{"id":"https://openalex.org/W4284978235","doi":"https://doi.org/10.1016/j.cmpb.2022.107012","title":"Constrained multiple instance learning for ulcerative colitis prediction using histological images","display_name":"Constrained multiple instance learning for ulcerative colitis prediction using histological images","publication_year":2022,"publication_date":"2022-07-09","ids":{"openalex":"https://openalex.org/W4284978235","doi":"https://doi.org/10.1016/j.cmpb.2022.107012","pmid":"https://pubmed.ncbi.nlm.nih.gov/35843078"},"language":"en","primary_location":{"id":"doi:10.1016/j.cmpb.2022.107012","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.cmpb.2022.107012","pdf_url":"https://www.sciencedirect.com/science/article/pii/S0169260722003947/pdf","source":{"id":"https://openalex.org/S138959710","display_name":"Computer Methods and Programs in Biomedicine","issn_l":"0169-2607","issn":["0169-2607","1872-7565"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Methods and Programs in Biomedicine","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://www.sciencedirect.com/science/article/pii/S0169260722003947/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5067714499","display_name":"Roc\u00edo del Amor","orcid":"https://orcid.org/0000-0002-5342-2093"},"institutions":[{"id":"https://openalex.org/I60053951","display_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","ror":"https://ror.org/01460j859","country_code":"ES","type":"education","lineage":["https://openalex.org/I60053951"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Roc\u00edo del Amor","raw_affiliation_strings":["Instituto de Investigaci\u00f3n e Innovaci\u00f3n en Bioingenier\u00eda, Universitat Polit\u00e9cnica de Val\u00e9ncia, Valencia, Spain. Electronic address: madeam2@upvnet.upv.es","Instituto de Investigaci\u00f3n e Innovaci\u00f3n en Bioingenier\u00eda, Universitat Polit\u00e9cnica de Val\u00e9ncia, Valencia, Spain"],"raw_orcid":"https://orcid.org/0000-0002-5342-2093","affiliations":[{"raw_affiliation_string":"Instituto de Investigaci\u00f3n e Innovaci\u00f3n en Bioingenier\u00eda, Universitat Polit\u00e9cnica de Val\u00e9ncia, Valencia, Spain. Electronic address: madeam2@upvnet.upv.es","institution_ids":["https://openalex.org/I60053951"]},{"raw_affiliation_string":"Instituto de Investigaci\u00f3n e Innovaci\u00f3n en Bioingenier\u00eda, Universitat Polit\u00e9cnica de Val\u00e9ncia, Valencia, Spain","institution_ids":["https://openalex.org/I60053951"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078997558","display_name":"Pablo Meseguer","orcid":"https://orcid.org/0000-0001-7821-6168"},"institutions":[{"id":"https://openalex.org/I60053951","display_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","ror":"https://ror.org/01460j859","country_code":"ES","type":"education","lineage":["https://openalex.org/I60053951"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Pablo Meseguer","raw_affiliation_strings":["Instituto de Investigaci\u00f3n e Innovaci\u00f3n en Bioingenier\u00eda, Universitat Polit\u00e9cnica de Val\u00e9ncia, Valencia, Spain"],"raw_orcid":"https://orcid.org/0000-0001-7821-6168","affiliations":[{"raw_affiliation_string":"Instituto de Investigaci\u00f3n e Innovaci\u00f3n en Bioingenier\u00eda, Universitat Polit\u00e9cnica de Val\u00e9ncia, Valencia, Spain","institution_ids":["https://openalex.org/I60053951"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085303484","display_name":"Tommaso Lorenzo Parigi","orcid":"https://orcid.org/0000-0002-3398-0231"},"institutions":[{"id":"https://openalex.org/I1339471597","display_name":"Humanitas University","ror":"https://ror.org/020dggs04","country_code":"IT","type":"education","lineage":["https://openalex.org/I1339471597"]},{"id":"https://openalex.org/I79619799","display_name":"University of Birmingham","ror":"https://ror.org/03angcq70","country_code":"GB","type":"education","lineage":["https://openalex.org/I79619799"]}],"countries":["GB","IT"],"is_corresponding":false,"raw_author_name":"Tommaso Lorenzo Parigi","raw_affiliation_strings":["Department of Biomedical Sciences, Humanitas University, Milan, Italy; University of Birmingham, Immunology and Immunotherapy, Birmingham, United Kingdom"],"raw_orcid":"https://orcid.org/0000-0002-3398-0231","affiliations":[{"raw_affiliation_string":"Department of Biomedical Sciences, Humanitas University, Milan, Italy; University of Birmingham, Immunology and Immunotherapy, Birmingham, United Kingdom","institution_ids":["https://openalex.org/I1339471597","https://openalex.org/I79619799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058837422","display_name":"Vincenzo Villanacci","orcid":"https://orcid.org/0000-0002-6774-1060"},"institutions":[{"id":"https://openalex.org/I79940851","display_name":"University of Brescia","ror":"https://ror.org/02q2d2610","country_code":"IT","type":"education","lineage":["https://openalex.org/I79940851"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Vincenzo Villanacci","raw_affiliation_strings":["Institute of Pathology, ASST Spedali Civili, University of