Towards a robust and compact deep learning system for primary detection of early Barrett’s neoplasia: Initial image‐based results of training on a multi‐center retrospectively collected data set Article Swipe
Kiki Fockens
,
Jelmer B. Jukema
,
Tim Boers
,
Martijn R. Jong
,
Joost van der Putten
,
Roos E. Pouw
,
Bas L. Weusten
,
Lorenza Alvarez Herrero
,
Martin H. Houben
,
Wouter B. Nagengast
,
Jessie Westerhof
,
Alaa Alkhalaf
,
R. Mallant
,
Krish Ragunath
,
Stefan Seewald
,
Peter Elbe
,
Maximilien Barret
,
Jacobo Ortiz Fernández‐Sordo
,
Oliver Pech
,
Torsten Beyna
,
Fons van der Sommen
,
Peter H. de With
,
A J de Groof
,
Jacques Bergman
·
YOU?
·
· 2023
· Open Access
·
· DOI: https://doi.org/10.1002/ueg2.12363
YOU?
·
· 2023
· Open Access
·
· DOI: https://doi.org/10.1002/ueg2.12363
Introduction Endoscopic detection of early neoplasia in Barrett's esophagus is difficult. Computer Aided Detection (CADe) systems may assist in neoplasia detection. The aim of this study was to report the first steps in the development of a CADe system for Barrett's neoplasia and to evaluate its performance when compared with endoscopists. Methods This CADe system was developed by a consortium, consisting of the Amsterdam University Medical Center, Eindhoven University of Technology, and 15 international hospitals. After pretraining, the system was trained and validated using 1.713 neoplastic (564 patients) and 2.707 non‐dysplastic Barrett's esophagus (NDBE; 665 patients) images. Neoplastic lesions were delineated by 14 experts. The performance of the CADe system was tested on three independent test sets. Test set 1 (50 neoplastic and 150 NDBE images) contained subtle neoplastic lesions representing challenging cases and was benchmarked by 52 general endoscopists. Test set 2 (50 neoplastic and 50 NDBE images) contained a heterogeneous case‐mix of neoplastic lesions, representing distribution in clinical practice. Test set 3 (50 neoplastic and 150 NDBE images) contained prospectively collected imagery. The main outcome was correct classification of the images in terms of sensitivity. Results The sensitivity of the CADe system on test set 1 was 84%. For general endoscopists, sensitivity was 63%, corresponding to a neoplasia miss‐rate of one‐third of neoplastic lesions and a potential relative increase in neoplasia detection of 33% for CADe‐assisted detection. The sensitivity of the CADe system on test sets 2 and 3 was 100% and 88%, respectively. The specificity of the CADe system varied for the three test sets between 64% and 66%. Conclusion This study describes the first steps towards the establishment of an unprecedented data infrastructure for using machine learning to improve the endoscopic detection of Barrett's neoplasia. The CADe system detected neoplasia reliably and outperformed a large group of endoscopists in terms of sensitivity.
Related Topics
Concepts
Metadata
- Type
- article
- Language
- en
- Landing Page
- https://doi.org/10.1002/ueg2.12363
- https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/ueg2.12363
- OA Status
- bronze
- Cited By
- 34
- References
- 17
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W4366989229
All OpenAlex metadata
Raw OpenAlex JSON
- OpenAlex ID
-
https://openalex.org/W4366989229Canonical identifier for this work in OpenAlex
- DOI
-
https://doi.org/10.1002/ueg2.12363Digital Object Identifier
- Title
-
Towards a robust and compact deep learning system for primary detection of early Barrett’s neoplasia: Initial image‐based results of training on a multi‐center retrospectively collected data setWork title
- Type
-
articleOpenAlex work type
- Language
-
enPrimary language
- Publication year
-
2023Year of publication
- Publication date
-
2023-04-24Full publication date if available
- Authors
-
Kiki Fockens, Jelmer B. Jukema, Tim Boers, Martijn R. Jong, Joost van der Putten, Roos E. Pouw, Bas L. Weusten, Lorenza Alvarez Herrero, Martin H. Houben, Wouter B. Nagengast, Jessie Westerhof, Alaa Alkhalaf, R. Mallant, Krish Ragunath, Stefan Seewald, Peter Elbe, Maximilien Barret, Jacobo Ortiz Fernández‐Sordo, Oliver Pech, Torsten Beyna, Fons van der Sommen, Peter H. de With, A J de Groof, Jacques BergmanList of authors in order
- Landing page
-
https://doi.org/10.1002/ueg2.12363Publisher landing page
- PDF URL
-
https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/ueg2.12363Direct link to full text PDF
- Open access
-
YesWhether a free full text is available
- OA status
-
bronzeOpen access status per OpenAlex
- OA URL
-
https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/ueg2.12363Direct OA link when available
- Concepts
-
Medicine, Barrett's esophagus, Artificial intelligence, Dysplasia, Training set, Set (abstract data type), Esophagus, Test set, Radiology, Pathology, Internal medicine, Adenocarcinoma, Computer science, Cancer, Programming languageTop concepts (fields/topics) attached by OpenAlex
- Cited by
-
34Total citation count in OpenAlex
- Citations by year (recent)
-
2025: 16, 2024: 12, 2023: 6Per-year citation counts (last 5 years)
- References (count)
-
17Number of works referenced by this work
- Related works (count)
-
10Other works algorithmically related by OpenAlex
Full payload
| id | https://openalex.org/W4366989229 |
|---|---|
| doi | https://doi.org/10.1002/ueg2.12363 |
| ids.doi | https://doi.org/10.1002/ueg2.12363 |
| ids.pmid | https://pubmed.ncbi.nlm.nih.gov/37095718 |
| ids.openalex | https://openalex.org/W4366989229 |
| fwci | 17.12701048 |
| mesh[0].qualifier_ui | |
| mesh[0].descriptor_ui | D006801 |
| mesh[0].is_major_topic | False |
| mesh[0].qualifier_name | |
| mesh[0].descriptor_name | Humans |
| mesh[1].qualifier_ui | Q000175 |
| mesh[1].descriptor_ui | D001471 |
| mesh[1].is_major_topic | True |
| mesh[1].qualifier_name | diagnosis |
| mesh[1].descriptor_name | Barrett Esophagus |
| mesh[2].qualifier_ui | Q000473 |
| mesh[2].descriptor_ui | D001471 |
| mesh[2].is_major_topic | True |
| mesh[2].qualifier_name | pathology |
| mesh[2].descriptor_name | Barrett Esophagus |
| mesh[3].qualifier_ui | Q000175 |
| mesh[3].descriptor_ui | D004938 |
| mesh[3].is_major_topic | True |
| mesh[3].qualifier_name | diagnosis |
| mesh[3].descriptor_name | Esophageal Neoplasms |
| mesh[4].qualifier_ui | Q000473 |
| mesh[4].descriptor_ui | D004938 |
| mesh[4].is_major_topic | True |
| mesh[4].qualifier_name | pathology |
| mesh[4].descriptor_name | Esophageal Neoplasms |
| mesh[5].qualifier_ui | Q000379 |
| mesh[5].descriptor_ui | D004945 |
| mesh[5].is_major_topic | False |
| mesh[5].qualifier_name | methods |
| mesh[5].descriptor_name | Esophagoscopy |
| mesh[6].qualifier_ui | |
| mesh[6].descriptor_ui | D000077321 |
| mesh[6].is_major_topic | True |
| mesh[6].qualifier_name | |
| mesh[6].descriptor_name | Deep Learning |
| mesh[7].qualifier_ui | |
| mesh[7].descriptor_ui | D012189 |
| mesh[7].is_major_topic | False |
| mesh[7].qualifier_name | |
| mesh[7].descriptor_name | Retrospective Studies |
| mesh[8].qualifier_ui | |
| mesh[8].descriptor_ui | D012680 |
| mesh[8].is_major_topic | False |
| mesh[8].qualifier_name | |
| mesh[8].descriptor_name | Sensitivity and Specificity |
| mesh[9].qualifier_ui | |
| mesh[9].descriptor_ui | D006801 |
| mesh[9].is_major_topic | False |
| mesh[9].qualifier_name | |
| mesh[9].descriptor_name | Humans |
| mesh[10].qualifier_ui | Q000175 |
| mesh[10].descriptor_ui | D001471 |
| mesh[10].is_major_topic | True |
| mesh[10].qualifier_name | diagnosis |
| mesh[10].descriptor_name | Barrett Esophagus |
| mesh[11].qualifier_ui | Q000473 |
| mesh[11].descriptor_ui | D001471 |
| mesh[11].is_major_topic | True |
| mesh[11].qualifier_name | pathology |
| mesh[11].descriptor_name | Barrett Esophagus |
| mesh[12].qualifier_ui | Q000175 |
| mesh[12].descriptor_ui | D004938 |
| mesh[12].is_major_topic | True |
| mesh[12].qualifier_name | diagnosis |
| mesh[12].descriptor_name | Esophageal Neoplasms |
| mesh[13].qualifier_ui | Q000473 |
| mesh[13].descriptor_ui | D004938 |
| mesh[13].is_major_topic | True |
| mesh[13].qualifier_name | pathology |
| mesh[13].descriptor_name | Esophageal Neoplasms |
| mesh[14].qualifier_ui | Q000379 |
| mesh[14].descriptor_ui | D004945 |
| mesh[14].is_major_topic | False |
| mesh[14].qualifier_name | methods |
| mesh[14].descriptor_name | Esophagoscopy |
| mesh[15].qualifier_ui | |
| mesh[15].descriptor_ui | D000077321 |
