{"id":"https://openalex.org/W7158271563","doi":"https://doi.org/10.1038/s41746-026-02693-4","title":"Gastrointestinal endoscopic image style transfer using EndoStyle to improve artificial intelligence prediction models","display_name":"Gastrointestinal endoscopic image style transfer using EndoStyle to improve artificial intelligence prediction models","publication_year":2026,"publication_date":"2026-04-28","ids":{"openalex":"https://openalex.org/W7158271563","doi":"https://doi.org/10.1038/s41746-026-02693-4","pmid":"https://pubmed.ncbi.nlm.nih.gov/42050035"},"language":"en","primary_location":{"id":"doi:10.1038/s41746-026-02693-4","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-026-02693-4","pdf_url":"https://www.nature.com/articles/s41746-026-02693-4.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","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":"npj Digital Medicine","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.nature.com/articles/s41746-026-02693-4.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5091140625","display_name":"Joel Troya","orcid":"https://orcid.org/0000-0002-7992-0146"},"institutions":[{"id":"https://openalex.org/I4210100919","display_name":"Comprehensive Cancer Center Mainfranken","ror":"https://ror.org/013tmk464","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I25974101","https://openalex.org/I4210100919","https://openalex.org/I4210126310"]},{"id":"https://openalex.org/I4210126310","display_name":"Universit\u00e4tsklinikum W\u00fcrzburg","ror":"https://ror.org/03pvr2g57","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210126310"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Joel Troya","raw_affiliation_strings":["Bavarian Cancer Research Center (BZKF), W\u00fcrzburg, Germany","Interventional and Experimental Endoscopy (InExEn), Internal Medicine II, University Hospital W\u00fcrzburg, W\u00fcrzburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bavarian Cancer Research Center (BZKF), W\u00fcrzburg, Germany","institution_ids":["https://openalex.org/I4210100919"]},{"raw_affiliation_string":"Interventional and Experimental Endoscopy (InExEn), Internal Medicine II, University Hospital W\u00fcrzburg, W\u00fcrzburg, Germany","institution_ids":["https://openalex.org/I4210126310"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134285407","display_name":"Ioannis Kafetzis","orcid":"https://orcid.org/0000-0002-3533-2246"},"institutions":[{"id":"https://openalex.org/I4210126310","display_name":"Universit\u00e4tsklinikum W\u00fcrzburg","ror":"https://ror.org/03pvr2g57","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210126310"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Ioannis Kafetzis","raw_affiliation_strings":["Interventional and Experimental Endoscopy (InExEn), Internal Medicine II, University Hospital W\u00fcrzburg, W\u00fcrzburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Interventional and Experimental Endoscopy (InExEn), Internal Medicine II, University Hospital W\u00fcrzburg, W\u00fcrzburg, Germany","institution_ids":["https://openalex.org/I4210126310"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134840540","display_name":"Ronja Weber","orcid":null},"institutions":[{"id":"https://openalex.org/I4210126310","display_name":"Universit\u00e4tsklinikum W\u00fcrzburg","ror":"https://ror.org/03pvr2g57","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210126310"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Ronja Weber","raw_affiliation_strings":["Interventional and Experimental Endoscopy (InExEn), Internal Medicine II, University Hospital W\u00fcrzburg, W\u00fcrzburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Interventional and Experimental Endoscopy (InExEn), Internal Medicine II, University Hospital W\u00fcrzburg, W\u00fcrzburg, Germany","institution_ids":["https://openalex.org/I4210126310"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134874341","display_name":"Yun Chiang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210126310","display_name":"Universit\u00e4tsklinikum W\u00fcrzburg","ror":"https://ror.org/03pvr2g57","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210126310"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Yun Chiang","raw_affiliation_strings":["Interventional and Experimental Endoscopy (InExEn), Internal Medicine II, University Hospital W\u00fcrzburg, W\u00fcrzburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Interventional and Experimental Endoscopy (InExEn), Internal Medicine II, University Hospital W\u00fcrzburg, W\u00fcrzburg, Germany","institution_ids":["https://openalex.org/I4210126310"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134844158","display_name":"Venkatesh Parayitam","orcid":null},"institutions":[{"id":"https://openalex.org/I4210126310","display_name":"Universit\u00e4tsklinikum