.org/C2776256026","wikidata":"https://www.wikidata.org/wiki/Q47912","display_name":"Lung cancer","level":2,"score":0.7156898975372314},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5496786236763},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5115407705307007},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.497113972902298},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.49413779377937317},{"id":"https://openalex.org/C2777596629","wikidata":"https://www.wikidata.org/wiki/Q10858520","display_name":"Inclusion and exclusion criteria","level":3,"score":0.49113819003105164},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.452680766582489},{"id":"https://openalex.org/C2781182431","wikidata":"https://www.wikidata.org/wiki/Q356033","display_name":"Adenocarcinoma","level":3,"score":0.4492826759815216},{"id":"https://openalex.org/C19527891","wikidata":"https://www.wikidata.org/wiki/Q1120908","display_name":"Medical physics","level":1,"score":0.3890477418899536},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.23916468024253845},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.22612443566322327},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.1815587878227234},{"id":"https://openalex.org/C204787440","wikidata":"https://www.wikidata.org/wiki/Q188504","display_name":"Alternative medicine","level":2,"score":0.09764793515205383}],"mesh":[{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002289","descriptor_name":"Carcinoma, Non-Small-Cell Lung","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D002289","descriptor_name":"Carcinoma, Non-Small-Cell Lung","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D002289","descriptor_name":"Carcinoma, Non-Small-Cell Lung","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D002289","descriptor_name":"Carcinoma, Non-Small-Cell Lung","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008175","descriptor_name":"Lung Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D008175","descriptor_name":"Lung Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D008175","descriptor_name":"Lung Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D008175","descriptor_name":"Lung Neoplasms","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055613","descriptor_name":"Multiple Pulmonary Nodules","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D055613","descriptor_name":"Multiple Pulmonary Nodules","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D055613","descriptor_name":"Multiple Pulmonary Nodules","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D055613","descriptor_name":"Multiple Pulmonary Nodules","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":6,"locations":[{"id":"doi:10.1186/s12880-023-01098-z","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-023-01098-z","pdf_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-023-01098-z","source":{"id":"https://openalex.org/S6505649","display_name":"BMC Medical Imaging","issn_l":"1471-2342","issn":["1471-2342"],"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":"BMC Medical Imaging","raw_type":"journal-article"},{"id":"pmid:37715137","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37715137","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":"BMC medical imaging","raw_type":null},{"id":"pmh:oai:dspace.stir.ac.uk:1893/36835","is_oa":true,"landing_page_url":"http://hdl.handle.net/1893/36835","pdf_url":"http://dspace.stir.ac.uk/retrieve/0c6cb802-6c67-4865-aa36-15db71c99b40/s12880-023-01098-z.pdf","source":{"id":"https://openalex.org/S4306400268","display_name":"Stirling Online Research Repository (University of Stirling)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I12093191","host_organization_name":"University of Stirling","host_organization_lineage":["https://openalex.org/I12093191"],"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":null,"raw_type":"Journal Article"},{"id":"pmh:oai:pubmedcentral.nih.gov:10503208","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10503208","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10503208/pdf/12880_2023_Article_1098.