Brescia, Brescia, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Pathology, ASST Spedali Civili, University of Brescia, Brescia, Italy","institution_ids":["https://openalex.org/I79940851"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019517367","display_name":"Adri\u00e1n Colomer","orcid":"https://orcid.org/0000-0002-7616-6029"},"institutions":[{"id":"https://openalex.org/I60053951","display_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","ror":"https://ror.org/01460j859","country_code":"ES","type":"education","lineage":["https://openalex.org/I60053951"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Adri\u00e1n Colomer","raw_affiliation_strings":["Instituto de Investigaci\u00f3n e Innovaci\u00f3n en Bioingenier\u00eda, Universitat Polit\u00e9cnica de Val\u00e9ncia, Valencia, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Instituto de Investigaci\u00f3n e Innovaci\u00f3n en Bioingenier\u00eda, Universitat Polit\u00e9cnica de Val\u00e9ncia, Valencia, Spain","institution_ids":["https://openalex.org/I60053951"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058597483","display_name":"La\u00ebtitia Launet","orcid":"https://orcid.org/0000-0003-4230-0987"},"institutions":[{"id":"https://openalex.org/I60053951","display_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","ror":"https://ror.org/01460j859","country_code":"ES","type":"education","lineage":["https://openalex.org/I60053951"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"La\u00ebtitia Launet","raw_affiliation_strings":["Instituto de Investigaci\u00f3n e Innovaci\u00f3n en Bioingenier\u00eda, Universitat Polit\u00e9cnica de Val\u00e9ncia, Valencia, Spain"],"raw_orcid":"https://orcid.org/0000-0003-4230-0987","affiliations":[{"raw_affiliation_string":"Instituto de Investigaci\u00f3n e Innovaci\u00f3n en Bioingenier\u00eda, Universitat Polit\u00e9cnica de Val\u00e9ncia, Valencia, Spain","institution_ids":["https://openalex.org/I60053951"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023066254","display_name":"Alina Bazarova","orcid":"https://orcid.org/0000-0001-8874-1783"},"institutions":[{"id":"https://openalex.org/I180923762","display_name":"University of Cologne","ror":"https://ror.org/00rcxh774","country_code":"DE","type":"education","lineage":["https://openalex.org/I180923762"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Alina Bazarova","raw_affiliation_strings":["Institute for Biological Physics, University of Cologne, Cologne, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Biological Physics, University of Cologne, Cologne, Germany","institution_ids":["https://openalex.org/I180923762"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059243825","display_name":"Gian Eugenio Tontini","orcid":"https://orcid.org/0000-0002-8964-5686"},"institutions":[{"id":"https://openalex.org/I189158943","display_name":"University of Milan","ror":"https://ror.org/00wjc7c48","country_code":"IT","type":"education","lineage":["https://openalex.org/I189158943"]},{"id":"https://openalex.org/I2803066834","display_name":"Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico","ror":"https://ror.org/016zn0y21","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I2803066834","https://openalex.org/I4210153126"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Gian Eugenio Tontini","raw_affiliation_strings":["Fondazione IRCCS Ca'Granda Ospedale Maggiore Policlinico, Department of Pathophysiology and Transplantation, University of Milan, Milan, Italy","Fondazione IRCCS Ca\u2019Granda Ospedale Maggiore Policlinico, Department of Pathophysiology and Transplantation, University of Milan, Milan, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fondazione IRCCS Ca'Granda Ospedale Maggiore Policlinico, Department of Pathophysiology and Transplantation, University of Milan, Milan, Italy","institution_ids":["https://openalex.org/I189158943","https://openalex.org/I2803066834"]},{"raw_affiliation_string":"Fondazione IRCCS Ca\u2019Granda Ospedale Maggiore Policlinico, Department of Pathophysiology and Transplantation, University of Milan, Milan, Italy","institution_ids":["https://openalex.org/I189158943","https://openalex.org/I2803066834"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087036759","display_name":"Raf Bisschops","orcid":"https://orcid.org/0000-0002-9994-8226"},"institutions":[{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Raf Bisschops","raw_affiliation_strings":["Division of Gastroenterology, University Hospitals Leuven, Leuven, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Gastroenterology, University Hospitals Leuven, Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003632939","display_name":"Gert De Hertogh","orcid":"https://orcid.org/0000-0001-8494-7725"},"institutions":[{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Gert de Hertogh","raw_affiliation_strings":["Division of Gastroenterology, University Hospitals Leuven, Leuven, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Gastroenterology, University Hospitals Leuven, Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070586591","display_name":"Jos\u00e9 