W\u00fcrzburg","ror":"https://ror.org/03pvr2g57","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210126310"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Venkatesh Parayitam","raw_affiliation_strings":["Interventional and Experimental Endoscopy (InExEn), Internal Medicine II, University Hospital W\u00fcrzburg, W\u00fcrzburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Interventional and Experimental Endoscopy (InExEn), Internal Medicine II, University Hospital W\u00fcrzburg, W\u00fcrzburg, Germany","institution_ids":["https://openalex.org/I4210126310"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107966876","display_name":"Philipp Sodmann","orcid":"https://orcid.org/0000-0002-5598-8533"},"institutions":[{"id":"https://openalex.org/I4210126310","display_name":"Universit\u00e4tsklinikum W\u00fcrzburg","ror":"https://ror.org/03pvr2g57","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210126310"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Philipp Sodmann","raw_affiliation_strings":["Interventional and Experimental Endoscopy (InExEn), Internal Medicine II, University Hospital W\u00fcrzburg, W\u00fcrzburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Interventional and Experimental Endoscopy (InExEn), Internal Medicine II, University Hospital W\u00fcrzburg, W\u00fcrzburg, Germany","institution_ids":["https://openalex.org/I4210126310"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109164971","display_name":"D. Ziegler","orcid":null},"institutions":[{"id":"https://openalex.org/I25974101","display_name":"University of W\u00fcrzburg","ror":"https://ror.org/00fbnyb24","country_code":"DE","type":"education","lineage":["https://openalex.org/I25974101"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Dieter Ziegler","raw_affiliation_strings":["Informatics XVII - Robotics, Julius-Maximilians-Universit\u00e4t, W\u00fcrzburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Informatics XVII - Robotics, Julius-Maximilians-Universit\u00e4t, W\u00fcrzburg, Germany","institution_ids":["https://openalex.org/I25974101"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043517672","display_name":"Frank Puppe","orcid":"https://orcid.org/0000-0002-7106-3223"},"institutions":[{"id":"https://openalex.org/I4210164862","display_name":"Artificial Intelligence in Medicine (Canada)","ror":"https://ror.org/05p590m36","country_code":"CA","type":"company","lineage":["https://openalex.org/I4210164862"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Frank Puppe","raw_affiliation_strings":["Artificial Intelligence and Knowledge Systems, CAIDAS (Center for Artificial Intelligence and Data Science), Julius-Maximilians-Universit\u00e4t, W\u00fcrzburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Artificial Intelligence and Knowledge Systems, CAIDAS (Center for Artificial Intelligence and Data Science), Julius-Maximilians-Universit\u00e4t, W\u00fcrzburg, Germany","institution_ids":["https://openalex.org/I4210164862"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113992144","display_name":"Andreas N\u00fcchter","orcid":null},"institutions":[{"id":"https://openalex.org/I25974101","display_name":"University of W\u00fcrzburg","ror":"https://ror.org/00fbnyb24","country_code":"DE","type":"education","lineage":["https://openalex.org/I25974101"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Andreas N\u00fcchter","raw_affiliation_strings":["Informatics XVII - Robotics, Julius-Maximilians-Universit\u00e4t, W\u00fcrzburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Informatics XVII - Robotics, Julius-Maximilians-Universit\u00e4t, W\u00fcrzburg, Germany","institution_ids":["https://openalex.org/I25974101"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134852255","display_name":"Alexander Meining","orcid":null},"institutions":[{"id":"https://openalex.org/I4210100919","display_name":"Comprehensive Cancer Center Mainfranken","ror":"https://ror.org/013tmk464","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I25974101","https://openalex.org/I4210100919","https://openalex.org/I4210126310"]},{"id":"https://openalex.org/I4210126310","display_name":"Universit\u00e4tsklinikum W\u00fcrzburg","ror":"https://ror.org/03pvr2g57","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210126310"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Alexander Meining","raw_affiliation_strings":["Bavarian Cancer Research Center (BZKF), W\u00fcrzburg, Germany","Interventional and Experimental Endoscopy (InExEn), Internal Medicine II, University Hospital W\u00fcrzburg, W\u00fcrzburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bavarian Cancer Research Center (BZKF), W\u00fcrzburg, Germany","institution_ids":["https://openalex.org/I4210100919"]},{"raw_affiliation_string":"Interventional and Experimental Endoscopy (InExEn), Internal Medicine II, University Hospital