{"id":"https://openalex.org/W1582341970","doi":"https://doi.org/10.1007/978-3-642-04271-3_77","title":"Graph-Based Pancreatic Islet Segmentation for Early Type 2 Diabetes Mellitus on Histopathological Tissue","display_name":"Graph-Based Pancreatic Islet Segmentation for Early Type 2 Diabetes Mellitus on Histopathological Tissue","publication_year":2009,"publication_date":"2009-01-01","ids":{"openalex":"https://openalex.org/W1582341970","doi":"https://doi.org/10.1007/978-3-642-04271-3_77","mag":"1582341970","pmid":"https://pubmed.ncbi.nlm.nih.gov/20426165"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-642-04271-3_77","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-642-04271-3_77","pdf_url":"https://link.springer.com/content/pdf/10.1007%2F978-3-642-04271-3_77.pdf","source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"conference-paper","indexed_in":["crossref","datacite","pubmed"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://link.springer.com/content/pdf/10.1007%2F978-3-642-04271-3_77.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5054546491","display_name":"Xenofon Floros","orcid":null},"institutions":[{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]}],"countries":["CH"],"is_corresponding":true,"raw_author_name":"Xenofon Floros","raw_affiliation_strings":["Department of Computer Science, ETH Zurich, Switzerland. xenofon.floros@inf.ethz.ch","Department of Computer Science, ETH Zurich, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, ETH Zurich, Switzerland. xenofon.floros@inf.ethz.ch","institution_ids":["https://openalex.org/I35440088"]},{"raw_affiliation_string":"Department of Computer Science, ETH Zurich, Switzerland","institution_ids":["https://openalex.org/I35440088"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014100513","display_name":"Thomas J. Fuchs","orcid":"https://orcid.org/0000-0001-7603-8687"},"institutions":[{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]},{"id":"https://openalex.org/I4210118307","display_name":"Life Science Zurich","ror":"https://ror.org/02jxpdd90","country_code":"CH","type":"education","lineage":["https://openalex.org/I4210118307"]}],"countries":["CH"],"is_corresponding":true,"raw_author_name":"Thomas J. Fuchs","raw_affiliation_strings":["Competence Centre for Systems Physiology and Metabolic Diseases, Zurich","Department of Computer Science, ETH Zurich, Switzerland","Life Science Zurich PhD Program on Systems Biology of Complex Diseases,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Competence Centre for Systems Physiology and Metabolic Diseases, Zurich","institution_ids":[]},{"raw_affiliation_string":"Department of Computer Science, ETH Zurich, Switzerland","institution_ids":["https://openalex.org/I35440088"]},{"raw_affiliation_string":"Life Science Zurich PhD Program on Systems Biology of Complex Diseases,","institution_ids":["https://openalex.org/I4210118307"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038532092","display_name":"Markus Rechsteiner","orcid":null},"institutions":[{"id":"https://openalex.org/I4210100468","display_name":"University Hospital of Zurich","ror":"https://ror.org/01462r250","country_code":"CH","type":"funder","lineage":["https://openalex.org/I4210100468"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Markus P. Rechsteiner","raw_affiliation_strings":["Competence Centre for Systems Physiology and Metabolic Diseases, Zurich","Institute of Pathology, University Hospital Zurich, University Zurich,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Competence Centre for Systems Physiology and Metabolic Diseases, Zurich","institution_ids":[]},{"raw_affiliation_string":"Institute of Pathology, University Hospital Zurich, University Zurich,","institution_ids":["https://openalex.org/I4210100468"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076416009","display_name":"Giatgen A. Spinas","orcid":"https://orcid.org/0009-0007-6142-2564"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Giatgen Spinas","raw_affiliation_strings":["Competence Centre for Systems Physiology and Metabolic Diseases, Zurich","Division of Endocrinology and Diabetes, University Hospital Zurich,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Competence Centre for Systems Physiology and Metabolic Diseases, Zurich","institution_ids":[]},{"raw_affiliation_string":"Division of Endocrinology and Diabetes, University Hospital Zurich,","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076510325","display_name":"Holger Moch","orcid":"https://orcid.org/0000-0002-7986-2839"},"institutions":[{"id":"https://openalex.org/I4210100468","display_name":"University Hospital of Zurich","ror":"https://ror.org/01462r250","country_code":"CH","type":"funder","lineage":["https://openalex.org/I4210100468"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Holger Moch","raw_affiliation_strings":["Competence Centre for Systems Physiology and Metabolic Diseases, Zurich","Institute of Pathology, University Hospital Zurich, University Zurich,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Competence Centre for Systems Physiology and Metabolic Diseases, Zurich","institution_ids":[]},{"raw_affiliation_string":"Institute of Pathology, University Hospital Zurich, University