{"id":"https://openalex.org/W4408552112","doi":"https://doi.org/10.3390/jimaging11030084","title":"Deep Learning-Based Semantic Segmentation for Objective Colonoscopy Quality Assessment","display_name":"Deep Learning-Based Semantic Segmentation for Objective Colonoscopy Quality Assessment","publication_year":2025,"publication_date":"2025-03-18","ids":{"openalex":"https://openalex.org/W4408552112","doi":"https://doi.org/10.3390/jimaging11030084","pmid":"https://pubmed.ncbi.nlm.nih.gov/40137196"},"language":"en","primary_location":{"id":"doi:10.3390/jimaging11030084","is_oa":true,"landing_page_url":"https://doi.org/10.3390/jimaging11030084","pdf_url":"https://www.mdpi.com/2313-433X/11/3/84/pdf?version=1742365775","source":{"id":"https://openalex.org/S2736465063","display_name":"Journal of Imaging","issn_l":"2313-433X","issn":["2313-433X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Imaging","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2313-433X/11/3/84/pdf?version=1742365775","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5022276487","display_name":"Radu Alexandru Vulpoi","orcid":"https://orcid.org/0000-0001-5108-4740"},"institutions":[{"id":"https://openalex.org/I304011483","display_name":"Grigore T. Popa University of Medicine and Pharmacy","ror":"https://ror.org/03hd30t45","country_code":"RO","type":"education","lineage":["https://openalex.org/I304011483"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Radu Alexandru Vulpoi","raw_affiliation_strings":["Institute of Gastroenterology and Hepatology, \u201cGrigore T. Popa\u201d University of Medicine and Pharmacy, 700111 Iasi, Romania","Institute of Gastroenterology and Hepatology, \"Grigore T. Popa\" University of Medicine and Pharmacy, 700111 Iasi, Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Gastroenterology and Hepatology, \u201cGrigore T. Popa\u201d University of Medicine and Pharmacy, 700111 Iasi, Romania","institution_ids":["https://openalex.org/I304011483"]},{"raw_affiliation_string":"Institute of Gastroenterology and Hepatology, \"Grigore T. Popa\" University of Medicine and Pharmacy, 700111 Iasi, Romania","institution_ids":["https://openalex.org/I304011483"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070666857","display_name":"Adrian Ciobanu","orcid":"https://orcid.org/0000-0003-4473-6645"},"institutions":[{"id":"https://openalex.org/I58077936","display_name":"Romanian Academy","ror":"https://ror.org/0561n6946","country_code":"RO","type":"archive","lineage":["https://openalex.org/I58077936"]}],"countries":["RO"],"is_corresponding":true,"raw_author_name":"Adrian Ciobanu","raw_affiliation_strings":["Institute of Computer Science, Romanian Academy, Iasi Branch, 700481 Iasi, Romania"],"raw_orcid":"https://orcid.org/0000-0003-4473-6645","affiliations":[{"raw_affiliation_string":"Institute of Computer Science, Romanian Academy, Iasi Branch, 700481 Iasi, Romania","institution_ids":["https://openalex.org/I58077936"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016583935","display_name":"Vasile Drug","orcid":"https://orcid.org/0000-0002-7596-2656"},"institutions":[{"id":"https://openalex.org/I304011483","display_name":"Grigore T. Popa University of Medicine and Pharmacy","ror":"https://ror.org/03hd30t45","country_code":"RO","type":"education","lineage":["https://openalex.org/I304011483"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Vasile Liviu Drug","raw_affiliation_strings":["Institute of Gastroenterology and Hepatology, \u201cGrigore T. Popa\u201d University of Medicine and Pharmacy, 700111 Iasi, Romania","Institute of Gastroenterology and Hepatology, \"Grigore T. Popa\" University of Medicine and Pharmacy, 700111 Iasi, Romania"],"raw_orcid":"https://orcid.org/0000-0002-7596-2656","affiliations":[{"raw_affiliation_string":"Institute of Gastroenterology and Hepatology, \u201cGrigore T. Popa\u201d University of Medicine and Pharmacy, 700111 Iasi, Romania","institution_ids":["https://openalex.org/I304011483"]},{"raw_affiliation_string":"Institute of Gastroenterology and Hepatology, \"Grigore T. Popa\" University of Medicine and Pharmacy, 700111 Iasi, Romania","institution_ids":["https://openalex.org/I304011483"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073719912","display_name":"C\u0103t\u0103lina