| mesh[15].is_major_topic | True |
| mesh[15].qualifier_name | |
| mesh[15].descriptor_name | Deep Learning |
| mesh[16].qualifier_ui | |
| mesh[16].descriptor_ui | D012189 |
| mesh[16].is_major_topic | False |
| mesh[16].qualifier_name | |
| mesh[16].descriptor_name | Retrospective Studies |
| mesh[17].qualifier_ui | |
| mesh[17].descriptor_ui | D012680 |
| mesh[17].is_major_topic | False |
| mesh[17].qualifier_name | |
| mesh[17].descriptor_name | Sensitivity and Specificity |
| type | article |
| title | Towards a robust and compact deep learning system for primary detection of early Barrett’s neoplasia: Initial image‐based results of training on a multi‐center retrospectively collected data set |
| biblio.issue | 4 |
| biblio.volume | 11 |
| biblio.last_page | 336 |
| biblio.first_page | 324 |
| topics[0].id | https://openalex.org/T10619 |
| topics[0].field.id | https://openalex.org/fields/27 |
| topics[0].field.display_name | Medicine |
| topics[0].score | 1.0 |
| topics[0].domain.id | https://openalex.org/domains/4 |
| topics[0].domain.display_name | Health Sciences |
| topics[0].subfield.id | https://openalex.org/subfields/2746 |
| topics[0].subfield.display_name | Surgery |
| topics[0].display_name | Esophageal Cancer Research and Treatment |
| topics[1].id | https://openalex.org/T10696 |
| topics[1].field.id | https://openalex.org/fields/27 |
| topics[1].field.display_name | Medicine |
| topics[1].score | 0.9986000061035156 |
| topics[1].domain.id | https://openalex.org/domains/4 |
| topics[1].domain.display_name | Health Sciences |
| topics[1].subfield.id | https://openalex.org/subfields/2740 |
| topics[1].subfield.display_name | Pulmonary and Respiratory Medicine |
| topics[1].display_name | Gastric Cancer Management and Outcomes |
| topics[2].id | https://openalex.org/T10202 |
| topics[2].field.id | https://openalex.org/fields/27 |
| topics[2].field.display_name | Medicine |
| topics[2].score | 0.9983000159263611 |
| topics[2].domain.id | https://openalex.org/domains/4 |
| topics[2].domain.display_name | Health Sciences |
| topics[2].subfield.id | https://openalex.org/subfields/2740 |
| topics[2].subfield.display_name | Pulmonary and Respiratory Medicine |
| topics[2].display_name | Lung Cancer Diagnosis and Treatment |
| is_xpac | False |
| apc_list | |
| apc_paid | |
| concepts[0].id | https://openalex.org/C71924100 |
| concepts[0].level | 0 |
| concepts[0].score | 0.8098107576370239 |
| concepts[0].wikidata | https://www.wikidata.org/wiki/Q11190 |
| concepts[0].display_name | Medicine |
| concepts[1].id | https://openalex.org/C2778589982 |
| concepts[1].level | 4 |
| concepts[1].score | 0.728290319442749 |
| concepts[1].wikidata | https://www.wikidata.org/wiki/Q808892 |
| concepts[1].display_name | Barrett's esophagus |
| concepts[2].id | https://openalex.org/C154945302 |
| concepts[2].level | 1 |
| concepts[2].score | 0.5114025473594666 |
| concepts[2].wikidata | https://www.wikidata.org/wiki/Q11660 |
| concepts[2].display_name | Artificial intelligence |
| concepts[3].id | https://openalex.org/C2775894508 |
| concepts[3].level | 2 |
| concepts[3].score | 0.43891459703445435 |
| concepts[3].wikidata | https://www.wikidata.org/wiki/Q1128996 |
| concepts[3].display_name | Dysplasia |
| concepts[4].id | https://openalex.org/C51632099 |
| concepts[4].level | 2 |
| concepts[4].score | 0.4267463684082031 |
| concepts[4].wikidata | https://www.wikidata.org/wiki/Q3985153 |
| concepts[4].display_name | Training set |
| concepts[5].id | https://openalex.org/C177264268 |
| concepts[5].level | 2 |
| concepts[5].score | 0.42036300897598267 |
| concepts[5].wikidata | https://www.wikidata.org/wiki/Q1514741 |
| concepts[5].display_name | Set (abstract data type) |
| concepts[6].id | https://openalex.org/C2777819096 |
| concepts[6].level | 2 |
| concepts[6].score | 0.41768014430999756 |
| concepts[6].wikidata | https://www.wikidata.org/wiki/Q173710 |
| concepts[6].display_name | Esophagus |
| concepts[7].id | https://openalex.org/C169903167 |
| concepts[7].level | 2 |
| concepts[7].score | 0.41308125853538513 |
| concepts[7].wikidata | https://www.wikidata.org/wiki/Q3985153 |
| concepts[7].display_name | Test set |
| concepts[8].id | https://openalex.org/C126838900 |
| concepts[8].level | 1 |
| concepts[8].score | 0.3862736225128174 |
| concepts[8].wikidata | https://www.wikidata.org/wiki/Q77604 |
| concepts[8].display_name | Radiology |
| concepts[9].id | https://openalex.org/C142724271 |
| concepts[9].level | 1 |
| concepts[9].score | 0.2858874499797821 |
| concepts[9].wikidata | https://www.wikidata.org/wiki/Q7208 |
| concepts[9].display_name | Pathology |
| concepts[10].id | https://openalex.org/C126322002 |
| concepts[10].level | 1 |
| concepts[10].score | 0.2848420739173889 |
| concepts[10].wikidata | https://www.wikidata.org/wiki/Q11180 |
| concepts[10].display_name | Internal medicine |
| concepts[11].id | https://openalex.org/C2781182431 |
| concepts[11].level | 3 |
| concepts[11].score | 0.20553439855575562 |
| concepts[11].wikidata | https://www.wikidata.org/wiki/Q356033 |
| concepts[11].display_name | Adenocarcinoma |
| concepts[12].id | https://openalex.org/C41008148 |
| concepts[12].level | 0 |
| concepts[12].score | 0.1565142571926117 |
| concepts[12].wikidata | https://www.wikidata.org/wiki/Q21198 |
| concepts[12].display_name | Computer science |
| concepts[13].id | https://openalex.org/C121608353 |
| concepts[13].level | 2 |
| concepts[13].score | 0.15513071417808533 |
| concepts[13].wikidata | https://www.wikidata.org/wiki/Q12078 |
| concepts[13].display_name | Cancer |
| concepts[14].id | https://openalex.org/C199360897 |
| concepts[14].level | 1 |
| concepts[14].score | 0.0 |
| concepts[14].wikidata | https://www.wikidata.org/wiki/Q9143 |
| concepts[14].display_name | Programming language |
| keywords[0].id | https://openalex.org/keywords/medicine |
| keywords[0].score | 0.8098107576370239 |
| keywords[0].display_name | Medicine |
| keywords[1].id | https://openalex.org/keywords/barretts-esophagus |
| keywords[1].score | 0.728290319442749 |
| keywords[1].display_name | Barrett's esophagus |
| keywords[2].id | https://openalex.org/keywords/artificial-intelligence |
| keywords[2].score | 0.5114025473594666 |
| keywords[2].display_name | Artificial intelligence |
| keywords[3].id | https://openalex.org/keywords/dysplasia |
| keywords[3].score | 0.43891459703445435 |
| keywords[3].display_name | Dysplasia |
| keywords[4].id | https://openalex.org/keywords/training-set |
| keywords[4].score | 0.4267463684082031 |
| keywords[4].display_name | Training set |
| keywords[5].id | https://openalex.org/keywords/set |
| keywords[5].score | 0.42036300897598267 |
| keywords[5].display_name | Set (abstract data type) |
| keywords[6].id | https://openalex.org/keywords/esophagus |
| keywords[6].score | 0.41768014430999756 |
| keywords[6].display_name | Esophagus |
| keywords[7].id | https://openalex.org/keywords/test-set |
| keywords[7].score | 0.41308125853538513 |
| keywords[7].display_name | Test set |
| keywords[8].id | https://openalex.org/keywords/radiology |
| keywords[8].score | 0.3862736225128174 |
| keywords[8].display_name | Radiology |
| keywords[9].id | https://openalex.org/keywords/pathology |
| keywords[9].score | 0.2858874499797821 |
| keywords[9].display_name | Pathology |
| keywords[10].id | https://openalex.org/keywords/internal-medicine |
| keywords[10].score | 0.2848420739173889 |
| keywords[10].display_name | Internal medicine |
| keywords[11].id | https://openalex.org/keywords/adenocarcinoma |
| keywords[11].score | 0.20553439855575562 |
| keywords[11].display_name | Adenocarcinoma |
| keywords[12].id | https://openalex.org/keywords/computer-science |
| keywords[12].score | 0.1565142571926117 |
| keywords[12].display_name | Computer science |
| keywords[13].id | https://openalex.org/keywords/cancer |
| keywords[13].score | 0.15513071417808533 |
| keywords[13].display_name | Cancer |
| language | en |
| locations[0].id | doi:10.1002/ueg2.12363 |
| locations[0].is_oa | True |
| locations[0].source.id | https://openalex.org/S2764702794 |
| locations[0].source.issn | 2050-6406, 2050-6414 |
| locations[0].source.type | journal |
| locations[0].source.is_oa | False |
| locations[0].source.issn_l | 2050-6406 |
| locations[0].source.is_core | True |
| locations[0].source.is_in_doaj | False |