W\u00fcrzburg, W\u00fcrzburg, Germany","institution_ids":["https://openalex.org/I4210126310"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5134856307","display_name":"Alexander Hann","orcid":null},"institutions":[{"id":"https://openalex.org/I4210090622","display_name":"Universit\u00e4ts-Kinderklinik W\u00fcrzburg","ror":"https://ror.org/000ph9k36","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210090622","https://openalex.org/I4210126310"]},{"id":"https://openalex.org/I4210126310","display_name":"Universit\u00e4tsklinikum W\u00fcrzburg","ror":"https://ror.org/03pvr2g57","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210126310"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Alexander Hann","raw_affiliation_strings":["Bavarian Cancer Research Center (BZKF), W\u00fcrzburg, Germany. hann_a@ukw.de","Interventional and Experimental Endoscopy (InExEn), Internal Medicine II, University Hospital W\u00fcrzburg, W\u00fcrzburg, Germany. hann_a@ukw.de"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bavarian Cancer Research Center (BZKF), W\u00fcrzburg, Germany. hann_a@ukw.de","institution_ids":["https://openalex.org/I4210090622"]},{"raw_affiliation_string":"Interventional and Experimental Endoscopy (InExEn), Internal Medicine II, University Hospital W\u00fcrzburg, W\u00fcrzburg, Germany. hann_a@ukw.de","institution_ids":["https://openalex.org/I4210126310"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5134856307"],"corresponding_institution_ids":["https://openalex.org/I4210090622","https://openalex.org/I4210126310"],"apc_list":{"value":3060,"currency":"USD","value_usd":3060},"apc_paid":{"value":3060,"currency":"USD","value_usd":3060},"fwci":7.6163,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.97116967,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"9","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10552","display_name":"Colorectal Cancer Screening and Detection","score":0.9501000046730042,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"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/T10552","display_name":"Colorectal Cancer Screening and Detection","score":0.9501000046730042,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"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/T11378","display_name":"Gastrointestinal Bleeding Diagnosis and Treatment","score":0.022700000554323196,"subfield":{"id":"https://openalex.org/subfields/2715","display_name":"Gastroenterology"},"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/T10696","display_name":"Gastric Cancer Management and Outcomes","score":0.002400000113993883,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.6047000288963318},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.45089998841285706},{"id":"https://openalex.org/keywords/false-positive-paradox","display_name":"False positive paradox","score":0.41940000653266907},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.38830000162124634},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.35659998655319214},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.3273000121116638}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7717999815940857},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.6047000288963318},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5112000107765198},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.45089998841285706},{"id":"https://openalex.org/C64869954","wikidata":"https://www.wikidata.org/wiki/Q1859747","display_name":"False positive paradox","level":2,"score":0.41940000653266907},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.41780000925064087},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.38830000162124634},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.35659998655319214},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.3273000121116638},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.3271999955177307},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.3264999985694885},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2808000147342682},{"id":"https://openalex.org/C2776459999","wikidata":"https://www.wikidata.org/wiki/Q2119376","display_name":"Fidelity","level":2,"score":0.27489998936653137},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.26170000433921814}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1038/s41746-026-02693-4","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-026-02693-4","pdf_url":"https://www.nature.com/articles/s41746-026-02693-4.