G. Ferraz","orcid":"https://orcid.org/0000-0002-9734-5894"},"institutions":[{"id":"https://openalex.org/I168635309","display_name":"University of Calgary","ror":"https://ror.org/03yjb2x39","country_code":"CA","type":"education","lineage":["https://openalex.org/I168635309"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Jose G. Ferraz","raw_affiliation_strings":["Division of Gastroenterology, University of Calgary Cumming School of Medicine, Calgary, Canada"],"raw_orcid":"https://orcid.org/0000-0002-9734-5894","affiliations":[{"raw_affiliation_string":"Division of Gastroenterology, University of Calgary Cumming School of Medicine, Calgary, Canada","institution_ids":["https://openalex.org/I168635309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053444208","display_name":"Mart\u00edn G\u00f6tz","orcid":"https://orcid.org/0000-0002-9256-9178"},"institutions":[{"id":"https://openalex.org/I4210139423","display_name":"Klinikum Sindelfingen-B\u00f6blingen","ror":"https://ror.org/04s366p63","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210139423"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Martin G\u00f6tz","raw_affiliation_strings":["Division of Gastroenterology, Klinikum, B\u00f6blingen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Gastroenterology, Klinikum, B\u00f6blingen, Germany","institution_ids":["https://openalex.org/I4210139423"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036381603","display_name":"Xianyong Gui","orcid":"https://orcid.org/0000-0001-8833-1098"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]},{"id":"https://openalex.org/I58610484","display_name":"Seattle University","ror":"https://ror.org/02jqc0m91","country_code":"US","type":"education","lineage":["https://openalex.org/I58610484"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xianyong Gui","raw_affiliation_strings":["Department of Laboratory Medicine and Pathology, University of Washington, Seattle, USA"],"raw_orcid":"https://orcid.org/0000-0001-8833-1098","affiliations":[{"raw_affiliation_string":"Department of Laboratory Medicine and Pathology, University of Washington, Seattle, USA","institution_ids":["https://openalex.org/I201448701","https://openalex.org/I58610484"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080066400","display_name":"Bu Hayee","orcid":"https://orcid.org/0000-0003-1670-8815"},"institutions":[{"id":"https://openalex.org/I183935753","display_name":"King's College London","ror":"https://ror.org/0220mzb33","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I183935753"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Bu\u2019Hussain Hayee","raw_affiliation_strings":["Division of Gastroenterology, Kings College London, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Gastroenterology, Kings College London, London, United Kingdom","institution_ids":["https://openalex.org/I183935753"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009022915","display_name":"Mark Lazarev","orcid":"https://orcid.org/0000-0002-5517-3588"},"institutions":[{"id":"https://openalex.org/I4210150714","display_name":"Johns Hopkins Hospital","ror":"https://ror.org/05cb1k848","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799853436","https://openalex.org/I4210150714"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mark Lazarev","raw_affiliation_strings":["Division of Gastroenterology, Johns Hopkins Hospital, Baltimore, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Gastroenterology, Johns Hopkins Hospital, Baltimore, United States","institution_ids":["https://openalex.org/I4210150714"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008149243","display_name":"Remo Panaccione","orcid":"https://orcid.org/0000-0002-5247-940X"},"institutions":[{"id":"https://openalex.org/I168635309","display_name":"University of Calgary","ror":"https://ror.org/03yjb2x39","country_code":"CA","type":"education","lineage":["https://openalex.org/I168635309"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Remo Panaccione","raw_affiliation_strings":["Division of Gastroenterology, University of Calgary Cumming School of Medicine, Calgary, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Gastroenterology, University of Calgary Cumming School of Medicine, Calgary, Canada","institution_ids":["https://openalex.org/I168635309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082421027","display_name":"Adolfo Parra\u2010Blanco","orcid":"https://orcid.org/0000-0003-2396-0226"},"institutions":[{"id":"https://openalex.org/I142263535","display_name":"University of Nottingham","ror":"https://ror.org/01ee9ar58","country_code":"GB","type":"education","lineage":["https://openalex.org/I142263535"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Adolfo Parra-Blanco","raw_affiliation_strings":["Division of Gastroenterology, University of Nottingham, Nottingham, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Gastroenterology, University of Nottingham, Nottingham, United Kingdom","institution_ids":["https://openalex.org/I142263535"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081395677","display_name":"Pradeep