| locations[0].source.display_name | United European Gastroenterology Journal |
| locations[0].source.host_organization | https://openalex.org/P4310320595 |
| locations[0].source.host_organization_name | Wiley |
| locations[0].source.host_organization_lineage | https://openalex.org/P4310320595 |
| locations[0].license | |
| locations[0].pdf_url | https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/ueg2.12363 |
| locations[0].version | publishedVersion |
| locations[0].raw_type | journal-article |
| locations[0].license_id | |
| locations[0].is_accepted | True |
| locations[0].is_published | True |
| locations[0].raw_source_name | United European Gastroenterology Journal |
| locations[0].landing_page_url | https://doi.org/10.1002/ueg2.12363 |
| locations[1].id | pmid:37095718 |
| locations[1].is_oa | False |
| locations[1].source.id | https://openalex.org/S4306525036 |
| locations[1].source.issn | |
| locations[1].source.type | repository |
| locations[1].source.is_oa | False |
| locations[1].source.issn_l | |
| locations[1].source.is_core | False |
| locations[1].source.is_in_doaj | False |
| locations[1].source.display_name | PubMed |
| locations[1].source.host_organization | https://openalex.org/I1299303238 |
| locations[1].source.host_organization_name | National Institutes of Health |
| locations[1].source.host_organization_lineage | https://openalex.org/I1299303238 |
| locations[1].license | |
| locations[1].pdf_url | |
| locations[1].version | publishedVersion |
| locations[1].raw_type | |
| locations[1].license_id | |
| locations[1].is_accepted | True |
| locations[1].is_published | True |
| locations[1].raw_source_name | United European gastroenterology journal |
| locations[1].landing_page_url | https://pubmed.ncbi.nlm.nih.gov/37095718 |
| locations[2].id | pmh:oai:pubmedcentral.nih.gov:10165317 |
| locations[2].is_oa | True |
| locations[2].source.id | https://openalex.org/S2764455111 |
| locations[2].source.issn | |
| locations[2].source.type | repository |
| locations[2].source.is_oa | False |
| locations[2].source.issn_l | |
| locations[2].source.is_core | False |
| locations[2].source.is_in_doaj | False |
| locations[2].source.display_name | PubMed Central |
| locations[2].source.host_organization | https://openalex.org/I1299303238 |
| locations[2].source.host_organization_name | National Institutes of Health |
| locations[2].source.host_organization_lineage | https://openalex.org/I1299303238 |
| locations[2].license | cc-by-nc-nd |
| locations[2].pdf_url | https://pmc.ncbi.nlm.nih.gov/articles/PMC10165317/pdf/UEG2-11-324.pdf |
| locations[2].version | submittedVersion |
| locations[2].raw_type | Text |
| locations[2].license_id | https://openalex.org/licenses/cc-by-nc-nd |
| locations[2].is_accepted | False |
| locations[2].is_published | False |
| locations[2].raw_source_name | United European Gastroenterol J |
| locations[2].landing_page_url | https://www.ncbi.nlm.nih.gov/pmc/articles/10165317 |
| locations[3].id | pmh:oai:pure.tue.nl:openaire/9914d3f8-a78a-4733-93be-575acce3e975 |
| locations[3].is_oa | True |
| locations[3].source | |
| locations[3].license | other-oa |
| locations[3].pdf_url | |
| locations[3].version | submittedVersion |
| locations[3].raw_type | article |
| locations[3].license_id | https://openalex.org/licenses/other-oa |
| locations[3].is_accepted | False |
| locations[3].is_published | False |
| locations[3].raw_source_name | Fockens, K N, Jukema, J B, Boers, T, Jong, M R, van der Putten, J A, Pouw, R E, Weusten, B L A M, Alvarez Herrero, L, Houben, M H M G, Nagengast, W B, Westerhof, J, Alkhalaf, A, Mallant, R, Ragunath, K, Seewald, S, Elbe, P, Barret, M, Ortiz Fernández-Sordo, J, Pech, O, Beyna, T, van der Sommen, F, de With, P H, de Groof, A J & Bergman, J J 2023, 'Towards a robust and compact deep learning system for primary detection of early Barrett’s neoplasia : Initial image-based results of training on a multi-center retrospectively collected data set', United European Gastroenterology Journal, vol. 11, no. 4, pp. 324-336. https://doi.org/10.1002/ueg2.12363 |
| locations[3].landing_page_url | https://research.tue.nl/en/publications/9914d3f8-a78a-4733-93be-575acce3e975 |
| locations[4].id | pmh:oai:pure.rug.nl:openaire/b2d03f08-8b11-41a2-94f0-929e81369dcd |
| locations[4].is_oa | False |
| locations[4].source.id | https://openalex.org/S4306400420 |
| locations[4].source.issn | |
| locations[4].source.type | repository |
| locations[4].source.is_oa | False |
| locations[4].source.issn_l | |
| locations[4].source.is_core | False |
| locations[4].source.is_in_doaj | False |
| locations[4].source.display_name | University of Groningen research database (University of Groningen / Centre for Information Technology) |
| locations[4].source.host_organization | https://openalex.org/I169381384 |
| locations[4].source.host_organization_name | University of Groningen |
| locations[4].source.host_organization_lineage | https://openalex.org/I169381384 |
| locations[4].license | |
| locations[4].pdf_url | |
| locations[4].version | submittedVersion |
| locations[4].raw_type | article |
| locations[4].license_id | |
| locations[4].is_accepted | False |
| locations[4].is_published | False |
| locations[4].raw_source_name | Fockens, K N, Jukema, J B, Boers, T, Jong, M R, van der Putten, J A, Pouw, R E, Weusten, B L A M, Alvarez Herrero, L, Houben, M H M G, Nagengast, W B, Westerhof, J, Alkhalaf, A, Mallant, R, Ragunath, K, Seewald, S, Elbe, P, Barret, M, Ortiz Fernández-Sordo, J, Pech, O, Beyna, T, van der Sommen, F, de With, P H, de Groof, A J & Bergman, J J 2023, 'Towards a robust and compact deep learning system for primary detection of early Barrett's neoplasia : Initial image-based results of training on a multi-center retrospectively collected data set', United European Gastroenterology Journal, vol. 11, no. 4, pp. 324-336. https://doi.org/10.1002/ueg2.12363 |
| locations[4].landing_page_url | https://research.rug.nl/en/publications/b2d03f08-8b11-41a2-94f0-929e81369dcd |
| locations[5].id | pmh:vumc:oai:pure.atira.dk:publications/a24b0561-37b9-4794-9d3d-883836da96af |
| locations[5].is_oa | True |
| locations[5].source.id | https://openalex.org/S4306401843 |
| locations[5].source.issn | |
| locations[5].source.type | repository |
| locations[5].source.is_oa | False |
| locations[5].source.issn_l | |
| locations[5].source.is_core | False |
| locations[5].source.is_in_doaj | False |
| locations[5].source.display_name | Data Archiving and Networked Services (DANS) |
| locations[5].source.host_organization | https://openalex.org/I1322597698 |
| locations[5].source.host_organization_name | Royal Netherlands Academy of Arts and Sciences |
| locations[5].source.host_organization_lineage | https://openalex.org/I1322597698 |
| locations[5].license | other-oa |
| locations[5].pdf_url | |
| locations[5].version | submittedVersion |
| locations[5].raw_type | info:eu-repo/semantics/article |
| locations[5].license_id | https://openalex.org/licenses/other-oa |
| locations[5].is_accepted | False |
| locations[5].is_published | False |
| locations[5].raw_source_name | United European Gastroenterology Journal, 11(4), 324 - 336. SAGE Publications Inc. |
| locations[5].landing_page_url | https://research.vumc.nl/en/publications/a24b0561-37b9-4794-9d3d-883836da96af |
| indexed_in | crossref, pubmed |
| authorships[0].author.id | https://openalex.org/A5012453080 |
| authorships[0].author.orcid | |
| authorships[0].author.display_name | Kiki Fockens |
| authorships[0].countries | NL |
| authorships[0].affiliations[0].institution_ids | https://openalex.org/I887064364 |
| authorships[0].affiliations[0].raw_affiliation_string | Department of Gastroenterology and Hepatology, Amsterdam Gastroenterology, Endocrinology and Metabolism, University of Amsterdam, Amsterdam, the Netherlands |
| authorships[0].institutions[0].id | https://openalex.org/I887064364 |
| authorships[0].institutions[0].ror | https://ror.org/04dkp9463 |
| authorships[0].institutions[0].type | education |
| authorships[0].institutions[0].lineage | https://openalex.org/I887064364 |
| authorships[0].institutions[0].country_code | NL |
| authorships[0].institutions[0].display_name | University of Amsterdam |
| authorships[0].author_position | first |
| authorships[0].raw_author_name | Kiki N. Fockens |
| authorships[0].is_corresponding | False |