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":"BMC Med Imaging","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:d082747811134b1880bdff989504c4ab","is_oa":true,"landing_page_url":"https://doaj.org/article/d082747811134b1880bdff989504c4ab","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":"BMC Medical Imaging, Vol 23, Iss 1, Pp 1-13 (2023)","raw_type":"article"},{"id":"pmh:oai:figshare.com:article/26535520","is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/Improving_diagnosis_and_prognosis_of_lung_cancer_using_vision_transformers_a_scoping_review/26535520","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"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":null,"raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/s12880-023-01098-z","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-023-01098-z","pdf_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-023-01098-z","source":{"id":"https://openalex.org/S6505649","display_name":"BMC Medical Imaging","issn_l":"1471-2342","issn":["1471-2342"],"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":"BMC Medical Imaging","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7200000286102295,"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320334468","display_name":"Qatar National Library","ror":"https://ror.org/02jv93662"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4386780135.pdf"},"referenced_works_count":62,"referenced_works":["https://openalex.org/W2024492396","https://openalex.org/W2525884435","https://openalex.org/W2560438049","https://openalex.org/W2608231518","https://openalex.org/W2618530766","https://openalex.org/W2807800408","https://openalex.org/W2891378911","https://openalex.org/W2893531431","https://openalex.org/W2900954917","https://openalex.org/W2909244736","https://openalex.org/W2981841914","https://openalex.org/W2988799679","https://openalex.org/W3026063058","https://openalex.org/W3094502228","https://openalex.org/W3096609285","https://openalex.org/W3100819185","https://openalex.org/W3105100200","https://openalex.org/W3105282616","https://openalex.org/W3161200432","https://openalex.org/W3161958962","https://openalex.org/W3170841864","https://openalex.org/W3192812714","https://openalex.org/W3201782492","https://openalex.org/W3203898052","https://openalex.org/W3204764952","https://openalex.org/W3211647829","https://openalex.org/W4205164650","https://openalex.org/W4205739105","https://openalex.org/W4221080555","https://openalex.org/W4224308582","https://openalex.org/W4225426831","https://openalex.org/W4226120250","https://openalex.org/W4281257868","https://openalex.org/W4281400392","https://openalex.org/W4281683654","https://openalex.org/W4281850275","https://openalex.org/W4283466931","https://openalex.org/W4283816523","https://openalex.org/W4284713627","https://openalex.org/W4286355566","https://openalex.org/W4286377440","https://openalex.org/W4286587621","https://openalex.org/W4288809219","https://openalex.org/W4289444084","https://openalex.org/W4293163051","https://openalex.org/W4297460160","https://openalex.org/W4301392676","https://openalex.org/W4303613786","https://openalex.org/W4308081867","https://openalex.org/W4308578764","https://openalex.org/W4309073588","https://openalex.org/W4309433391","https://openalex.org/W4310464206","https://openalex.org/W4310668250","https://openalex.org/W4310672790","https://openalex.org/W4312337217","https://openalex.org/W4312468136","https://openalex.org/W4312523470","https://openalex.org/W4312599853","https://openalex.org/W4312713525","https://openalex.org/W4313031477","https://openalex.org/W4360939568"],"related_works":["https://openalex.org/W4293226380","https://openalex.org/W4321487865","https://openalex.org/W4313906399","https://openalex.org/W4239306820","https://openalex.org/W4391266461","https://openalex.org/W2064573700","https://openalex.org/W2590798552","https://openalex.org/W2811106690","https://openalex.org/W2947043951","https://openalex.org/W4399188509"],"abstract_inverted_index":{"BACKGROUND:":[0],"Vision":[1],"transformer-based":[2,25,46,295],"methods":[