Bhandari","orcid":"https://orcid.org/0000-0002-1241-2083"},"institutions":[{"id":"https://openalex.org/I2802802402","display_name":"Queen Alexandra Hospital","ror":"https://ror.org/04rha3g10","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I2802802402","https://openalex.org/I4210090003"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Pradeep Bhandari","raw_affiliation_strings":["Division of Gastroenterology, Queen Alexandra Hospital, Portsmouth, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Gastroenterology, Queen Alexandra Hospital, Portsmouth, United Kingdom","institution_ids":["https://openalex.org/I2802802402"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076872185","display_name":"Luca Pastorelli","orcid":"https://orcid.org/0000-0002-2810-9951"},"institutions":[{"id":"https://openalex.org/I1307721752","display_name":"AOL (United States)","ror":"https://ror.org/051sg1a03","country_code":"US","type":"company","lineage":["https://openalex.org/I1307721752"]},{"id":"https://openalex.org/I189158943","display_name":"University of Milan","ror":"https://ror.org/00wjc7c48","country_code":"IT","type":"education","lineage":["https://openalex.org/I189158943"]},{"id":"https://openalex.org/I4210113283","display_name":"Ospedale San Paolo","ror":"https://ror.org/023pc0v92","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210099368","https://openalex.org/I4210113283","https://openalex.org/I4210117053"]}],"countries":["IT","US"],"is_corresponding":false,"raw_author_name":"Luca Pastorelli","raw_affiliation_strings":["Liver and Gastroenterology Unit, Universita' degli Studi di Milano, ASST Santi Paolo E Carlo, University Hospital San Paolo, Milan, Italy","Liver and Gastroenterology Unit, Universita\u2019 degli Studi di Milano, ASST Santi Paolo E Carlo, University Hospital San Paolo, Milan, Italy"],"raw_orcid":"https://orcid.org/0000-0002-2810-9951","affiliations":[{"raw_affiliation_string":"Liver and Gastroenterology Unit, Universita' degli Studi di Milano, ASST Santi Paolo E Carlo, University Hospital San Paolo, Milan, Italy","institution_ids":["https://openalex.org/I1307721752","https://openalex.org/I4210113283"]},{"raw_affiliation_string":"Liver and Gastroenterology Unit, Universita\u2019 degli Studi di Milano, ASST Santi Paolo E Carlo, University Hospital San Paolo, Milan, Italy","institution_ids":["https://openalex.org/I189158943","https://openalex.org/I4210113283"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078562712","display_name":"Timo R\u00e4th","orcid":"https://orcid.org/0000-0002-7728-9338"},"institutions":[{"id":"https://openalex.org/I181369854","display_name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg","ror":"https://ror.org/00f7hpc57","country_code":"DE","type":"education","lineage":["https://openalex.org/I181369854"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Timo Rath","raw_affiliation_strings":["Division of Gastroenterology, University of Erlangen, Erlangen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Gastroenterology, University of Erlangen, Erlangen, Germany","institution_ids":["https://openalex.org/I181369854"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023287642","display_name":"Elin Synn\u00f8ve R\u00f8yset","orcid":"https://orcid.org/0000-0003-4423-0361"},"institutions":[{"id":"https://openalex.org/I204778367","display_name":"Norwegian University of Science and Technology","ror":"https://ror.org/05xg72x27","country_code":"NO","type":"education","lineage":["https://openalex.org/I204778367"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Elin Synn\u00f8ve R\u00f8yset","raw_affiliation_strings":["Department of Clinical and Molecular Medicine, Norwegian University of Science and Technology, Trondheim, Norway"],"raw_orcid":"https://orcid.org/0000-0003-4423-0361","affiliations":[{"raw_affiliation_string":"Department of Clinical and Molecular Medicine, Norwegian University of Science and Technology, Trondheim, Norway","institution_ids":["https://openalex.org/I204778367"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012621209","display_name":"Michael Vieth","orcid":"https://orcid.org/0000-0002-4336-7721"},"institutions":[{"id":"https://openalex.org/I2802166062","display_name":"Bayreuth Medical Center","ror":"https://ror.org/034nz8723","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802166062"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Michael Vieth","raw_affiliation_strings":["Klinikum Bayreuth, Bayreuth, Germany; Institute of Pathology, Friedrich-Alexander-University Erlangen-Nuremberg, Nuremberg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Klinikum Bayreuth, Bayreuth, Germany; Institute of Pathology, Friedrich-Alexander-University Erlangen-Nuremberg, Nuremberg, Germany","institution_ids":["https://openalex.org/I2802166062"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084211946","display_name":"Davide Zardo","orcid":null},"institutions":[{"id":"https://openalex.org/I4210152245","display_name":"Ospedale San