| authorships[0].raw_affiliation_strings | Department of Gastroenterology and Hepatology, Amsterdam Gastroenterology, Endocrinology and Metabolism, University of Amsterdam, Amsterdam, the Netherlands |
| authorships[1].author.id | https://openalex.org/A5062646448 |
| authorships[1].author.orcid | https://orcid.org/0000-0002-4536-8349 |
| authorships[1].author.display_name | Jelmer B. Jukema |
| authorships[1].countries | NL |
| authorships[1].affiliations[0].institution_ids | https://openalex.org/I887064364 |
| authorships[1].affiliations[0].raw_affiliation_string | Department of Gastroenterology and Hepatology, Amsterdam Gastroenterology, Endocrinology and Metabolism, University of Amsterdam, Amsterdam, the Netherlands |
| authorships[1].institutions[0].id | https://openalex.org/I887064364 |
| authorships[1].institutions[0].ror | https://ror.org/04dkp9463 |
| authorships[1].institutions[0].type | education |
| authorships[1].institutions[0].lineage | https://openalex.org/I887064364 |
| authorships[1].institutions[0].country_code | NL |
| authorships[1].institutions[0].display_name | University of Amsterdam |
| authorships[1].author_position | middle |
| authorships[1].raw_author_name | Jelmer B. Jukema |
| authorships[1].is_corresponding | False |
| authorships[1].raw_affiliation_strings | Department of Gastroenterology and Hepatology, Amsterdam Gastroenterology, Endocrinology and Metabolism, University of Amsterdam, Amsterdam, the Netherlands |
| authorships[2].author.id | https://openalex.org/A5078660507 |
| authorships[2].author.orcid | https://orcid.org/0000-0002-5309-1941 |
| authorships[2].author.display_name | Tim Boers |
| authorships[2].countries | NL |
| authorships[2].affiliations[0].institution_ids | https://openalex.org/I83019370 |
| authorships[2].affiliations[0].raw_affiliation_string | Department of Electrical Engineering, Eindhoven University of Technology, Eindhoven, the Netherlands |
| authorships[2].institutions[0].id | https://openalex.org/I83019370 |
| authorships[2].institutions[0].ror | https://ror.org/02c2kyt77 |
| authorships[2].institutions[0].type | education |
| authorships[2].institutions[0].lineage | https://openalex.org/I83019370 |
| authorships[2].institutions[0].country_code | NL |
| authorships[2].institutions[0].display_name | Eindhoven University of Technology |
| authorships[2].author_position | middle |
| authorships[2].raw_author_name | Tim Boers |
| authorships[2].is_corresponding | False |
| authorships[2].raw_affiliation_strings | Department of Electrical Engineering, Eindhoven University of Technology, Eindhoven, the Netherlands |
| authorships[3].author.id | https://openalex.org/A5044972116 |
| authorships[3].author.orcid | https://orcid.org/0000-0002-8593-3875 |
| authorships[3].author.display_name | Martijn R. Jong |
| authorships[3].countries | NL |
| authorships[3].affiliations[0].institution_ids | https://openalex.org/I887064364 |
| authorships[3].affiliations[0].raw_affiliation_string | Department of Gastroenterology and Hepatology, Amsterdam Gastroenterology, Endocrinology and Metabolism, University of Amsterdam, Amsterdam, the Netherlands |
| authorships[3].institutions[0].id | https://openalex.org/I887064364 |
| authorships[3].institutions[0].ror | https://ror.org/04dkp9463 |
| authorships[3].institutions[0].type | education |
| authorships[3].institutions[0].lineage | https://openalex.org/I887064364 |
| authorships[3].institutions[0].country_code | NL |
| authorships[3].institutions[0].display_name | University of Amsterdam |
| authorships[3].author_position | middle |
| authorships[3].raw_author_name | Martijn R. Jong |
| authorships[3].is_corresponding | False |
| authorships[3].raw_affiliation_strings | Department of Gastroenterology and Hepatology, Amsterdam Gastroenterology, Endocrinology and Metabolism, University of Amsterdam, Amsterdam, the Netherlands |
| authorships[4].author.id | https://openalex.org/A5046175474 |
| authorships[4].author.orcid | https://orcid.org/0000-0002-0915-9048 |
| authorships[4].author.display_name | Joost van der Putten |
| authorships[4].countries | NL |
| authorships[4].affiliations[0].institution_ids | https://openalex.org/I83019370 |
| authorships[4].affiliations[0].raw_affiliation_string | Department of Electrical Engineering, Eindhoven University of Technology, Eindhoven, the Netherlands |
| authorships[4].institutions[0].id | https://openalex.org/I83019370 |
| authorships[4].institutions[0].ror | https://ror.org/02c2kyt77 |
| authorships[4].institutions[0].type | education |
| authorships[4].institutions[0].lineage | https://openalex.org/I83019370 |
| authorships[4].institutions[0].country_code | NL |
| authorships[4].institutions[0].display_name | Eindhoven University of Technology |
| authorships[4].author_position | middle |
| authorships[4].raw_author_name | Joost A. van der Putten |
| authorships[4].is_corresponding | False |
| authorships[4].raw_affiliation_strings | Department of Electrical Engineering, Eindhoven University of Technology, Eindhoven, the Netherlands |
| authorships[5].author.id | https://openalex.org/A5027998283 |
| authorships[5].author.orcid | https://orcid.org/0000-0002-4707-1186 |
| authorships[5].author.display_name | Roos E. Pouw |
| authorships[5].countries | NL |
| authorships[5].affiliations[0].institution_ids | https://openalex.org/I887064364 |
| authorships[5].affiliations[0].raw_affiliation_string | Department of Gastroenterology and Hepatology, Amsterdam Gastroenterology, Endocrinology and Metabolism, University of Amsterdam, Amsterdam, the Netherlands |
| authorships[5].institutions[0].id | https://openalex.org/I887064364 |
| authorships[5].institutions[0].ror | https://ror.org/04dkp9463 |
| authorships[5].institutions[0].type | education |
| authorships[5].institutions[0].lineage | https://openalex.org/I887064364 |
| authorships[5].institutions[0].country_code | NL |
| authorships[5].institutions[0].display_name | University of Amsterdam |
| authorships[5].author_position | middle |
| authorships[5].raw_author_name | Roos E. Pouw |
| authorships[5].is_corresponding | False |
| authorships[5].raw_affiliation_strings | Department of Gastroenterology and Hepatology, Amsterdam Gastroenterology, Endocrinology and Metabolism, University of Amsterdam, Amsterdam, the Netherlands |
| authorships[6].author.id | https://openalex.org/A5082207699 |
| authorships[6].author.orcid | https://orcid.org/0000-0001-9468-4578 |
| authorships[6].author.display_name | Bas L. Weusten |
| authorships[6].countries | NL |
| authorships[6].affiliations[0].institution_ids | https://openalex.org/I4210103448 |
| authorships[6].affiliations[0].raw_affiliation_string | Department of Gastroenterology and Hepatology, Sint Antonius Hospital, Nieuwegein, the Netherlands |
| authorships[6].affiliations[1].institution_ids | https://openalex.org/I193662353, https://openalex.org/I3018483916 |
| authorships[6].affiliations[1].raw_affiliation_string | Department of Gastroenterology and Hepatology, UMC Utrecht, University of Utrecht, Utrecht, the Netherlands |
| authorships[6].institutions[0].id | https://openalex.org/I4210103448 |
| authorships[6].institutions[0].ror | https://ror.org/01jvpb595 |
| authorships[6].institutions[0].type | healthcare |
| authorships[6].institutions[0].lineage | https://openalex.org/I4210103448 |
| authorships[6].institutions[0].country_code | NL |
| authorships[6].institutions[0].display_name | St. Antonius Ziekenhuis |
| authorships[6].institutions[1].id | https://openalex.org/I3018483916 |
| authorships[6].institutions[1].ror | https://ror.org/0575yy874 |
| authorships[6].institutions[1].type | healthcare |
| authorships[6].institutions[1].lineage | https://openalex.org/I3018483916 |
| authorships[6].institutions[1].country_code | NL |
| authorships[6].institutions[1].display_name | University Medical Center Utrecht |
| authorships[6].institutions[2].id | https://openalex.org/I193662353 |
| authorships[6].institutions[2].ror | https://ror.org/04pp8hn57 |
| authorships[6].institutions[2].type | education |
| authorships[6].institutions[2].lineage | https://openalex.org/I193662353 |
| authorships[6].institutions[2].country_code | NL |
| authorships[6].institutions[2].display_name | Utrecht University |
| authorships[6].author_position | middle |
| authorships[6].raw_author_name | Bas L. A. M. Weusten |
| authorships[6].is_corresponding | False |