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","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":"npj Digital Medicine","raw_type":"journal-article"},{"id":"pmid:42050035","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/42050035","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":"NPJ digital medicine","raw_type":null},{"id":"pmh:oai:doaj.org/article:802d129e0b3c48d4a5455304ca17deaa","is_oa":true,"landing_page_url":"https://doaj.org/article/802d129e0b3c48d4a5455304ca17deaa","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":"npj Digital Medicine, Vol 9, Iss 1 (2026)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:13125597","is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC13125597/","pdf_url":null,"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":"NPJ Digit Med","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1038/s41746-026-02693-4","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-026-02693-4","pdf_url":"https://www.nature.com/articles/s41746-026-02693-4.pdf","source":{"id":"https://openalex.org/S4210195431","display_name":"npj Digital Medicine","issn_l":"2398-6352","issn":["2398-6352"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","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":"npj Digital Medicine","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320331837","display_name":"Eva Mayr-Stihl Stiftung","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7158271563.pdf","grobid_xml":"https://content.openalex.org/works/W7158271563.grobid-xml"},"referenced_works_count":47,"referenced_works":["https://openalex.org/W2256100814","https://openalex.org/W2770363598","https://openalex.org/W2811374795","https://openalex.org/W2946942188","https://openalex.org/W2947303025","https://openalex.org/W2955639361","https://openalex.org/W2962785568","https://openalex.org/W2963372104","https://openalex.org/W2981035911","https://openalex.org/W2986571455","https://openalex.org/W2990396600","https://openalex.org/W3034600949","https://openalex.org/W3046240927","https://openalex.org/W3082604781","https://openalex.org/W3093943940","https://openalex.org/W3101564739","https://openalex.org/W3105370719","https://openalex.org/W3133834649","https://openalex.org/W3171836018","https://openalex.org/W3179252650","https://openalex.org/W3183021106","https://openalex.org/W4213128956","https://openalex.org/W4221077419","https://openalex.org/W4280561297","https://openalex.org/W4281631859","https://openalex.org/W4281701625","https://openalex.org/W4283756901","https://openalex.org/W4289639938","https://openalex.org/W4301206121","https://openalex.org/W4327718567","https://openalex.org/W4366550188","https://openalex.org/W4382933326","https://openalex.org/W4385507056","https://openalex.org/W4387909068","https://openalex.org/W4392595250","https://openalex.org/W4396712720","https://openalex.org/W4396935958","https://openalex.org/W4399021842","https://openalex.org/W4399690710","https://openalex.org/W4401534860","https://openalex.org/W4403591794","https://openalex.org/W4404822543","https://openalex.org/W4405600011","https://openalex.org/W4406558215","https://openalex.org/W4411202783","https://openalex.org/W4415112377","https://openalex.org/W6929634116"],"related_works":[],"abstract_inverted_index":{"Artificial":[0],"intelligence":[1],"(AI)":[2],"is":[3],"increasingly":[4],"used":[5,111],"in":[6],"gastrointestinal":[7],"endoscopy":[8],"for":[9,142],"polyp":[10,114],"detection":[11,115],"and":[12,61,71,93,103,123],"classification.":[13],"However,":[14],"most":[15],"AI":[16,144],"models":[17,82],"are":[18],"trained":[19,43],"on":[20,31,131],"images":[21,86,105,119],"from":[22],"multiple":[23],"video":[24],"processors,":[25],"whereas":[26],"clinical":[27],"environments":[28],"typically":[29],"rely":[30],"a":[32,38,55,97,139],"single":[33],"processor.":[34],"We":[35],"developed":[36],"EndoStyle,":[37],"StarGANv2-based":[39],"style":[40,94],"transfer":[41],"system":[42],"to":[44,112],"mimic":[45],"the":[46],"visual":[47,69],"characteristics":[48],"of":[49],"five":[50],"different":[51],"endoscopic":[52],"processors.":[53,75],"On":[54],"validation":[56],"dataset,":[57],"Fr\u00e9chet":[58],"Inception":[59],"Distance":[60],"Learned":[62],"Perceptual":[63],"Image":[64],"Patch":[65],"Similarity":[66],"indicated":[67],"high":[68],"fidelity":[70],"perceptual":[72],"similarity":[73,77],"across":[74],"Semantic":[76],"analysis":[78],"using":[79],"three":[80],"foundation":[81],"confirmed":[83],"that":[84],"converted":[85,104],"were":[87],"equally":[88],"consistent":[89],"with":[90],"both":[91],"content":[92],"inputs.":[95],"In":[96],"multicenter":[98],"study,":[99],"endoscopists":[100],"considered":[101],"real":[102],"realistic":[106],"at":[107],"comparable":[108],"rates.":[109],"When":[110],"augment":[113],"model":[116],"training,":[117],"synthetic":[118],"significantly":[120],"improved":[121],"precision":[122],"specificity,":[124],"reducing":[125],"false":[126],"positives":[127],"by":[128],"over":[129],"40%":[130],"two":[132],"distinct":[133],"evaluation":[134],"datasets.":[135],"EndoStyle":[136],"thus":[137],"offers":[138],"practical":[140],"solution":[141],"processor-specific":[143],"generalization.":[145]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2026-04-30T00:00:00"}