Zurich,","institution_ids":["https://openalex.org/I4210100468"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038199211","display_name":"Joachim M. Buhmann","orcid":"https://orcid.org/0000-0002-6613-7101"},"institutions":[{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Joachim M. Buhmann","raw_affiliation_strings":["Competence Centre for Systems Physiology and Metabolic Diseases, Zurich","Department of Computer Science, ETH Zurich, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Competence Centre for Systems Physiology and Metabolic Diseases, Zurich","institution_ids":[]},{"raw_affiliation_string":"Department of Computer Science, ETH Zurich, Switzerland","institution_ids":["https://openalex.org/I35440088"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5014100513","https://openalex.org/A5054546491"],"corresponding_institution_ids":["https://openalex.org/I35440088","https://openalex.org/I4210118307"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"12","issue":"Pt 2","first_page":"633","last_page":"640"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9922000169754028,"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":0.9922000169754028,"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9837999939918518,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12874","display_name":"Digital Imaging for Blood Diseases","score":0.970300018787384,"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/segmentation","display_name":"Segmentation","score":0.7478188872337341},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5890139937400818},{"id":"https://openalex.org/keywords/islet","display_name":"Islet","score":0.5826540589332581},{"id":"https://openalex.org/keywords/pancreatic-islets","display_name":"Pancreatic islets","score":0.5685818791389465},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.506614089012146},{"id":"https://openalex.org/keywords/ground-truth","display_name":"Ground truth","score":0.4791664183139801},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4766879081726074},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.3948588967323303},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3783460259437561},{"id":"https://openalex.org/keywords/diabetes-mellitus","display_name":"Diabetes mellitus","score":0.31026872992515564},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.27807891368865967}],"concepts":[{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.7478188872337341},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5890139937400818},{"id":"https://openalex.org/C165220095","wikidata":"https://www.wikidata.org/wiki/Q207524","display_name":"Islet","level":3,"score":0.5826540589332581},{"id":"https://openalex.org/C2779855799","wikidata":"https://www.wikidata.org/wiki/Q728309","display_name":"Pancreatic islets","level":4,"score":0.5685818791389465},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.506614089012146},{"id":"https://openalex.org/C146849305","wikidata":"https://www.wikidata.org/wiki/Q370766","display_name":"Ground truth","level":2,"score":0.4791664183139801},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4766879081726074},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.3948588967323303},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3783460259437561},{"id":"https://openalex.org/C555293320","wikidata":"https://www.wikidata.org/wiki/Q12206","display_name":"Diabetes mellitus","level":2,"score":0.31026872992515564},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.27807891368865967},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.0},{"id":"https://openalex.org/C134018914","wikidata":"https://www.wikidata.org/wiki/Q162606","display_name":"Endocrinology","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003924","descriptor_name":"Diabetes Mellitus, Type 2","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D003924","descriptor_name":"Diabetes Mellitus, Type 2","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D003924","descriptor_name":"Diabetes Mellitus, Type 2","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007089","descriptor_name":"Image Enhancement","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007089","descriptor_name":"Image Enhancement","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007089","descriptor_name":"Image Enhancement","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D007515","descriptor_name":"Islets of Langerhans","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D007515","descriptor_name":"Islets of Langerhans","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D007515","descriptor_name":"Islets of Langerhans","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D008853","descriptor_name":"Microscopy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008853","descriptor_name":"Microscopy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008853","descriptor_name":"Microscopy","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015203","descriptor_name":"Reproducibility of Results","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1007/978-3-642-04271-3_77","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-642-04271-3_77","pdf_url":"https://link.springer.com/content/pdf/10.1007%2F978-3-642-04271-3_77.pdf","source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmid:20426165","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/20426165","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":"Medical