Mihai","orcid":"https://orcid.org/0000-0001-9375-9224"},"institutions":[{"id":"https://openalex.org/I304011483","display_name":"Grigore T. Popa University of Medicine and Pharmacy","ror":"https://ror.org/03hd30t45","country_code":"RO","type":"education","lineage":["https://openalex.org/I304011483"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Catalina Mihai","raw_affiliation_strings":["Institute of Gastroenterology and Hepatology, \u201cGrigore T. Popa\u201d University of Medicine and Pharmacy, 700111 Iasi, Romania","Institute of Gastroenterology and Hepatology, \"Grigore T. Popa\" University of Medicine and Pharmacy, 700111 Iasi, Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Gastroenterology and Hepatology, \u201cGrigore T. Popa\u201d University of Medicine and Pharmacy, 700111 Iasi, Romania","institution_ids":["https://openalex.org/I304011483"]},{"raw_affiliation_string":"Institute of Gastroenterology and Hepatology, \"Grigore T. Popa\" University of Medicine and Pharmacy, 700111 Iasi, Romania","institution_ids":["https://openalex.org/I304011483"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078961081","display_name":"Oana B\u0103rboi","orcid":"https://orcid.org/0000-0002-3179-9754"},"institutions":[{"id":"https://openalex.org/I304011483","display_name":"Grigore T. Popa University of Medicine and Pharmacy","ror":"https://ror.org/03hd30t45","country_code":"RO","type":"education","lineage":["https://openalex.org/I304011483"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Oana Bogdana Barboi","raw_affiliation_strings":["Institute of Gastroenterology and Hepatology, \u201cGrigore T. Popa\u201d University of Medicine and Pharmacy, 700111 Iasi, Romania","Institute of Gastroenterology and Hepatology, \"Grigore T. Popa\" University of Medicine and Pharmacy, 700111 Iasi, Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Gastroenterology and Hepatology, \u201cGrigore T. Popa\u201d University of Medicine and Pharmacy, 700111 Iasi, Romania","institution_ids":["https://openalex.org/I304011483"]},{"raw_affiliation_string":"Institute of Gastroenterology and Hepatology, \"Grigore T. Popa\" University of Medicine and Pharmacy, 700111 Iasi, Romania","institution_ids":["https://openalex.org/I304011483"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094171641","display_name":"Diana\u2010Elena Floria","orcid":"https://orcid.org/0000-0003-2727-9913"},"institutions":[{"id":"https://openalex.org/I304011483","display_name":"Grigore T. Popa University of Medicine and Pharmacy","ror":"https://ror.org/03hd30t45","country_code":"RO","type":"education","lineage":["https://openalex.org/I304011483"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Diana Elena Floria","raw_affiliation_strings":["Institute of Gastroenterology and Hepatology, \u201cGrigore T. Popa\u201d University of Medicine and Pharmacy, 700111 Iasi, Romania","Institute of Gastroenterology and Hepatology, \"Grigore T. Popa\" University of Medicine and Pharmacy, 700111 Iasi, Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Gastroenterology and Hepatology, \u201cGrigore T. Popa\u201d University of Medicine and Pharmacy, 700111 Iasi, Romania","institution_ids":["https://openalex.org/I304011483"]},{"raw_affiliation_string":"Institute of Gastroenterology and Hepatology, \"Grigore T. Popa\" University of Medicine and Pharmacy, 700111 Iasi, Romania","institution_ids":["https://openalex.org/I304011483"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5095851110","display_name":"Alexandru Ionut Coseru","orcid":null},"institutions":[{"id":"https://openalex.org/I304011483","display_name":"Grigore T. Popa University of Medicine and Pharmacy","ror":"https://ror.org/03hd30t45","country_code":"RO","type":"education","lineage":["https://openalex.org/I304011483"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Alexandru Ionut Coseru","raw_affiliation_strings":["Institute of Gastroenterology and Hepatology, \u201cGrigore T. Popa\u201d University of Medicine and Pharmacy, 700111 Iasi, Romania","Institute of Gastroenterology and Hepatology, \"Grigore T. Popa\" University of Medicine and Pharmacy, 700111 Iasi, Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Gastroenterology and Hepatology, \u201cGrigore