{"id":"https://openalex.org/W7204479730","doi":"https://doi.org/10.1136/bmjophth-2026-eeba.41","title":"41 Automatic corneal cell detection and semi-supervised segmentation on histological images using deep learning techniques","display_name":"41 Automatic corneal cell detection and semi-supervised segmentation on histological images using deep learning techniques","publication_year":2026,"publication_date":"2026-08-01","ids":{"openalex":"https://openalex.org/W7204479730","doi":"https://doi.org/10.1136/bmjophth-2026-eeba.41"},"language":"en","primary_location":{"id":"doi:10.1136/bmjophth-2026-eeba.41","doi":"https://doi.org/10.1136/bmjophth-2026-eeba.41","is_oa":true,"landing_page_url":"https://doi.org/10.1136/bmjophth-2026-eeba.41","pdf_url":"https://bmjophth.bmj.com/content/11/Suppl_2/A21.full.pdf","source":{"id":"https://openalex.org/S4210181307","display_name":"BMJ Open Ophthalmology","issn_l":"2397-3269","issn":["2397-3269"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-d","doyens","jufo-1","ki-jl-1","medline","norway-1","oarl","poland-20","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310319945","host_organization_name":"BMJ","host_organization_lineage":["https://openalex.org/P4310319945"],"host_organization_lineage_names":["BMJ"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"41\u2005Automatic corneal cell detection and semi-supervised segmentation on histological images using deep learning techniques","raw_type":"proceedings-article"},"volume":null,"type":"conference-abstract","is_traditional":false,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmjophth.bmj.com/content/11/Suppl_2/A21.full.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101549876","display_name":"Jorge Figueroa","orcid":"https://orcid.org/0000-0001-5140-5700","observed_orcids":["https://orcid.org/0000-0001-5140-5700"]},"institutions":[{"id":"https://openalex.org/I4210160015","display_name":"Instituto de Investigaci\u00f3n Biom\u00e9dica de A Coru\u00f1a","ror":"https://ror.org/04c9g9234","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210160015"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jorge Figueroa","raw_affiliation_strings":["Grupo VARPA, Instituto de Investigaci\u00f3n Biom\u00e9dica (INIBIC), A Coru\u00f1a, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Grupo VARPA, Instituto de Investigaci\u00f3n Biom\u00e9dica (INIBIC), A Coru\u00f1a, Spain","institution_ids":["https://openalex.org/I4210160015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057860861","display_name":"Jos\u00e9 Rouco","orcid":"https://orcid.org/0000-0003-4407-9091","observed_orcids":["https://orcid.org/0000-0003-4407-9091"]},"institutions":[{"id":"https://openalex.org/I4210160015","display_name":"Instituto de Investigaci\u00f3n Biom\u00e9dica de A Coru\u00f1a","ror":"https://ror.org/04c9g9234","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210160015"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jos\u00e9 Rouco","raw_affiliation_strings":["Grupo VARPA, Instituto de Investigaci\u00f3n Biom\u00e9dica (INIBIC), A Coru\u00f1a, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Grupo VARPA, Instituto de Investigaci\u00f3n Biom\u00e9dica (INIBIC), A Coru\u00f1a, Spain","institution_ids":["https://openalex.org/I4210160015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032144370","display_name":"Jorge Novo","orcid":"https://orcid.org/0000-0002-0125-3064","observed_orcids":["https://orcid.org/0000-0002-0125-3064"]},"institutions":[{"id":"https://openalex.org/I4210160015","display_name":"Instituto de Investigaci\u00f3n Biom\u00e9dica de A Coru\u00f1a","ror":"https://ror.org/04c9g9234","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210160015"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jorge Novo","raw_affiliation_strings":["Grupo VARPA, Instituto de Investigaci\u00f3n Biom\u00e9dica (INIBIC), A Coru\u00f1a, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Grupo VARPA, Instituto de Investigaci\u00f3n Biom\u00e9dica (INIBIC), A Coru\u00f1a, Spain","institution_ids":["https://openalex.org/I4210160015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066902297","display_name":"Jacinto S\u00e1nchez Ib\u00e1\u00f1ez","orcid":"https://orcid.org/0000-0001-7232-8580","observed_orcids":["https://orcid.org/0000-0001-7232-8580"]},"institutions":[{"id":"https://openalex.org/I4210140856","display_name":"Complexo Hospitalario Universitario A Coru\u00f1a","ror":"https://ror.org/044knj408","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I4210140856"]},{"id":"https://openalex.org/I4210158352","display_name":"Servicio Gallego de Salud","ror":"https://ror.org/0591s4t67","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I4210158352"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jacinto S\u00e1nchez Ib\u00e1\u00f1ez","raw_affiliation_strings":["Unidade de Criobio- lox\u00eda-Banco de Tecidos, Complexo Hospitalario Universitario A Coru\u00f1a (CHUAC), Servizo Galego de Sa\u00fade (SERGAS), A Coru\u00f1a, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Unidade de Criobio- lox\u00eda-Banco de Tecidos, Complexo Hospitalario Universitario A Coru\u00f1a (CHUAC), Servizo Galego de Sa\u00fade (SERGAS), A Coru\u00f1a, Spain","institution_ids":["https://openalex.org/I4210140856","https://openalex.org/I4210158352"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072352126","display_name":"E. Rendal","orcid":"https://orcid.org/0000-0001-5127-4771","observed_orcids":["https://orcid.org/0000-0001-5127-4771"]},"institutions":[{"id":"https://openalex.org/I4210140856","display_name":"Complexo Hospitalario Universitario A Coru\u00f1a","ror":"https://ror.org/044knj408","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I4210140856"]},{"id":"https://openalex.org/I4210158352","display_name":"Servicio