Bortolo","ror":"https://ror.org/05wd86d64","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210152245"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Davide Zardo","raw_affiliation_strings":["Department of Pathology, San Bortolo Hospital, Vicenza, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Pathology, San Bortolo Hospital, Vicenza, Italy","institution_ids":["https://openalex.org/I4210152245"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022937331","display_name":"Enrico Grisan","orcid":"https://orcid.org/0000-0002-7365-5652"},"institutions":[{"id":"https://openalex.org/I28257850","display_name":"London South Bank University","ror":"https://ror.org/02vwnat91","country_code":"GB","type":"education","lineage":["https://openalex.org/I28257850"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Enrico Grisan","raw_affiliation_strings":["Department of Information Engineering, Padova, Italy; School of Engineering, London South Bank University, London, UK"],"raw_orcid":"https://orcid.org/0000-0002-7365-5652","affiliations":[{"raw_affiliation_string":"Department of Information Engineering, Padova, Italy; School of Engineering, London South Bank University, London, UK","institution_ids":["https://openalex.org/I28257850"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100740169","display_name":"Subrata Ghosh","orcid":"https://orcid.org/0000-0002-1713-7797"},"institutions":[{"id":"https://openalex.org/I4210141138","display_name":"APC Microbiome Institute","ror":"https://ror.org/03f2ct267","country_code":"IE","type":"facility","lineage":["https://openalex.org/I4210141138"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Subrata Ghosh","raw_affiliation_strings":["APC Microbiome Ireland, College of Medicine and Health, Cork, Ireland; Institute for Biological Physics, University of Cologne, Cologne, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"APC Microbiome Ireland, College of Medicine and Health, Cork, Ireland; Institute for Biological Physics, University of Cologne, Cologne, Germany","institution_ids":["https://openalex.org/I4210141138"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072818285","display_name":"Marietta Iacucci","orcid":"https://orcid.org/0000-0002-3142-9550"},"institutions":[{"id":"https://openalex.org/I4210162943","display_name":"NIHR Birmingham Biomedical Research Centre","ror":"https://ror.org/05ccjmp23","country_code":"GB","type":"facility","lineage":["https://openalex.org/I34931013","https://openalex.org/I4210162943"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Marietta Iacucci","raw_affiliation_strings":["Department of Biomedical Sciences, Humanitas University, Milan, Italy; National Institute for Health Research (NIHR) Biomedical Research Centre, Birmingham, United Kingdom; Department of Gastroenterology, University Hospitals Birmingham NHS Trust, Birmingham, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Sciences, Humanitas University, Milan, Italy; National Institute for Health Research (NIHR) Biomedical Research Centre, Birmingham, United Kingdom; Department of Gastroenterology, University Hospitals Birmingham NHS Trust, Birmingham, United Kingdom","institution_ids":["https://openalex.org/I4210162943"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043316752","display_name":"Valery Naranjo","orcid":"https://orcid.org/0000-0002-0181-3412"},"institutions":[{"id":"https://openalex.org/I60053951","display_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","ror":"https://ror.org/01460j859","country_code":"ES","type":"education","lineage":["https://openalex.org/I60053951"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Valery Naranjo","raw_affiliation_strings":["Instituto de Investigaci\u00f3n e Innovaci\u00f3n en Bioingenier\u00eda, Universitat Polit\u00e9cnica de Val\u00e9ncia, Valencia, Spain"],"raw_orcid":"https://orcid.org/0000-0002-0181-3412","affiliations":[{"raw_affiliation_string":"Instituto de Investigaci\u00f3n e Innovaci\u00f3n en Bioingenier\u00eda, Universitat Polit\u00e9cnica de Val\u00e9ncia, Valencia, Spain","institution_ids":["https://openalex.org/I60053951"]}]}],"institutions":[],"countries_distinct_count":9,"institutions_distinct_count":25,"corresponding_author_ids":["https://openalex.org/A5067714499"],"corresponding_institution_ids":["https://openalex.org/I60053951"],"apc_list":{"value":2800,"currency":"USD","value_usd":2800},"apc_paid":{"value":2800,"currency":"USD","value_usd":2800},"fwci":3.8527,"has_fulltext":true,"cited_by_count":35,"citation_normalized_percentile":{"value":0.93983669,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"224","issue":null,"first_page":"107012","last_page":"107012"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.48660001158714294,"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":0.48660001158714294,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.0997999981045723,"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"}},{"id":"https://openalex.org/T12874","display_name":"Digital Imaging for Blood Diseases","score":0.09640000015497208,"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/ulcerative-colitis","display_name":"Ulcerative