T. Popa\u201d University of Medicine and Pharmacy, 700111 Iasi, Romania","institution_ids":["https://openalex.org/I304011483"]},{"raw_affiliation_string":"Institute of Gastroenterology and Hepatology, \"Grigore T. Popa\" University of Medicine and Pharmacy, 700111 Iasi, Romania","institution_ids":["https://openalex.org/I304011483"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008456465","display_name":"Andrei Olteanu","orcid":"https://orcid.org/0000-0003-3204-0878"},"institutions":[{"id":"https://openalex.org/I304011483","display_name":"Grigore T. Popa University of Medicine and Pharmacy","ror":"https://ror.org/03hd30t45","country_code":"RO","type":"education","lineage":["https://openalex.org/I304011483"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Andrei Olteanu","raw_affiliation_strings":["Institute of Gastroenterology and Hepatology, \u201cGrigore T. Popa\u201d University of Medicine and Pharmacy, 700111 Iasi, Romania","Institute of Gastroenterology and Hepatology, \"Grigore T. Popa\" University of Medicine and Pharmacy, 700111 Iasi, Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Gastroenterology and Hepatology, \u201cGrigore T. Popa\u201d University of Medicine and Pharmacy, 700111 Iasi, Romania","institution_ids":["https://openalex.org/I304011483"]},{"raw_affiliation_string":"Institute of Gastroenterology and Hepatology, \"Grigore T. Popa\" University of Medicine and Pharmacy, 700111 Iasi, Romania","institution_ids":["https://openalex.org/I304011483"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076431638","display_name":"V Ro\u015fca","orcid":null},"institutions":[{"id":"https://openalex.org/I304011483","display_name":"Grigore T. Popa University of Medicine and Pharmacy","ror":"https://ror.org/03hd30t45","country_code":"RO","type":"education","lineage":["https://openalex.org/I304011483"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Vadim Rosca","raw_affiliation_strings":["Institute of Gastroenterology and Hepatology, \u201cGrigore T. Popa\u201d University of Medicine and Pharmacy, 700111 Iasi, Romania","Institute of Gastroenterology and Hepatology, \"Grigore T. Popa\" University of Medicine and Pharmacy, 700111 Iasi, Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Gastroenterology and Hepatology, \u201cGrigore T. Popa\u201d University of Medicine and Pharmacy, 700111 Iasi, Romania","institution_ids":["https://openalex.org/I304011483"]},{"raw_affiliation_string":"Institute of Gastroenterology and Hepatology, \"Grigore T. Popa\" University of Medicine and Pharmacy, 700111 Iasi, Romania","institution_ids":["https://openalex.org/I304011483"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037022243","display_name":"Mihaela Luca","orcid":"https://orcid.org/0000-0001-8924-3161"},"institutions":[{"id":"https://openalex.org/I58077936","display_name":"Romanian Academy","ror":"https://ror.org/0561n6946","country_code":"RO","type":"archive","lineage":["https://openalex.org/I58077936"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Mihaela Luca","raw_affiliation_strings":["Institute of Computer Science, Romanian Academy, Iasi Branch, 700481 Iasi, Romania"],"raw_orcid":"https://orcid.org/0000-0001-8924-3161","affiliations":[{"raw_affiliation_string":"Institute of Computer Science, Romanian Academy, Iasi Branch, 700481 Iasi, Romania","institution_ids":["https://openalex.org/I58077936"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5070666857"],"corresponding_institution_ids":["https://openalex.org/I58077936"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1782},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1782},"fwci":2.8142,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.91234283,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"11","issue":"3","first_page":"84","last_page":"84"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10552","display_name":"Colorectal Cancer Screening and Detection","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10552","display_name":"Colorectal Cancer Screening and