| authorships[6].raw_affiliation_strings | Department of Gastroenterology and Hepatology, Sint Antonius Hospital, Nieuwegein, the Netherlands, Department of Gastroenterology and Hepatology, UMC Utrecht, University of Utrecht, Utrecht, the Netherlands |
| authorships[7].author.id | https://openalex.org/A5110772219 |
| authorships[7].author.orcid | |
| authorships[7].author.display_name | Lorenza Alvarez Herrero |
| authorships[7].countries | NL |
| authorships[7].affiliations[0].institution_ids | https://openalex.org/I4210103448 |
| authorships[7].affiliations[0].raw_affiliation_string | Department of Gastroenterology and Hepatology, Sint Antonius Hospital, Nieuwegein, the Netherlands |
| authorships[7].institutions[0].id | https://openalex.org/I4210103448 |
| authorships[7].institutions[0].ror | https://ror.org/01jvpb595 |
| authorships[7].institutions[0].type | healthcare |
| authorships[7].institutions[0].lineage | https://openalex.org/I4210103448 |
| authorships[7].institutions[0].country_code | NL |
| authorships[7].institutions[0].display_name | St. Antonius Ziekenhuis |
| authorships[7].author_position | middle |
| authorships[7].raw_author_name | Lorenza Alvarez Herrero |
| authorships[7].is_corresponding | False |
| authorships[7].raw_affiliation_strings | Department of Gastroenterology and Hepatology, Sint Antonius Hospital, Nieuwegein, the Netherlands |
| authorships[8].author.id | https://openalex.org/A5113903867 |
| authorships[8].author.orcid | |
| authorships[8].author.display_name | Martin H. Houben |
| authorships[8].countries | NL |
| authorships[8].affiliations[0].institution_ids | https://openalex.org/I4210145063 |
| authorships[8].affiliations[0].raw_affiliation_string | Department of Gastroenterology and Hepatology, Haga Teaching Hospital, Den Haag, the Netherlands |
| authorships[8].institutions[0].id | https://openalex.org/I4210145063 |
| authorships[8].institutions[0].ror | https://ror.org/03q4p1y48 |
| authorships[8].institutions[0].type | healthcare |
| authorships[8].institutions[0].lineage | https://openalex.org/I4210145063 |
| authorships[8].institutions[0].country_code | NL |
| authorships[8].institutions[0].display_name | Haga Hospital |
| authorships[8].author_position | middle |
| authorships[8].raw_author_name | Martin H. M. G. Houben |
| authorships[8].is_corresponding | False |
| authorships[8].raw_affiliation_strings | Department of Gastroenterology and Hepatology, Haga Teaching Hospital, Den Haag, the Netherlands |
| authorships[9].author.id | https://openalex.org/A5017218126 |
| authorships[9].author.orcid | https://orcid.org/0000-0002-6164-1536 |
| authorships[9].author.display_name | Wouter B. Nagengast |
| authorships[9].countries | NL |
| authorships[9].affiliations[0].institution_ids | https://openalex.org/I169381384 |
| authorships[9].affiliations[0].raw_affiliation_string | Department of Gastroenterology and Hepatology, University of Groningen, Groningen, the Netherlands |
| authorships[9].institutions[0].id | https://openalex.org/I169381384 |
| authorships[9].institutions[0].ror | https://ror.org/012p63287 |
| authorships[9].institutions[0].type | education |
| authorships[9].institutions[0].lineage | https://openalex.org/I169381384 |
| authorships[9].institutions[0].country_code | NL |
| authorships[9].institutions[0].display_name | University of Groningen |
| authorships[9].author_position | middle |
| authorships[9].raw_author_name | Wouter B. Nagengast |
| authorships[9].is_corresponding | False |
| authorships[9].raw_affiliation_strings | Department of Gastroenterology and Hepatology, University of Groningen, Groningen, the Netherlands |
| authorships[10].author.id | https://openalex.org/A5073557217 |
| authorships[10].author.orcid | |
| authorships[10].author.display_name | Jessie Westerhof |
| authorships[10].countries | NL |
| authorships[10].affiliations[0].institution_ids | https://openalex.org/I169381384 |
| authorships[10].affiliations[0].raw_affiliation_string | Department of Gastroenterology and Hepatology, University of Groningen, Groningen, the Netherlands |
| authorships[10].institutions[0].id | https://openalex.org/I169381384 |
| authorships[10].institutions[0].ror | https://ror.org/012p63287 |
| authorships[10].institutions[0].type | education |
| authorships[10].institutions[0].lineage | https://openalex.org/I169381384 |
| authorships[10].institutions[0].country_code | NL |
| authorships[10].institutions[0].display_name | University of Groningen |
| authorships[10].author_position | middle |
| authorships[10].raw_author_name | Jessie Westerhof |
| authorships[10].is_corresponding | False |
| authorships[10].raw_affiliation_strings | Department of Gastroenterology and Hepatology, University of Groningen, Groningen, the Netherlands |
| authorships[11].author.id | https://openalex.org/A5112695672 |
| authorships[11].author.orcid | |
| authorships[11].author.display_name | Alaa Alkhalaf |
| authorships[11].countries | NL |
| authorships[11].affiliations[0].institution_ids | https://openalex.org/I4210146510 |
| authorships[11].affiliations[0].raw_affiliation_string | Department of Gastroenterology and Hepatology, Isala Hospital Zwolle, Zwolle, the Netherlands |
| authorships[11].institutions[0].id | https://openalex.org/I4210146510 |
| authorships[11].institutions[0].ror | https://ror.org/046a2wj10 |
| authorships[11].institutions[0].type | healthcare |
| authorships[11].institutions[0].lineage | https://openalex.org/I4210146510 |
| authorships[11].institutions[0].country_code | NL |
| authorships[11].institutions[0].display_name | Isala |
| authorships[11].author_position | middle |
| authorships[11].raw_author_name | Alaa Alkhalaf |
| authorships[11].is_corresponding | False |
| authorships[11].raw_affiliation_strings | Department of Gastroenterology and Hepatology, Isala Hospital Zwolle, Zwolle, the Netherlands |
| authorships[12].author.id | https://openalex.org/A5034375463 |
| authorships[12].author.orcid | |
| authorships[12].author.display_name | R. Mallant |
| authorships[12].countries | NL |
| authorships[12].affiliations[0].institution_ids | https://openalex.org/I4210117957 |
| authorships[12].affiliations[0].raw_affiliation_string | Department of Gastroenterology and Hepatology, Flevoziekenhuis Almere, Almere, the Netherlands |
| authorships[12].institutions[0].id | https://openalex.org/I4210117957 |
| authorships[12].institutions[0].ror | https://ror.org/02tqqrq23 |
| authorships[12].institutions[0].type | healthcare |
| authorships[12].institutions[0].lineage | https://openalex.org/I4210117957 |
| authorships[12].institutions[0].country_code | NL |
| authorships[12].institutions[0].display_name | Flevoziekenhuis |
| authorships[12].author_position | middle |
| authorships[12].raw_author_name | Rosalie Mallant |
| authorships[12].is_corresponding | False |
| authorships[12].raw_affiliation_strings | Department of Gastroenterology and Hepatology, Flevoziekenhuis Almere, Almere, the Netherlands |
| authorships[13].author.id | https://openalex.org/A5089888467 |
| authorships[13].author.orcid | https://orcid.org/0000-0001-6571-5435 |
| authorships[13].author.display_name | Krish Ragunath |
| authorships[13].countries | AU |
| authorships[13].affiliations[0].institution_ids | https://openalex.org/I2799740997 |
| authorships[13].affiliations[0].raw_affiliation_string | Department of Gastroenterology and Hepatology, Royal Perth Hospital, Perth, Australia |
| authorships[13].institutions[0].id | https://openalex.org/I2799740997 |
| authorships[13].institutions[0].ror | https://ror.org/00zc2xc51 |
| authorships[13].institutions[0].type | healthcare |
| authorships[13].institutions[0].lineage | https://openalex.org/I2799506148, https://openalex.org/I2799506148, https://openalex.org/I2799740997, https://openalex.org/I2800882159, https://openalex.org/I2800882159, https://openalex.org/I4388446364, https://openalex.org/I4388446364, https://openalex.org/I4407990082 |
| authorships[13].institutions[0].country_code | AU |
| authorships[13].institutions[0].display_name | Royal Perth Hospital |
| authorships[13].author_position | middle |
| authorships[13].raw_author_name | Krish Ragunath |
| authorships[13].is_corresponding | False |
| authorships[13].raw_affiliation_strings | Department of Gastroenterology and Hepatology, Royal Perth Hospital, Perth, Australia |