image computing and computer-assisted intervention : MICCAI ... International Conference on Medical Image Computing and Computer-Assisted Intervention","raw_type":null},{"id":"pmh:oai:www.zora.uzh.ch:27430","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306401281","display_name":"Zurich Open Repository and Archive (University of Zurich)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I202697423","host_organization_name":"University of Zurich","host_organization_lineage":["https://openalex.org/I202697423"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"Floros, X; Fuchs, T J; Rechsteiner, M P; Spinas, G; Moch, H; Buhmann, J M (2009). Graph-based pancreatic islet segmentation for early type 2 diabetes mellitus on histopathological tissue. In: Yang, G Z; Hawkes, D; Rueckert, D; Noble, A; Taylor, C. Medical Image Computing and Computer-Assisted Intervention \u2013 MICCAI 2009, 12th International Conference, London, UK, September 20-24, 2009, Proceedings, Part 2. Berlin: Springer, 633-640.","raw_type":"info:eu-repo/semantics/bookPart"},{"id":"doi:10.5167/uzh-27430","is_oa":true,"landing_page_url":"https://doi.org/10.5167/uzh-27430","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"BookChapter"}],"best_oa_location":{"id":"doi:10.1007/978-3-642-04271-3_77","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-642-04271-3_77","pdf_url":"https://link.springer.com/content/pdf/10.1007%2F978-3-642-04271-3_77.pdf","source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.6299999952316284}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321652","display_name":"Eidgen\u00f6ssische Technische Hochschule Z\u00fcrich","ror":"https://ror.org/05a28rw58"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W1582341970.pdf","grobid_xml":"https://content.openalex.org/works/W1582341970.grobid-xml"},"referenced_works_count":14,"referenced_works":["https://openalex.org/W1545641654","https://openalex.org/W1593534758","https://openalex.org/W1660097584","https://openalex.org/W1964459403","https://openalex.org/W2001158976","https://openalex.org/W2028212562","https://openalex.org/W2032638442","https://openalex.org/W2104095591","https://openalex.org/W2116040950","https://openalex.org/W2152397906","https://openalex.org/W2170188899","https://openalex.org/W2186071553","https://openalex.org/W2498256984","https://openalex.org/W2911964244"],"related_works":["https://openalex.org/W2066399525","https://openalex.org/W3214797375","https://openalex.org/W2012004273","https://openalex.org/W2165817281","https://openalex.org/W1973494145","https://openalex.org/W1997160662","https://openalex.org/W4293265234","https://openalex.org/W1925269365","https://openalex.org/W2000607179","https://openalex.org/W2740963940"],"abstract_inverted_index":{"It":[0],"is":[1,50,87,134,171],"estimated":[2],"that":[3,23,164],"in":[4,31,93,107],"2010":[5],"more":[6],"than":[7],"220":[8],"million":[9],"people":[10],"will":[11],"be":[12,37],"affected":[13],"by":[14,53,151],"type":[15],"2":[16],"diabetes":[17],"mellitus":[18],"(T2DM).":[19],"Early":[20],"evidence":[21],"indicates":[22],"specific":[24],"markers":[25],"for":[26,39,78,97],"alpha":[27,98],"and":[28,64,99],"beta":[29,100],"cells":[30],"pancreatic":[32,81],"islets":[33,82],"of":[34,46,70,80,113,117,146],"Langerhans":[35],"can":[36],"used":[38],"early":[40],"T2DM":[41],"diagnosis.":[42],"Currently,":[43],"the":[44,67,94,159,165,175],"analysis":[45,169],"such":[47],"histological":[48,71],"tissues":[49],"manually":[51,149],"performed":[52],"trained":[54,135],"pathologists":[55,177],"using":[56],"a":[57,118,137,142,180],"light":[58],"microscope.":[59],"To":[60],"objectify":[61],"classification":[62],"results":[63],"to":[65,90,174],"reduce":[66],"processing":[68],"time":[69],"tissues,":[72],"an":[73],"automated":[74],"computational":[75,167],"pathology":[76,168],"framework":[77],"segmentation":[79,121],"from":[83,158],"histopathological":[84],"fluorescence":[85],"images":[86,148],"proposed.":[88],"Due":[89],"high":[91],"variability":[92],"staining":[95],"intensities":[96],"cells,":[101],"classical":[102],"medical":[103],"imaging":[104],"approaches":[105],"fail":[106],"this":[108,114],"scenario.":[109],"The":[110,132],"main":[111],"contribution":[112],"paper":[115],"consists":[116],"novel":[119],"graph-based":[120,166],"approach":[122],"based":[123],"on":[124,141],"cell":[125],"nuclei":[126],"detection":[127],"with":[128],"randomized":[129],"tree":[130],"ensembles.":[131],"algorithm":[133],"via":[136],"cross":[138,160],"validation":[139,161],"scheme":[140],"ground":[143],"truth":[144],"set":[145],"islet":[147],"segmented":[150],"4":[152],"expert":[153,176],"pathologists.":[154],"Test":[155],"errors":[156],"obtained":[157],"procedure":[162],"demonstrate":[163],"proposed":[170],"performing":[172],"competitively":[173],"while":[178],"outperforming":[179],"baseline":[181],"morphological":[182],"approach.":[183]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2014,"cited_by_count":1}],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2025-10-10T00:00:00"}