Detection","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9947999715805054,"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9932000041007996,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7718124389648438},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6404368877410889},{"id":"https://openalex.org/keywords/colonoscopy","display_name":"Colonoscopy","score":0.6265845894813538},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.618575930595398},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.5674813985824585},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5301253199577332},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.528795063495636},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3664628863334656},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.19787445664405823},{"id":"https://openalex.org/keywords/colorectal-cancer","display_name":"Colorectal cancer","score":0.11204630136489868},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.08036157488822937},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.07979822158813477}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7718124389648438},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6404368877410889},{"id":"https://openalex.org/C2778435480","wikidata":"https://www.wikidata.org/wiki/Q840387","display_name":"Colonoscopy","level":4,"score":0.6265845894813538},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.618575930595398},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.5674813985824585},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5301253199577332},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.528795063495636},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3664628863334656},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.19787445664405823},{"id":"https://openalex.org/C526805850","wikidata":"https://www.wikidata.org/wiki/Q188874","display_name":"Colorectal cancer","level":3,"score":0.11204630136489868},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.08036157488822937},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.07979822158813477},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/jimaging11030084","is_oa":true,"landing_page_url":"https://doi.org/10.3390/jimaging11030084","pdf_url":"https://www.mdpi.com/2313-433X/11/3/84/pdf?version=1742365775","source":{"id":"https://openalex.org/S2736465063","display_name":"Journal of Imaging","issn_l":"2313-433X","issn":["2313-433X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Imaging","raw_type":"journal-article"},{"id":"pmid:40137196","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40137196","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":"Journal of imaging","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:11943454","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11943454","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"J Imaging","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:9f21a33497a5460694706219e553d742","is_oa":true,"landing_page_url":"https://doaj.org/article/9f21a33497a5460694706219e553d742","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Imaging, Vol 11, Iss 3, p 84 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/jimaging11030084","is_oa":true,"landing_page_url":"https://doi.org/10.3390/jimaging11030084","pdf_url":"https://www.mdpi.com/2313-433X/11/3/84/pdf?version=1742365775","source":{"id":"https://openalex.org/S2736465063","display_name":"Journal of Imaging","issn_l":"2313-433X","issn":["2313-433X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Imaging","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4408552112.pdf"},"referenced_works_count":38,"referenced_works":["https://openalex.org/W2130660124","https://openalex.org/W2294414619","https://openalex.org/W2296415178","https://openalex.org/W2412782625","https://openalex.org/W2618530766","https://openalex.org/W2851918126","https://openalex.org/W2919115771","https://openalex.org/W2958754876","https://openalex.org/W2990396600","https://openalex.org/W3000643822","https://openalex.org/W3015079375","https://openalex.org/W3018988167","https://openalex.org/W3021493143","https://openalex.org/W3038025196","https://openalex.org/W3086023213","https://openalex.org/W3104061658","https://openalex.org/W3111718391","https://openalex.org/W3112527215","https://openalex.org/W3163655960","https://openalex.org/W3199891825","https://openalex.org/W4200152163","https://openalex.org/W4200369974","