colitis","score":0.8329192399978638},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6714381575584412},{"id":"https://openalex.org/keywords/inflammatory-bowel-disease","display_name":"Inflammatory bowel disease","score":0.628805935382843},{"id":"https://openalex.org/keywords/colitis","display_name":"Colitis","score":0.5989570021629333},{"id":"https://openalex.org/keywords/rectum","display_name":"Rectum","score":0.4965525269508362},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4950508177280426},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.47650089859962463},{"id":"https://openalex.org/keywords/relevance","display_name":"Relevance (law)","score":0.47642263770103455},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.44219303131103516},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4397055506706238},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4276352524757385},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.2826441824436188},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.18271714448928833},{"id":"https://openalex.org/keywords/gastroenterology","display_name":"Gastroenterology","score":0.14119741320610046}],"concepts":[{"id":"https://openalex.org/C2780479503","wikidata":"https://www.wikidata.org/wiki/Q1477","display_name":"Ulcerative colitis","level":3,"score":0.8329192399978638},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6714381575584412},{"id":"https://openalex.org/C2778260677","wikidata":"https://www.wikidata.org/wiki/Q917447","display_name":"Inflammatory bowel disease","level":3,"score":0.628805935382843},{"id":"https://openalex.org/C2775862500","wikidata":"https://www.wikidata.org/wiki/Q2453464","display_name":"Colitis","level":2,"score":0.5989570021629333},{"id":"https://openalex.org/C2781074409","wikidata":"https://www.wikidata.org/wiki/Q158716","display_name":"Rectum","level":2,"score":0.4965525269508362},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4950508177280426},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.47650089859962463},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.47642263770103455},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.44219303131103516},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4397055506706238},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4276352524757385},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.2826441824436188},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.18271714448928833},{"id":"https://openalex.org/C90924648","wikidata":"https://www.wikidata.org/wiki/Q120569","display_name":"Gastroenterology","level":1,"score":0.14119741320610046},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D003093","descriptor_name":"Colitis, Ulcerative","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D003093","descriptor_name":"Colitis, Ulcerative","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D003093","descriptor_name":"Colitis, Ulcerative","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D003093","descriptor_name":"Colitis, Ulcerative","qualifier_ui":"Q000150","qualifier_name":"complications","is_major_topic":true},{"descriptor_ui":"D003093","descriptor_name":"Colitis, Ulcerative","qualifier_ui":"Q000150","qualifier_name":"complications","is_major_topic":true},{"descriptor_ui":"D003093","descriptor_name":"Colitis, Ulcerative","qualifier_ui":"Q000150","qualifier_name":"complications","is_major_topic":true},{"descriptor_ui":"D003093","descriptor_name":"Colitis, Ulcerative","qualifier_ui":"Q000188","qualifier_name":"drug therapy","is_major_topic":true},{"descriptor_ui":"D003093","descriptor_name":"Colitis, Ulcerative","qualifier_ui":"Q000188","qualifier_name":"drug therapy","is_major_topic":true},{"descriptor_ui":"D003093","descriptor_name":"Colitis, Ulcerative","qualifier_ui":"Q000188","qualifier_name":"drug therapy","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":"D015415","descriptor_name":"Biomarkers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015415","descriptor_name":"Biomarkers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015415","descriptor_name":"Biomarkers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":6,"locations":[{"id":"doi:10.1016/j.cmpb.2022.107012","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.cmpb.2022.107012","pdf_url":"https://www.sciencedirect.com/science/article/pii/S0169260722003947/pdf","source":{"id":"https://openalex.org/S138959710","display_name":"Computer Methods and Programs in Biomedicine","issn_l":"0169-2607","issn":["0169-2607","1872-7565"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Methods and Programs in Biomedicine","raw_type":"journal-article"},{"id":"pmid:35843078","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35843078","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":"Computer methods and programs in biomedicine","raw_type":"Journal Article"},{"id":"pmh:oai:USBKOELN.ub.uni-koeln.de:69723","is_oa":false,"landing_page_url":"https://kups.ub.uni-koeln.de/69723/","pdf_url":null,"source":{"id":"https://openalex.org/S4306400371","display_name":"K\u00f6lner