{"id":"https://openalex.org/W4412161393","doi":"https://doi.org/10.1038/s41746-025-01826-5","title":"How machine learning on real world clinical data improves adverse event recording for endoscopy","display_name":"How machine learning on real world clinical data improves adverse event recording for endoscopy","publication_year":2025,"publication_date":"2025-07-10","ids":{"openalex":"https://openalex.org/W4412161393","doi":"https://doi.org/10.1038/s41746-025-01826-5","pmid":"https://pubmed.ncbi.nlm.nih.gov/40640575"},"language":"en","primary_location":{"id":"doi:10.1038/s41746-025-01826-5","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-025-01826-5","pdf_url":"https://www.nature.com/articles/s41746-025-01826-5.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/s41746-025-01826-5.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5106693808","display_name":"Stefan Wittlinger","orcid":null},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]},{"id":"https://openalex.org/I4210156450","display_name":"University Medical Centre Mannheim","ror":"https://ror.org/05sxbyd35","country_code":"DE","type":"funder","lineage":["https://openalex.org/I4210156450"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Stefan Wittlinger","raw_affiliation_strings":["Department of Medicine II, University Medical Center Mannheim, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Medicine II, University Medical Center Mannheim, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany","institution_ids":["https://openalex.org/I4210156450","https://openalex.org/I223822909","https://openalex.org/I2802164966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020954920","display_name":"Isabella C. Wiest","orcid":"https://orcid.org/0009-0004-4848-614X"},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]},{"id":"https://openalex.org/I4210156450","display_name":"University Medical Centre Mannheim","ror":"https://ror.org/05sxbyd35","country_code":"DE","type":"funder","lineage":["https://openalex.org/I4210156450"]},{"id":"https://openalex.org/I4210162051","display_name":"University Hospital Carl Gustav Carus","ror":"https://ror.org/04za5zm41","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210162051"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Isabella C. Wiest","raw_affiliation_strings":["Department of Medicine II, University Medical Center Mannheim, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany","Else Kroener Fresenius Center for Digital Health, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Medicine II, University Medical Center Mannheim, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany","institution_ids":["https://openalex.org/I4210156450","https://openalex.org/I223822909","https://openalex.org/I2802164966"]},{"raw_affiliation_string":"Else Kroener Fresenius Center for Digital Health, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany","institution_ids":["https://openalex.org/I4210162051"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Mahboubeh Jannesari Ladani","orcid":null},"institutions":[{"id":"https://openalex.org/I177802217","display_name":"University of Mannheim","ror":"https://ror.org/031bsb921","country_code":"DE","type":"education","lineage":["https://openalex.org/I177802217"]},{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]},{"id":"https://openalex.org/I4210156450","display_name":"University Medical Centre Mannheim","ror":"https://ror.org/05sxbyd35","country_code":"DE","type":"funder","lineage":["https://openalex.org/I4210156450"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Mahboubeh Jannesari Ladani","raw_affiliation_strings":["Department of Biomedical Informatics, Mannheim Institute for intelligent Systems in Medicine (MIISM), Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Informatics, Mannheim Institute for intelligent Systems in Medicine (MIISM), Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany","institution_ids":["https://openalex.org/I177802217","https://openalex.org/I4210156450","https://openalex.org/I223822909","https://openalex.org/I2802164966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073483894","display_name":"Jakob Nikolas Kather","orcid":"https://orcid.org/0000-0002-3730-5348"},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]},{"id":"https://openalex.org/I4210111460","display_name":"National Center for Tumor Diseases","ror":"https://ror.org/01txwsw02","country_code":"DE","type":"funder","lineage":["https://openalex.org/I4210111460"]},{"id":"https://openalex.org/I4210162051","display_name":"University Hospital Carl Gustav Carus","ror":"https://ror.org/04za5zm41","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210162051"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jakob Nikolas Kather","raw_affiliation_strings":["Department of Medicine I, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany","Else Kroener Fresenius Center for Digital Health, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany","Medical Oncology, National Center for Tumor Diseases (NCT), University Hospital Heidelberg, Heidelberg, Germany, Heidelberg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Medicine I, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany","institution_ids":["https://openalex.org/I4210162051"]},{"raw_affiliation_string":"Else Kroener Fresenius Center for Digital Health, Faculty of Medicine and University Hospital Carl Gustav Carus, TUD Dresden University of Technology, Dresden, Germany","institution_ids":["https://openalex.org/I4210162051"]},{"raw_affiliation_string":"Medical Oncology, National Center for Tumor Diseases (NCT), University Hospital