https://openalex.org/W4226228303","https://openalex.org/W4283170079","https://openalex.org/W4304889340","https://openalex.org/W4321366371","https://openalex.org/W4362631551","https://openalex.org/W4377695729","https://openalex.org/W4385245566","https://openalex.org/W4388424593","https://openalex.org/W4390974721","https://openalex.org/W4393935425","https://openalex.org/W4394893461","https://openalex.org/W4394997664","https://openalex.org/W4398150929","https://openalex.org/W4404438039","https://openalex.org/W6739901393","https://openalex.org/W6783157681"],"related_works":["https://openalex.org/W2381279477","https://openalex.org/W3016587774","https://openalex.org/W2999920852","https://openalex.org/W3028983594","https://openalex.org/W2363227174","https://openalex.org/W3211062742","https://openalex.org/W2073857279","https://openalex.org/W4318274204","https://openalex.org/W2071852359","https://openalex.org/W3144766310"],"abstract_inverted_index":{"Background:":[0],"This":[1,22,99],"study":[2],"aims":[3],"to":[4,57,93,104,125,245],"objectively":[5],"evaluate":[6],"the":[7,30,69,83,89,106,138,155,221,232,252,260,274,280,291],"overall":[8,253],"quality":[9,126,173,254],"of":[10,32,39,46,64,91,114,153,171,214,229,255,267,282,293],"colonoscopies":[11,130,256],"using":[12,137,208],"a":[13,24,44,95,111,212,226,247,300],"specially":[14],"trained":[15,100],"deep":[16,143,238],"learning-based":[17],"semantic":[18,96,145,240],"segmentation":[19,97,146,241],"neural":[20],"network.":[21,98],"represents":[23],"modern":[25],"and":[26,74,86,118,162,257,289,297,303],"valuable":[27],"approach":[28,242],"for":[29,250],"analysis":[31,207],"colonoscopy":[33,40,48,66,84,116,135,160,217,269],"frames.":[34],"Methods:":[35],"We":[36],"collected":[37],"thousands":[38],"frames":[41,85,117],"extracted":[42,222],"from":[43,61],"set":[45,113],"video":[47],"files.":[49],"A":[50],"color-based":[51],"image":[52],"processing":[53],"method":[54,147,286],"was":[55,102],"used":[56,103],"extract":[58,119],"color":[59],"features":[60],"specific":[62],"regions":[63,158],"each":[65],"frame,":[67],"namely,":[68],"intestinal":[70],"mucosa,":[71,295],"residues,":[72,296],"artifacts,":[73,298],"lumen.":[75],"With":[76],"these":[77],"features,":[78],"we":[79],"automatically":[80],"annotated":[81],"all":[82],"then":[87],"selected":[88],"best":[90],"them":[92],"train":[94],"network":[101],"classify":[105],"four":[107,156],"region":[108],"types":[109],"in":[110,151,159,169,265],"different":[112],"test":[115,129],"pixel":[120,164,184,190,196,223],"statistics":[121,165,224],"that":[122,166],"are":[123,167],"relevant":[124],"evaluation.":[127,305],"The":[128,142,175,205,216],"were":[131,179],"also":[132],"evaluated":[133],"by":[134],"experts":[136],"Boston":[139,261,275],"scale.":[140],"Results:":[141],"learning":[144,239],"obtained":[148],"good":[149],"results,":[150],"terms":[152,170,266],"classifying":[154],"key":[157],"frames,":[161],"produced":[163],"efficient":[168],"objective":[172,304],"assessment.":[174],"Spearman":[176],"correlation":[177],"results":[178],"as":[180],"follows:":[181],"BBPS":[182,187,193,199],"vs.":[183,188,194,200],"scores:":[185],"0.69;":[186],"mucosa":[189],"percentage:":[191,197],"0.63;":[192],"residue":[195],"\u22120.47;":[198],"Artifact":[201],"Pixel":[202],"Percentage:":[203],"\u22120.65.":[204],"agreement":[206],"Cohen\u2019s":[209],"Kappa":[210],"yielded":[211],"value":[213],"0.28.":[215],"evaluation":[218],"based":[219],"on":[220,279],"showed":[225],"fair":[227],"level":[228],"compatibility":[230],"with":[231],"experts\u2019":[233],"evaluations.":[234],"Conclusions:":[235],"Our":[236],"proposed":[237],"is":[243],"shown":[244],"be":[246],"promising":[248],"tool":[249],"evaluating":[251],"goes":[258],"beyond":[259],"Bowel":[262],"Preparation":[263],"Scale":[264],"assessing":[268],"quality.":[270],"In":[271],"particular,":[272],"while":[273],"scale":[276],"focuses":[277],"solely":[278],"amount":[281],"residual":[283],"content,":[284],"our":[285],"can":[287],"identify":[288],"quantify":[290],"percentage":[292],"colonic":[294],"providing":[299],"more":[301],"comprehensive":[302]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5}],"updated_date":"2026-08-11T07:18:39.950985","created_date":"2025-10-10T00:00:00"}