| authorships[14].author.id | https://openalex.org/A5027060776 |
| authorships[14].author.orcid | https://orcid.org/0000-0001-8520-5918 |
| authorships[14].author.display_name | Stefan Seewald |
| authorships[14].countries | CH |
| authorships[14].affiliations[0].institution_ids | https://openalex.org/I4210098738 |
| authorships[14].affiliations[0].raw_affiliation_string | Department of Gastroenterology and Hepatology, Hirslanden Klinik, Zurich, Switzerland |
| authorships[14].institutions[0].id | https://openalex.org/I4210098738 |
| authorships[14].institutions[0].ror | https://ror.org/014c2qb55 |
| authorships[14].institutions[0].type | healthcare |
| authorships[14].institutions[0].lineage | https://openalex.org/I4210098738, https://openalex.org/I4210110334 |
| authorships[14].institutions[0].country_code | CH |
| authorships[14].institutions[0].display_name | Klinik Hirslanden |
| authorships[14].author_position | middle |
| authorships[14].raw_author_name | Stefan Seewald |
| authorships[14].is_corresponding | False |
| authorships[14].raw_affiliation_strings | Department of Gastroenterology and Hepatology, Hirslanden Klinik, Zurich, Switzerland |
| authorships[15].author.id | https://openalex.org/A5051539558 |
| authorships[15].author.orcid | https://orcid.org/0000-0002-6688-0456 |
| authorships[15].author.display_name | Peter Elbe |
| authorships[15].countries | SE |
| authorships[15].affiliations[0].institution_ids | https://openalex.org/I28166907 |
| authorships[15].affiliations[0].raw_affiliation_string | Division of Surgery, Department of Clinical Science, Intervention and Technology, CLINTEC, Karolinska Institutet, Stockholm, Sweden |
| authorships[15].affiliations[1].institution_ids | https://openalex.org/I1335113835 |
| authorships[15].affiliations[1].raw_affiliation_string | Department of Digestive Diseasess, Karolinska University Hospital, Stockholm, Sweden |
| authorships[15].institutions[0].id | https://openalex.org/I28166907 |
| authorships[15].institutions[0].ror | https://ror.org/056d84691 |
| authorships[15].institutions[0].type | education |
| authorships[15].institutions[0].lineage | https://openalex.org/I28166907 |
| authorships[15].institutions[0].country_code | SE |
| authorships[15].institutions[0].display_name | Karolinska Institutet |
| authorships[15].institutions[1].id | https://openalex.org/I1335113835 |
| authorships[15].institutions[1].ror | https://ror.org/00m8d6786 |
| authorships[15].institutions[1].type | healthcare |
| authorships[15].institutions[1].lineage | https://openalex.org/I1335113835 |
| authorships[15].institutions[1].country_code | SE |
| authorships[15].institutions[1].display_name | Karolinska University Hospital |
| authorships[15].author_position | middle |
| authorships[15].raw_author_name | Peter Elbe |
| authorships[15].is_corresponding | False |
| authorships[15].raw_affiliation_strings | Department of Digestive Diseasess, Karolinska University Hospital, Stockholm, Sweden, Division of Surgery, Department of Clinical Science, Intervention and Technology, CLINTEC, Karolinska Institutet, Stockholm, Sweden |
| authorships[16].author.id | https://openalex.org/A5006955204 |
| authorships[16].author.orcid | https://orcid.org/0000-0002-0566-7870 |
| authorships[16].author.display_name | Maximilien Barret |
| authorships[16].countries | FR |
| authorships[16].affiliations[0].institution_ids | https://openalex.org/I4210092774 |
| authorships[16].affiliations[0].raw_affiliation_string | Department of Gastroenterology and Hepatology, Cochin Hospital Paris, Paris, France |
| authorships[16].institutions[0].id | https://openalex.org/I4210092774 |
| authorships[16].institutions[0].ror | https://ror.org/00ph8tk69 |
| authorships[16].institutions[0].type | healthcare |
| authorships[16].institutions[0].lineage | https://openalex.org/I4210092774, https://openalex.org/I4210097159, https://openalex.org/I4210124464 |
| authorships[16].institutions[0].country_code | FR |
| authorships[16].institutions[0].display_name | Hôpital Cochin |
| authorships[16].author_position | middle |
| authorships[16].raw_author_name | Maximilien Barret |
| authorships[16].is_corresponding | False |
| authorships[16].raw_affiliation_strings | Department of Gastroenterology and Hepatology, Cochin Hospital Paris, Paris, France |
| authorships[17].author.id | https://openalex.org/A5006986778 |
| authorships[17].author.orcid | |
| authorships[17].author.display_name | Jacobo Ortiz Fernández‐Sordo |
| authorships[17].affiliations[0].raw_affiliation_string | Department of Gastroenterology and Hepatology, Nottingham University Hospital, Nottingham, UK |
| authorships[17].author_position | middle |
| authorships[17].raw_author_name | Jacobo Ortiz Fernández‐Sordo |
| authorships[17].is_corresponding | False |
| authorships[17].raw_affiliation_strings | Department of Gastroenterology and Hepatology, Nottingham University Hospital, Nottingham, UK |
| authorships[18].author.id | https://openalex.org/A5075832254 |
| authorships[18].author.orcid | https://orcid.org/0000-0002-8272-2079 |
| authorships[18].author.display_name | Oliver Pech |
| authorships[18].countries | DE |
| authorships[18].affiliations[0].institution_ids | https://openalex.org/I4210123056 |
| authorships[18].affiliations[0].raw_affiliation_string | Department of Gastroenterology and Hepatology Krankenhaus Barmherzige Brüder Regensburg Regensburg Germany |
| authorships[18].institutions[0].id | https://openalex.org/I4210123056 |
| authorships[18].institutions[0].ror | https://ror.org/02pdsdw78 |
| authorships[18].institutions[0].type | healthcare |
| authorships[18].institutions[0].lineage | https://openalex.org/I4210123056 |
| authorships[18].institutions[0].country_code | DE |
| authorships[18].institutions[0].display_name | Krankenhaus Barmherzige Brüder |
| authorships[18].author_position | middle |
| authorships[18].raw_author_name | Oliver Pech |
| authorships[18].is_corresponding | False |
| authorships[18].raw_affiliation_strings | Department of Gastroenterology and Hepatology Krankenhaus Barmherzige Brüder Regensburg Regensburg Germany |
| authorships[19].author.id | https://openalex.org/A5018948457 |
| authorships[19].author.orcid | https://orcid.org/0000-0003-3071-0428 |
| authorships[19].author.display_name | Torsten Beyna |
| authorships[19].countries | DE |
| authorships[19].affiliations[0].institution_ids | https://openalex.org/I4210124232 |
| authorships[19].affiliations[0].raw_affiliation_string | Department of Gastroenterology and Hepatology Evangalische Klinik Düsseldorf Düsseldorf Germany |
| authorships[19].institutions[0].id | https://openalex.org/I4210124232 |
| authorships[19].institutions[0].ror | https://ror.org/036j3hh72 |
| authorships[19].institutions[0].type | healthcare |
| authorships[19].institutions[0].lineage | https://openalex.org/I4210124232 |
| authorships[19].institutions[0].country_code | DE |
| authorships[19].institutions[0].display_name | Evangelisches Krankenhaus Düsseldorf |
| authorships[19].author_position | middle |
| authorships[19].raw_author_name | Torsten Beyna |
| authorships[19].is_corresponding | False |
| authorships[19].raw_affiliation_strings | Department of Gastroenterology and Hepatology Evangalische Klinik Düsseldorf Düsseldorf Germany |
| authorships[20].author.id | https://openalex.org/A5075677746 |
| authorships[20].author.orcid | https://orcid.org/0000-0002-3593-2356 |
| authorships[20].author.display_name | Fons van der Sommen |
| authorships[20].countries | NL |
| authorships[20].affiliations[0].institution_ids | https://openalex.org/I83019370 |
| authorships[20].affiliations[0].raw_affiliation_string | Department of Electrical Engineering, Eindhoven University of Technology, Eindhoven, the Netherlands |
| authorships[20].institutions[0].id | https://openalex.org/I83019370 |
| authorships[20].institutions[0].ror | https://ror.org/02c2kyt77 |
| authorships[20].institutions[0].type | education |
| authorships[20].institutions[0].lineage | https://openalex.org/I83019370 |
| authorships[20].institutions[0].country_code | NL |
| authorships[20].institutions[0].display_name | Eindhoven University of Technology |
| authorships[20].author_position | middle |
| authorships[20].raw_author_name | Fons van der Sommen |
| authorships[20].is_corresponding | False |