Heidelberg, Heidelberg, Germany, Heidelberg, Germany","institution_ids":["https://openalex.org/I4210111460","https://openalex.org/I223822909","https://openalex.org/I2802164966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102816393","display_name":"Matthias P. Ebert","orcid":"https://orcid.org/0000-0003-3228-5138"},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]},{"id":"https://openalex.org/I4210138560","display_name":"European Molecular Biology Laboratory","ror":"https://ror.org/03mstc592","country_code":"DE","type":"government","lineage":["https://openalex.org/I4210138560"]},{"id":"https://openalex.org/I4210156450","display_name":"University Medical Centre Mannheim","ror":"https://ror.org/05sxbyd35","country_code":"DE","type":"funder","lineage":["https://openalex.org/I4210156450"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Matthias P. Ebert","raw_affiliation_strings":["DKFZ Hector Cancer Institute at the University Medical Center, Mannheim, Germany","Department of Medicine II, University Medical Center Mannheim, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany","Molecular Medicine Partnership Unit, European Molecular Biology Laboratory, Heidelberg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"DKFZ Hector Cancer Institute at the University Medical Center, Mannheim, Germany","institution_ids":["https://openalex.org/I4210156450","https://openalex.org/I223822909","https://openalex.org/I2802164966"]},{"raw_affiliation_string":"Department of Medicine II, University Medical Center Mannheim, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany","institution_ids":["https://openalex.org/I4210156450","https://openalex.org/I223822909","https://openalex.org/I2802164966"]},{"raw_affiliation_string":"Molecular Medicine Partnership Unit, European Molecular Biology Laboratory, Heidelberg, Germany","institution_ids":["https://openalex.org/I4210138560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071790669","display_name":"Fabian Siegel","orcid":"https://orcid.org/0000-0002-9673-5030"},"institutions":[{"id":"https://openalex.org/I177802217","display_name":"University of Mannheim","ror":"https://ror.org/031bsb921","country_code":"DE","type":"education","lineage":["https://openalex.org/I177802217"]},{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]},{"id":"https://openalex.org/I4210156450","display_name":"University Medical Centre Mannheim","ror":"https://ror.org/05sxbyd35","country_code":"DE","type":"funder","lineage":["https://openalex.org/I4210156450"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Fabian Siegel","raw_affiliation_strings":["Department of Biomedical Informatics, Mannheim Institute for intelligent Systems in Medicine (MIISM), Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Informatics, Mannheim Institute for intelligent Systems in Medicine (MIISM), Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany","institution_ids":["https://openalex.org/I177802217","https://openalex.org/I4210156450","https://openalex.org/I223822909","https://openalex.org/I2802164966"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026848807","display_name":"Sebastian Belle","orcid":null},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]},{"id":"https://openalex.org/I4210156450","display_name":"University Medical Centre Mannheim","ror":"https://ror.org/05sxbyd35","country_code":"DE","type":"funder","lineage":["https://openalex.org/I4210156450"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sebastian Belle","raw_affiliation_strings":["Department of Medicine II, University Medical Center Mannheim, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany. Sebastian.belle@umm.de"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Medicine II, University Medical Center Mannheim, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany. Sebastian.belle@umm.de","institution_ids":["https://openalex.org/I4210156450","https://openalex.org/I223822909","https://openalex.org/I2802164966"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5106693808"],"corresponding_institution_ids":["https://openalex.org/I223822909","https://openalex.org/I2802164966","https://openalex.org/I4210156450"],"apc_list":{"value":3060,"currency":"USD","value_usd":3060},"apc_paid":{"value":3060,"currency":"USD","value_usd":3060},"fwci":4.2409,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.9482218,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":100},"biblio":{"volume":"8","issue":"1","first_page":"424","last_page":"424"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10552","display_name":"Colorectal Cancer Screening and Detection","score":0.9972000122070312,"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":0.9972000122070312,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.9954000115394592,"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/T10862","display_name":"AI in cancer detection","score":0.9869999885559082,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/adverse-effect","display_name":"Adverse effect","score":0.6098799705505371},{"id":"https://openalex.org/keywords/endoscopy","display_name":"Endoscopy","score":0.5812427401542664},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5481430292129517},{"id":"https://openalex.org/keywords/event","display_name":"Event (particle physics)","score":0.5472568273544312},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.4324505031108856},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3719106912612915},{"id":"https://openalex.org/keywords/medical-physics","display_name":"Medical