Universit\u00e4ts PublikationsServer (Universit\u00e4t zu K\u00f6ln)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210115942","host_organization_name":"Rhenish Institute for Environmental Research","host_organization_lineage":["https://openalex.org/I4210115942"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"","raw_type":"doc-type:article"},{"id":"pmh:oai:lirias2repo.kuleuven.be:20.500.12942/699575","is_oa":true,"landing_page_url":"https://lirias.kuleuven.be/handle/20.500.12942/699575","pdf_url":"https://lirias.kuleuven.be/retrieve/7cd881b2-2367-4503-ba4e-61c9d5651bfc","source":{"id":"https://openalex.org/S7407055369","display_name":"Lirias","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Computer Methods And Programs In Biomedicine, vol. 224, Art.No. ARTN 107012","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:air.unimi.it:2434/962506","is_oa":true,"landing_page_url":"https://hdl.handle.net/2434/962506","pdf_url":null,"source":{"id":"https://openalex.org/S4306400516","display_name":"Archivio Istituzionale della Ricerca (Universita Degli Studi Di Milano)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I189158943","host_organization_name":"University of Milan","host_organization_lineage":["https://openalex.org/I189158943"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:riunet.upv.es:10251/192447","is_oa":true,"landing_page_url":"http://hdl.handle.net/10251/192447","pdf_url":null,"source":{"id":"https://openalex.org/S4306400639","display_name":"RiuNet (Universitat Polit\u00e8cnica de Val\u00e8ncia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I60053951","host_organization_name":"Universitat Polit\u00e8cnica de Val\u00e8ncia","host_organization_lineage":["https://openalex.org/I60053951"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1016/j.cmpb.2022.107012","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.cmpb.2022.107012","pdf_url":"https://www.sciencedirect.com/science/article/pii/S0169260722003947/pdf","source":{"id":"https://openalex.org/S138959710","display_name":"Computer Methods and Programs in Biomedicine","issn_l":"0169-2607","issn":["0169-2607","1872-7565"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Methods and Programs in Biomedicine","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G100543663","display_name":null,"funder_award_id":"PID2019","funder_id":"https://openalex.org/F4320321837","funder_display_name":"Ministerio de Econom\u00eda y Competitividad"},{"id":"https://openalex.org/G1888088267","display_name":null,"funder_award_id":"2014-2020\u2019","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G1892091120","display_name":null,"funder_award_id":"2014\u20102020","funder_id":"https://openalex.org/F4320321864","funder_display_name":"Generalitat Valenciana"},{"id":"https://openalex.org/G1953887145","display_name":null,"funder_award_id":"2014\u20102020","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G2300613588","display_name":"CLoud ARtificial Intelligence For pathologY","funder_award_id":"860627","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G2374808697","display_name":null,"funder_award_id":"PID2019-105142RB-C21","funder_id":"https://openalex.org/F4320321837","funder_display_name":"Ministerio de Econom\u00eda y Competitividad"},{"id":"https://openalex.org/G2673512141","display_name":null,"funder_award_id":"PID2019","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"},{"id":"https://openalex.org/G3872378052","display_name":null,"funder_award_id":"PAID-10-21","funder_id":"https://openalex.org/F4320321864","funder_display_name":"Generalitat Valenciana"},{"id":"https://openalex.org/G434337789","display_name":null,"funder_award_id":"HORIZON2020","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G5135207857","display_name":null,"funder_award_id":"AI4SKIN","funder_id":"https://openalex.org/F4320321837","funder_display_name":"Ministerio de Econom\u00eda y Competitividad"},{"id":"https://openalex.org/G7935052705","display_name":null,"funder_award_id":"DGX A100","funder_id":"https://openalex.org/F4320321864","funder_display_name":"Generalitat Valenciana"},{"id":"https://openalex.org/G8482261401","display_name":null,"funder_award_id":"IDIFEDER/2020/030","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320321837","display_name":"Ministerio de Econom\u00eda y Competitividad","ror":"https://ror.org/034900433"},{"id":"https://openalex.org/F4320321864","display_name":"Generalitat Valenciana","ror":"https://ror.org/0097mvx21"},{"id":"https://openalex.org/F4320335322","display_name":"European Regional Development