| authorships[20].raw_affiliation_strings | Department of Electrical Engineering, Eindhoven University of Technology, Eindhoven, the Netherlands |
| authorships[21].author.id | https://openalex.org/A5015213234 |
| authorships[21].author.orcid | |
| authorships[21].author.display_name | Peter H. de With |
| authorships[21].countries | NL |
| authorships[21].affiliations[0].institution_ids | https://openalex.org/I83019370 |
| authorships[21].affiliations[0].raw_affiliation_string | Department of Electrical Engineering, Eindhoven University of Technology, Eindhoven, the Netherlands |
| authorships[21].institutions[0].id | https://openalex.org/I83019370 |
| authorships[21].institutions[0].ror | https://ror.org/02c2kyt77 |
| authorships[21].institutions[0].type | education |
| authorships[21].institutions[0].lineage | https://openalex.org/I83019370 |
| authorships[21].institutions[0].country_code | NL |
| authorships[21].institutions[0].display_name | Eindhoven University of Technology |
| authorships[21].author_position | middle |
| authorships[21].raw_author_name | Peter H. de With |
| authorships[21].is_corresponding | False |
| authorships[21].raw_affiliation_strings | Department of Electrical Engineering, Eindhoven University of Technology, Eindhoven, the Netherlands |
| authorships[22].author.id | https://openalex.org/A5091203771 |
| authorships[22].author.orcid | https://orcid.org/0000-0003-2334-0043 |
| authorships[22].author.display_name | A J de Groof |
| authorships[22].countries | NL |
| authorships[22].affiliations[0].institution_ids | https://openalex.org/I887064364 |
| authorships[22].affiliations[0].raw_affiliation_string | Department of Gastroenterology and Hepatology, Amsterdam Gastroenterology, Endocrinology and Metabolism, University of Amsterdam, Amsterdam, the Netherlands |
| authorships[22].institutions[0].id | https://openalex.org/I887064364 |
| authorships[22].institutions[0].ror | https://ror.org/04dkp9463 |
| authorships[22].institutions[0].type | education |
| authorships[22].institutions[0].lineage | https://openalex.org/I887064364 |
| authorships[22].institutions[0].country_code | NL |
| authorships[22].institutions[0].display_name | University of Amsterdam |
| authorships[22].author_position | middle |
| authorships[22].raw_author_name | A. Jeroen de Groof |
| authorships[22].is_corresponding | True |
| authorships[22].raw_affiliation_strings | Department of Gastroenterology and Hepatology, Amsterdam Gastroenterology, Endocrinology and Metabolism, University of Amsterdam, Amsterdam, the Netherlands |
| authorships[23].author.id | https://openalex.org/A5052571347 |
| authorships[23].author.orcid | https://orcid.org/0000-0001-7548-6955 |
| authorships[23].author.display_name | Jacques Bergman |
| authorships[23].countries | NL |
| authorships[23].affiliations[0].institution_ids | https://openalex.org/I887064364 |
| authorships[23].affiliations[0].raw_affiliation_string | Department of Gastroenterology and Hepatology, Amsterdam Gastroenterology, Endocrinology and Metabolism, University of Amsterdam, Amsterdam, the Netherlands |
| authorships[23].institutions[0].id | https://openalex.org/I887064364 |
| authorships[23].institutions[0].ror | https://ror.org/04dkp9463 |
| authorships[23].institutions[0].type | education |
| authorships[23].institutions[0].lineage | https://openalex.org/I887064364 |
| authorships[23].institutions[0].country_code | NL |
| authorships[23].institutions[0].display_name | University of Amsterdam |
| authorships[23].author_position | last |
| authorships[23].raw_author_name | Jacques J. Bergman |
| authorships[23].is_corresponding | False |
| authorships[23].raw_affiliation_strings | Department of Gastroenterology and Hepatology, Amsterdam Gastroenterology, Endocrinology and Metabolism, University of Amsterdam, Amsterdam, the Netherlands |
| has_content.pdf | True |
| has_content.grobid_xml | True |
| is_paratext | False |
| open_access.is_oa | True |
| open_access.oa_url | https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/ueg2.12363 |
| open_access.oa_status | bronze |
| open_access.any_repository_has_fulltext | False |
| created_date | 2025-10-10T00:00:00 |
| display_name | Towards a robust and compact deep learning system for primary detection of early Barrett’s neoplasia: Initial image‐based results of training on a multi‐center retrospectively collected data set |
| has_fulltext | True |
| is_retracted | False |
| updated_date | 2025-11-06T03:46:38.306776 |
| primary_topic.id | https://openalex.org/T10619 |
| primary_topic.field.id | https://openalex.org/fields/27 |
| primary_topic.field.display_name | Medicine |
| primary_topic.score | 1.0 |
| primary_topic.domain.id | https://openalex.org/domains/4 |
| primary_topic.domain.display_name | Health Sciences |
| primary_topic.subfield.id | https://openalex.org/subfields/2746 |
| primary_topic.subfield.display_name | Surgery |
| primary_topic.display_name | Esophageal Cancer Research and Treatment |
| related_works | https://openalex.org/W4361947708, https://openalex.org/W4361958267, https://openalex.org/W2108371578, https://openalex.org/W4226058908, https://openalex.org/W2021059138, https://openalex.org/W1522642799, https://openalex.org/W2388148767, https://openalex.org/W4293522716, https://openalex.org/W2335754346, https://openalex.org/W1971453807 |
| cited_by_count | 34 |
| counts_by_year[0].year | 2025 |
| counts_by_year[0].cited_by_count | 16 |
| counts_by_year[1].year | 2024 |
| counts_by_year[1].cited_by_count | 12 |
| counts_by_year[2].year | 2023 |
| counts_by_year[2].cited_by_count | 6 |
| locations_count | 6 |
| best_oa_location.id | doi:10.1002/ueg2.12363 |
| best_oa_location.is_oa | True |
| best_oa_location.source.id | https://openalex.org/S2764702794 |
| best_oa_location.source.issn | 2050-6406, 2050-6414 |
| best_oa_location.source.type | journal |
| best_oa_location.source.is_oa | False |
| best_oa_location.source.issn_l | 2050-6406 |
| best_oa_location.source.is_core | True |
| best_oa_location.source.is_in_doaj | False |
| best_oa_location.source.display_name | United European Gastroenterology Journal |
| best_oa_location.source.host_organization | https://openalex.org/P4310320595 |
| best_oa_location.source.host_organization_name | Wiley |
| best_oa_location.source.host_organization_lineage | https://openalex.org/P4310320595 |
| best_oa_location.license | |
| best_oa_location.pdf_url | https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/ueg2.12363 |
| best_oa_location.version | publishedVersion |
| best_oa_location.raw_type | journal-article |
| best_oa_location.license_id | |
| best_oa_location.is_accepted | True |
| best_oa_location.is_published | True |
| best_oa_location.raw_source_name | United European Gastroenterology Journal |
| best_oa_location.landing_page_url | https://doi.org/10.1002/ueg2.12363 |
| primary_location.id | doi:10.1002/ueg2.12363 |
| primary_location.is_oa | True |
| primary_location.source.id | https://openalex.org/S2764702794 |
| primary_location.source.issn | 2050-6406, 2050-6414 |
| primary_location.source.type | journal |
| primary_location.source.is_oa | False |
| primary_location.source.issn_l | 2050-6406 |
| primary_location.source.is_core | True |
| primary_location.source.is_in_doaj | False |
| primary_location.source.display_name | United European Gastroenterology Journal |
| primary_location.source.host_organization | https://openalex.org/P4310320595 |
| primary_location.source.host_organization_name | Wiley |
| primary_location.source.host_organization_lineage | https://openalex.org/P4310320595 |
| primary_location.license | |
| primary_location.pdf_url | https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/ueg2.12363 |
| primary_location.version | publishedVersion |
| primary_location.raw_type | journal-article |
| primary_location.license_id | |
| primary_location.is_accepted | True |
| primary_location.is_published | True |
| primary_location.raw_source_name | United European Gastroenterology Journal |
| primary_location.landing_page_url | https://doi.org/10.1002/ueg2.12363 |
| publication_date | 2023-04-24 |
| publication_year | 2023 |