physics","score":0.3628702163696289},{"id":"https://openalex.org/keywords/surgery","display_name":"Surgery","score":0.21946245431900024},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.18544593453407288},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.05951389670372009}],"concepts":[{"id":"https://openalex.org/C197934379","wikidata":"https://www.wikidata.org/wiki/Q2047938","display_name":"Adverse effect","level":2,"score":0.6098799705505371},{"id":"https://openalex.org/C2778451229","wikidata":"https://www.wikidata.org/wiki/Q212809","display_name":"Endoscopy","level":2,"score":0.5812427401542664},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5481430292129517},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.5472568273544312},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.4324505031108856},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3719106912612915},{"id":"https://openalex.org/C19527891","wikidata":"https://www.wikidata.org/wiki/Q1120908","display_name":"Medical physics","level":1,"score":0.3628702163696289},{"id":"https://openalex.org/C141071460","wikidata":"https://www.wikidata.org/wiki/Q40821","display_name":"Surgery","level":1,"score":0.21946245431900024},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.18544593453407288},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.05951389670372009},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1038/s41746-025-01826-5","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-025-01826-5","pdf_url":"https://www.nature.com/articles/s41746-025-01826-5.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:40640575","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40640575","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:845f83beb32045dc88147f533e32529f","is_oa":true,"landing_page_url":"https://doaj.org/article/845f83beb32045dc88147f533e32529f","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 8, Iss 1, Pp 1-10 (2025)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:12246240","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12246240","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/s41746-025-01826-5","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41746-025-01826-5","pdf_url":"https://www.nature.com/articles/s41746-025-01826-5.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":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4412161393.pdf","grobid_xml":"https://content.openalex.org/works/W4412161393.grobid-xml"},"referenced_works_count":25,"referenced_works":["https://openalex.org/W1966716734","https://openalex.org/W2020697574","https://openalex.org/W2118860869","https://openalex.org/W2133172730","https://openalex.org/W2172767501","https://openalex.org/W2282821441","https://openalex.org/W2342249984","https://openalex.org/W2569214105","https://openalex.org/W2768348081","https://openalex.org/W2784499877","https://openalex.org/W2944774301","https://openalex.org/W2960193895","https://openalex.org/W3098949126","https://openalex.org/W3120894151","https://openalex.org/W3127218785","https://openalex.org/W3127660054","https://openalex.org/W3174086521","https://openalex.org/W4312114943","https://openalex.org/W4386836900","https://openalex.org/W4392003803","https://openalex.org/W4396553888","https://openalex.org/W4398181487","https://openalex.org/W4401813938","https://openalex.org/W4402713323","https://openalex.org/W6675354045"],"related_works":["https://openalex.org/W2363653979","https://openalex.org/W4220709714","https://openalex.org/W2922115310","https://openalex.org/W4361215268","https://openalex.org/W2392163463","https://openalex.org/W2330883931","https://openalex.org/W1967183025","https://openalex.org/W4244851925","https://openalex.org/W4224944779","https://openalex.org/W4378417534"],"abstract_inverted_index":{"Endoscopic":[0],"interventions":[1],"are":[2],"essential":[3],"for":[4,16,36,87,90,94,104,114],"diagnosing":[5],"and":[6,11,20,53,66,92,118,135],"treating":[7],"gastrointestinal":[8],"conditions.":[9],"Accurate":[10],"comprehensive":[12],"documentation":[13,116],"is":[14],"crucial":[15],"enhancing":[17,119],"patient":[18],"safety":[19],"optimizing":[21],"clinical":[22,44,130],"outcomes;":[23],"however,":[24],"adverse":[25,40,62,144],"events":[26,41,63,145],"remain":[27],"underreported.":[28],"This":[29,107],"study":[30],"evaluates":[31],"a":[32,57,111],"machine":[33],"learning-based":[34],"approach":[35,127],"systematically":[37],"detecting":[38,61],"endoscopic":[39],"from":[42],"real-world":[43],"metadata,":[45],"including":[46],"structured":[47],"hospital":[48],"data":[49],"such":[50],"as":[51],"ICD-codes":[52],"procedure":[54],"timings.":[55],"Using":[56],"random":[58],"forest":[59],"classifier":[60],"perforation,":[64,88],"bleeding,":[65,91],"readmission,":[67],"we":[68],"analysed":[69],"2490":[70],"inpatient":[71],"cases,":[72],"achieving":[73],"significant":[74],"improvements":[75],"over":[76],"baseline":[77],"prediction":[78],"accuracy.":[79],"The":[80],"model":[81],"achieved":[82],"AUC-ROC/AUC-PR":[83],"values":[84],"of":[85,100,142],"0.9/0.69":[86],"0.84/0.64":[89],"0.96/0.9":[93],"readmissions.":[95],"Results":[96],"highlight":[97],"the":[98,140],"importance":[99],"multiple":[101],"metadata":[102,124],"features":[103],"robust":[105],"predictions.":[106],"semi-automated":[108],"method":[109],"offers":[110],"privacy-preserving":[112],"tool":[113],"identifying":[115],"discrepancies":[117],"quality":[120,132],"control.":[121],"By":[122],"integrating":[123],"analysis,":[125],"this":[126],"supports":[128],"better":[129],"decision-making,":[131],"improvement":[133],"initiatives,":[134],"resource":[136],"allocation":[137],"while":[138],"reducing":[139],"risk":[141],"missed":[143],"in":[146],"endoscopy.":[147]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":1}],"updated_date":"2026-05-10T08:33:47.465468","created_date":"2025-10-10T00:00:00"}