3,27,48,70,304],"are":[4,297,316],"advancing":[5,84],"the":[6,41,63,75,79,85,110,121,131,141,146,153,157,180,230,254,261,267,334,342],"field":[7,335],"of":[8,65,182,207,213,229,260,276,336],"medical":[9],"artificial":[10],"intelligence":[11],"and":[12,32,67,96,109,123,129,143,195,211,266,313,338,348],"cancer":[13,17,30,51,184,209,258,268,307,346],"imaging,":[14],"including":[15],"lung":[16,29,50,72,113,183,188,193,208,257,262,306,345],"applications.":[18,53,308],"Recently,":[19],"many":[20,233],"researchers":[21,332],"have":[22,252],"developed":[23],"vision":[24,45,60,240,294],"AI":[26,47,66,303,337],"for":[28,49,71,220,301,305,322,331],"diagnosis":[31,347],"prognosis.":[33,349],"OBJECTIVE:":[34],"This":[35,326],"scoping":[36],"review":[37,76,162,327],"aims":[38],"to":[39,83,125,139,151,169,319,340],"identify":[40],"recent":[42],"developments":[43],"on":[44,355],"imaging":[52,263],"It":[54,289],"provides":[55,328],"key":[56],"insights":[57,330],"into":[58],"how":[59],"transformers":[61],"complemented":[62],"performance":[64],"deep":[68],"learning":[69],"cancer.":[73],"Furthermore,":[74],"also":[77,237],"identifies":[78],"datasets":[80,259],"that":[81,293],"contributed":[82],"field.":[86],"METHODS:":[87],"In":[88],"this":[89,161],"review,":[90],"we":[91],"searched":[92],"Pubmed,":[93],"Scopus,":[94],"IEEEXplore,":[95],"Google":[97],"Scholar":[98],"online":[99],"databases.":[100],"The":[101,171,215],"search":[102],"terms":[103,106],"included":[104,163,204],"intervention":[105],"(vision":[107],"transformers)":[108],"task":[111,175],"(i.e.,":[112],"cancer,":[114],"adenocarcinoma,":[115,194],"etc.).":[116],"Two":[117],"reviewers":[118],"independently":[119],"screened":[120],"title":[122],"abstract":[124],"select":[126],"relevant":[127],"studies":[128,165,178,216,281],"performed":[130],"data":[132],"extraction.":[133],"A":[134],"third":[135],"reviewer":[136],"was":[137,149,179,225,242],"consulted":[138],"validate":[140],"inclusion":[142],"exclusion.":[144],"Finally,":[145],"narrative":[147],"approach":[148],"used":[150,253,273,282],"synthesize":[152],"data.":[154],"RESULTS:":[155],"Of":[156],"314":[158],"retrieved":[159],"studies,":[160],"34":[164],"published":[166],"from":[167],"2020":[168],"2022.":[170],"most":[172],"commonly":[173],"addressed":[174],"in":[176,299,333,344],"these":[177],"classification":[181],"types,":[185],"such":[186],"as":[187],"squamous":[189],"cell":[190],"carcinoma":[191],"versus":[192,198],"identifying":[196],"benign":[197],"malignant":[199],"pulmonary":[200],"nodules.":[201],"Other":[202],"applications":[203],"survival":[205],"prediction":[206],"patients":[210],"segmentation":[212],"lungs.":[214],"lacked":[217],"clear":[218],"strategies":[219],"clinical":[221,314],"transformation.":[222],"SWIN":[223],"transformer":[224,241],"a":[226,274],"popular":[227],"choice":[228],"researchers;":[231],"however,":[232],"other":[234,280],"architectures":[235],"were":[236],"reported":[238],"where":[239],"combined":[243],"with":[244],"convolutional":[245],"neural":[246],"networks":[247],"or":[248,285],"UNet":[249],"model.":[250],"Researchers":[251],"publicly":[255],"available":[256],"database":[264],"consortium":[265],"genome":[269],"atlas.":[270],"One":[271],"study":[272],"cluster":[275],"48":[277],"GPUs,":[278],"while":[279],"one,":[283],"two,":[284],"four":[286],"GPUs.":[287],"CONCLUSION:":[288],"can":[290],"be":[291,320],"concluded":[292],"models":[296],"increasingly":[298],"popularity":[300],"developing":[302],"However,":[309],"their":[310],"computational":[311],"complexity":[312],"relevance":[315],"important":[317],"factors":[318],"considered":[321],"future":[323],"research":[324],"work.":[325],"valuable":[329],"healthcare":[339],"advance":[341],"state-of-the-art":[343],"We":[350],"provide":[351],"an":[352],"interactive":[353],"dashboard":[354],"lung-cancer.onrender.com/":[356],".":[357]},"counts_by_year":[{"year":2026,"cited_by_count":10},{"year":2025,"cited_by_count":29},{"year":2024,"cited_by_count":13},{"year":2023,"cited_by_count":3}],"updated_date":"2026-07-02T09:51:11.867554","created_date":"2025-10-10T00:00:00"}