| referenced_works | https://openalex.org/W2186005749, https://openalex.org/W2906990005, https://openalex.org/W2999377002, https://openalex.org/W2989631244, https://openalex.org/W2999411258, https://openalex.org/W2998281440, https://openalex.org/W2963163009, https://openalex.org/W4366989229, https://openalex.org/W3021493143, https://openalex.org/W4225368755, https://openalex.org/W2911774387, https://openalex.org/W3152157423, https://openalex.org/W2551926009, https://openalex.org/W2581415326, https://openalex.org/W2765527079, https://openalex.org/W2903108490, https://openalex.org/W2601777015 |
| referenced_works_count | 17 |
| abstract_inverted_index.1 | 120, 198 |
| abstract_inverted_index.2 | 143, 239 |
| abstract_inverted_index.3 | 164, 241 |
| abstract_inverted_index.a | 37, 59, 151, 209, 218, 298 |
| abstract_inverted_index.14 | 103 |
| abstract_inverted_index.15 | 73 |
| abstract_inverted_index.50 | 147 |
| abstract_inverted_index.52 | 138 |
| abstract_inverted_index.an | 274 |
| abstract_inverted_index.by | 58, 102, 137 |
| abstract_inverted_index.in | 7, 19, 33, 159, 184, 222, 303 |
| abstract_inverted_index.is | 10 |
| abstract_inverted_index.of | 4, 24, 36, 62, 70, 107, 154, 181, 186, 191, 212, 214, 225, 232, 249, 273, 287, 301, 305 |
| abstract_inverted_index.on | 113, 195, 236 |
| abstract_inverted_index.to | 28, 44, 208, 282 |
| abstract_inverted_index.(50 | 121, 144, 165 |
| abstract_inverted_index.150 | 124, 168 |
| abstract_inverted_index.33% | 226 |
| abstract_inverted_index.64% | 260 |
| abstract_inverted_index.665 | 95 |
| abstract_inverted_index.For | 201 |
| abstract_inverted_index.The | 22, 105, 175, 189, 230, 247, 290 |
| abstract_inverted_index.aim | 23 |
| abstract_inverted_index.and | 43, 72, 82, 89, 123, 134, 146, 167, 217, 240, 244, 261, 296 |
| abstract_inverted_index.for | 40, 227, 254, 278 |
| abstract_inverted_index.its | 46 |
| abstract_inverted_index.may | 17 |
| abstract_inverted_index.set | 119, 142, 163, 197 |
| abstract_inverted_index.the | 30, 34, 63, 78, 108, 182, 192, 233, 250, 255, 267, 271, 284 |
| abstract_inverted_index.was | 27, 56, 80, 111, 135, 178, 199, 205, 242 |
| abstract_inverted_index.(564 | 87 |
| abstract_inverted_index.100% | 243 |
| abstract_inverted_index.63%, | 206 |
| abstract_inverted_index.66%. | 262 |
| abstract_inverted_index.84%. | 200 |
| abstract_inverted_index.88%, | 245 |
| abstract_inverted_index.CADe | 38, 54, 109, 193, 234, 251, 291 |
| abstract_inverted_index.NDBE | 125, 148, 169 |
| abstract_inverted_index.Test | 118, 141, 162 |
| abstract_inverted_index.This | 53, 264 |
| abstract_inverted_index.data | 276 |
| abstract_inverted_index.main | 176 |
| abstract_inverted_index.sets | 238, 258 |
| abstract_inverted_index.test | 116, 196, 237, 257 |
| abstract_inverted_index.this | 25 |
| abstract_inverted_index.were | 100 |
| abstract_inverted_index.when | 48 |
| abstract_inverted_index.with | 50 |
| abstract_inverted_index.1.713 | 85 |
| abstract_inverted_index.2.707 | 90 |
| abstract_inverted_index.After | 76 |
| abstract_inverted_index.Aided | 13 |
| abstract_inverted_index.cases | 133 |
| abstract_inverted_index.early | 5 |
| abstract_inverted_index.first | 31, 268 |
| abstract_inverted_index.group | 300 |
| abstract_inverted_index.large | 299 |
| abstract_inverted_index.sets. | 117 |
| abstract_inverted_index.steps | 32, 269 |
| abstract_inverted_index.study | 26, 265 |
| abstract_inverted_index.terms | 185, 304 |
| abstract_inverted_index.three | 114, 256 |
| abstract_inverted_index.using | 84, 279 |
| abstract_inverted_index.(CADe) | 15 |
| abstract_inverted_index.(NDBE; | 94 |
| abstract_inverted_index.assist | 18 |
| abstract_inverted_index.images | 183 |
| abstract_inverted_index.report | 29 |
| abstract_inverted_index.subtle | 128 |
| abstract_inverted_index.system | 39, 55, 79, 110, 194, 235, 252, 292 |
| abstract_inverted_index.tested | 112 |
| abstract_inverted_index.varied | 253 |
| abstract_inverted_index.Center, | 67 |
| abstract_inverted_index.Medical | 66 |
| abstract_inverted_index.Methods | 52 |
| abstract_inverted_index.Results | 188 |
| abstract_inverted_index.between | 259 |
| abstract_inverted_index.correct | 179 |
| abstract_inverted_index.general | 139, 202 |
| abstract_inverted_index.images) | 126, 149, 170 |
| abstract_inverted_index.images. | 97 |
| abstract_inverted_index.improve | 283 |
| abstract_inverted_index.lesions | 99, 130, 216 |
| abstract_inverted_index.machine | 280 |
| abstract_inverted_index.outcome | 177 |
| abstract_inverted_index.systems | 16 |
| abstract_inverted_index.towards | 270 |
| abstract_inverted_index.trained | 81 |
| abstract_inverted_index.Abstract | 0 |
| abstract_inverted_index.Computer | 12 |
| abstract_inverted_index.clinical | 160 |
| abstract_inverted_index.compared | 49 |
| abstract_inverted_index.detected | 293 |
| abstract_inverted_index.evaluate | 45 |
| abstract_inverted_index.experts. | 104 |
| abstract_inverted_index.imagery. | 174 |
| abstract_inverted_index.increase | 221 |
| abstract_inverted_index.learning | 281 |
| abstract_inverted_index.lesions, | 156 |
| abstract_inverted_index.relative | 220 |
| abstract_inverted_index.reliably | 295 |
| abstract_inverted_index.Amsterdam | 64 |
| abstract_inverted_index.Barrett's | 8, 41, 92, 288 |
| abstract_inverted_index.Detection | 14 |
| abstract_inverted_index.Eindhoven | 68 |
| abstract_inverted_index.collected | 173 |
| abstract_inverted_index.contained | 127, 150, 171 |
| abstract_inverted_index.describes | 266 |
| abstract_inverted_index.detection | 3, 224, 286 |
| abstract_inverted_index.developed | 57 |
| abstract_inverted_index.esophagus | 9, 93 |
| abstract_inverted_index.neoplasia | 6, 20, 42, 210, 223, 294 |
| abstract_inverted_index.patients) | 88, 96 |
| abstract_inverted_index.potential | 219 |
| abstract_inverted_index.practice. | 161 |
| abstract_inverted_index.validated | 83 |
| abstract_inverted_index.Conclusion | 263 |
| abstract_inverted_index.Endoscopic | 2 |
| abstract_inverted_index.Neoplastic | 98 |
| abstract_inverted_index.University | 65, 69 |
| abstract_inverted_index.case‐mix | 153 |
| abstract_inverted_index.consisting | 61 |
| abstract_inverted_index.delineated | 101 |
| abstract_inverted_index.detection. | 21, 229 |
| abstract_inverted_index.difficult. | 11 |
| abstract_inverted_index.endoscopic | 285 |
| abstract_inverted_index.hospitals. | 75 |
| abstract_inverted_index.neoplasia. | 289 |
| abstract_inverted_index.neoplastic | 86, 122, 129, 145, 155, 166, 215 |
| abstract_inverted_index.Technology, | 71 |
| abstract_inverted_index.benchmarked | 136 |
| abstract_inverted_index.challenging | 132 |
| abstract_inverted_index.consortium, | 60 |
| abstract_inverted_index.development | 35 |
| abstract_inverted_index.independent | 115 |
| abstract_inverted_index.miss‐rate | 211 |
| abstract_inverted_index.one‐third | 213 |
| abstract_inverted_index.performance | 47, 106 |
| abstract_inverted_index.sensitivity | 190, 204, 231 |
| abstract_inverted_index.specificity | 248 |
| abstract_inverted_index.Introduction | 1 |
| abstract_inverted_index.distribution | 158 |
| abstract_inverted_index.endoscopists | 302 |
| abstract_inverted_index.outperformed | 297 |
| abstract_inverted_index.pretraining, | 77 |
| abstract_inverted_index.representing | 131, 157 |
| abstract_inverted_index.sensitivity. | 187, 306 |
| abstract_inverted_index.corresponding | 207 |
| abstract_inverted_index.endoscopists, | 203 |
| abstract_inverted_index.endoscopists. | 51, 140 |
| abstract_inverted_index.establishment | 272 |
| abstract_inverted_index.heterogeneous | 152 |
| abstract_inverted_index.international | 74 |
| abstract_inverted_index.prospectively | 172 |
| abstract_inverted_index.respectively. | 246 |
| abstract_inverted_index.unprecedented | 275 |
| abstract_inverted_index.classification | 180 |
| abstract_inverted_index.infrastructure | 277 |
| abstract_inverted_index.CADe‐assisted | 228 |
| abstract_inverted_index.non‐dysplastic | 91 |
| cited_by_percentile_year.max | 100 |
| cited_by_percentile_year.min | 98 |
| corresponding_author_ids | https://openalex.org/A5091203771 |
| countries_distinct_count | 6 |
| institutions_distinct_count | 24 |
| corresponding_institution_ids | https://openalex.org/I887064364 |
| sustainable_development_goals[0].id | https://metadata.un.org/sdg/9 |
| sustainable_development_goals[0].score | 0.6200000047683716 |
| sustainable_development_goals[0].display_name | Industry, innovation and infrastructure |
| citation_normalized_percentile.value | 0.99220887 |
| citation_normalized_percentile.is_in_top_1_percent | True |
| citation_normalized_percentile.is_in_top_10_percent | True |