Fund","ror":"https://ror.org/00k4n6c32"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4284978235.pdf","grobid_xml":"https://content.openalex.org/works/W4284978235.grobid-xml"},"referenced_works_count":42,"referenced_works":["https://openalex.org/W1929766967","https://openalex.org/W2094436918","https://openalex.org/W2122443382","https://openalex.org/W2328081523","https://openalex.org/W2493117138","https://openalex.org/W2583578793","https://openalex.org/W2760887048","https://openalex.org/W2766046358","https://openalex.org/W2772134050","https://openalex.org/W2783177521","https://openalex.org/W2783221675","https://openalex.org/W2787397416","https://openalex.org/W2799738340","https://openalex.org/W2898110333","https://openalex.org/W2912037201","https://openalex.org/W2946474601","https://openalex.org/W2956228567","https://openalex.org/W2996232947","https://openalex.org/W3033901345","https://openalex.org/W3089090082","https://openalex.org/W3094102292","https://openalex.org/W3108327761","https://openalex.org/W3111455576","https://openalex.org/W3130775838","https://openalex.org/W3131102858","https://openalex.org/W3135547872","https://openalex.org/W3169630429","https://openalex.org/W3172402727","https://openalex.org/W3207351222","https://openalex.org/W4206948580","https://openalex.org/W4213344618","https://openalex.org/W4255543478","https://openalex.org/W4301409532","https://openalex.org/W6632799366","https://openalex.org/W6638246162","https://openalex.org/W6747344306","https://openalex.org/W6747701563","https://openalex.org/W6757973087","https://openalex.org/W6779046389","https://openalex.org/W6783768408","https://openalex.org/W6785360750","https://openalex.org/W6796948936"],"related_works":["https://openalex.org/W2378399001","https://openalex.org/W2381376498","https://openalex.org/W2393318770","https://openalex.org/W2369056725","https://openalex.org/W4385147599","https://openalex.org/W1983577460","https://openalex.org/W2079612306","https://openalex.org/W2306829214","https://openalex.org/W2750722062","https://openalex.org/W1509080832"],"abstract_inverted_index":{"BACKGROUND":[0],"AND":[1],"OBJECTIVE:":[2],"Ulcerative":[3],"colitis":[4],"(UC)":[5],"is":[6,31,64,117,160],"an":[7,143],"inflammatory":[8],"bowel":[9],"disease":[10],"(IBD)":[11],"affecting":[12],"the":[13,16,33,65,72,83,131,170,183,186,205,212,242,252,265,279],"colon":[14,79,197],"and":[15,47,164,198,274],"rectum":[17,199],"characterized":[18],"by":[19],"a":[20,53,118,166,177,193,236,269],"remitting-relapsing":[21],"course.":[22],"To":[23],"detect":[24],"mucosal":[25],"inflammation":[26],"associated":[27],"with":[28,43,125,218],"UC,":[29],"histology":[30],"considered":[32],"most":[34],"stringent":[35],"criteria.":[36],"In":[37,138,173,216],"turn,":[38],"histologic":[39,62],"remission":[40,63],"(HR)":[41],"correlates":[42],"improved":[44],"clinical":[45],"outcomes":[46],"has":[48,85],"been":[49,97],"recently":[50],"recognized":[51],"as":[52],"desirable":[54],"treatment":[55],"target.":[56],"The":[57,111],"leading":[58],"biomarker":[59],"for":[60,225],"assessing":[61],"presence":[66,132],"or":[67],"absence":[68],"of":[69,74,114,133,185,196,239],"neutrophils.":[70],"Therefore,":[71],"finding":[73],"this":[75,115],"cell":[76],"in":[77,228,278],"specific":[78],"structures":[80],"indicates":[81],"that":[82,159,203,249],"patient":[84],"UC":[86,101,134],"activity.":[87],"However,":[88],"no":[89],"previous":[90],"studies":[91],"based":[92,102],"on":[93,103,192,251],"deep":[94],"learning":[95,122,171],"have":[96],"developed":[98],"to":[99,129,146,152,162,169,181,260,276],"identify":[100],"neutrophils":[104],"detection":[105],"using":[106,136,204],"whole-slide":[107],"images":[108],"(WSI).":[109],"METHODS:":[110],"methodological":[112],"core":[113],"work":[116],"novel":[119],"multiple":[120],"instance":[121],"(MIL)":[123],"framework":[124],"location":[126,206],"constraints":[127,148],"able":[128],"determine":[130],"activity":[135],"WSI.":[137],"particular,":[139],"we":[140,175,208],"put":[141],"forward":[142],"effective":[144],"way":[145],"introduce":[147],"about":[149],"positive":[150,187,270],"instances":[151],"effectively":[153],"explore":[154],"additional":[155],"weakly":[156],"supervised":[157],"information":[158,207],"easy":[161],"obtain":[163],"enjoy":[165],"significant":[167],"boost":[168],"process.":[172],"addition,":[174],"propose":[176],"new":[178,237],"weighted":[179],"embedding":[180],"enlarge":[182],"relevance":[184],"instances.":[188],"RESULTS:":[189],"Extensive":[190],"experiments":[191],"multi-center":[194],"dataset":[195],"WSIs,":[200],"PICASSO-MIL,":[201],"demonstrate":[202],"can":[209,257],"improve":[210],"considerably":[211],"results":[213,243],"at":[214],"WSI-level.":[215],"comparison":[217],"prior":[219],"MIL":[220,253],"settings,":[221],"our":[222],"method":[223,256],"allows":[224],"10%":[226],"improvements":[227],"bag-level":[229],"accuracy.":[230],"CONCLUSION:":[231],"Our":[232,255],"model,":[233],"which":[234],"introduces":[235],"form":[238],"constraints,":[240],"surpass":[241],"achieved":[244],"from":[245],"current":[246],"state-of-the-art":[247],"methods":[248],"focus":[250],"paradigm.":[254],"be":[258],"applied":[259],"other":[261],"histological":[262],"concerns":[263],"where":[264],"morphological":[266],"features":[267],"determining":[268],"WSI":[271],"are":[272],"tiny":[273],"similar":[275],"others":[277],"image.":[280]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":13},{"year":2023,"cited_by_count":7}],"updated_date":"2026-09-04T10:56:28.161419","created_date":"2025-10-10T00:00:00"}