Gallego de Salud","ror":"https://ror.org/0591s4t67","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I4210158352"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Mar\u00eda Esther Rendal V\u00e1zquez","raw_affiliation_strings":["Unidade de Criobio- lox\u00eda-Banco de Tecidos, Complexo Hospitalario Universitario A Coru\u00f1a (CHUAC), Servizo Galego de Sa\u00fade (SERGAS), A Coru\u00f1a, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Unidade de Criobio- lox\u00eda-Banco de Tecidos, Complexo Hospitalario Universitario A Coru\u00f1a (CHUAC), Servizo Galego de Sa\u00fade (SERGAS), A Coru\u00f1a, Spain","institution_ids":["https://openalex.org/I4210140856","https://openalex.org/I4210158352"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024414231","display_name":"Ant\u00f3n Fern\u00e1ndez-Garc\u00eda","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210140856","display_name":"Complexo Hospitalario Universitario A Coru\u00f1a","ror":"https://ror.org/044knj408","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I4210140856"]},{"id":"https://openalex.org/I4210158352","display_name":"Servicio Gallego de Salud","ror":"https://ror.org/0591s4t67","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I4210158352"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Ant\u00f3n Fern\u00e1ndez Garc\u00eda","raw_affiliation_strings":["Unidade de Criobio- lox\u00eda-Banco de Tecidos, Complexo Hospitalario Universitario A Coru\u00f1a (CHUAC), Servizo Galego de Sa\u00fade (SERGAS), A Coru\u00f1a, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Unidade de Criobio- lox\u00eda-Banco de Tecidos, Complexo Hospitalario Universitario A Coru\u00f1a (CHUAC), Servizo Galego de Sa\u00fade (SERGAS), A Coru\u00f1a, Spain","institution_ids":["https://openalex.org/I4210140856","https://openalex.org/I4210158352"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077849552","display_name":"Marcos Ortega","orcid":"https://orcid.org/0000-0002-2798-0788","observed_orcids":["https://orcid.org/0000-0002-2798-0788"]},"institutions":[{"id":"https://openalex.org/I4210160015","display_name":"Instituto de Investigaci\u00f3n Biom\u00e9dica de A Coru\u00f1a","ror":"https://ror.org/04c9g9234","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210160015"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Marcos Ortega","raw_affiliation_strings":["Grupo VARPA, Instituto de Investigaci\u00f3n Biom\u00e9dica (INIBIC), A Coru\u00f1a, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Grupo VARPA, Instituto de Investigaci\u00f3n Biom\u00e9dica (INIBIC), A Coru\u00f1a, Spain","institution_ids":["https://openalex.org/I4210160015"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1700,"currency":"GBP","value_usd":2085},"apc_paid":{"value":1700,"currency":"GBP","value_usd":2085},"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"A21","last_page":"A21"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12859","display_name":"Cell Image Analysis Techniques","score":0.9585000276565552,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T12859","display_name":"Cell Image Analysis Techniques","score":0.9585000276565552,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10052","display_name":"Medical Image Segmentation Techniques","score":0.013199999928474426,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.011800000444054604,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/corneal-histology","display_name":"corneal histology","score":0.7329999804496765},{"id":"https://openalex.org/keywords/corneal-transplantation","display_name":"corneal transplantation","score":0.7459999918937683}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.8104000091552734},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.7944999933242798},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7444999814033508},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.7110000252723694},{"id":"https://openalex.org/C146849305","wikidata":"https://www.wikidata.org/wiki/Q370766","display_name":"Ground truth","level":2,"score":0.6841999888420105},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6464999914169312},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5214999914169312},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.48989999294281006},{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.4629000127315521},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.44110000133514404},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.4325999915599823},{"id":"https://openalex.org/C169903167","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Test set","level":2,"score":0.3564999997615814},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.336899995803833},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.335099995136261},{"id":"https://openalex.org/C3019831412","wikidata":"https://www.wikidata.org/wiki/Q5778278","display_name":"Fully automatic","level":2,"score":0.3319000005722046},{"id":"https://openalex.org/C65885262","wikidata":"https://www.wikidata.org/wiki/Q7429708","display_name":"Scale-space segmentation","level":4,"score":0.3140999972820282},{"id":"https://openalex.org/C3020199158","wikidata":"https://www.wikidata.org/wiki/Q210521","display_name":"High resolution","level":2,"score":0.29910001158714294},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.29789999127388},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.2971999943256378},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.2623000144958496},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2599000036716461},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.2517000138759613}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1136/bmjophth-2026-eeba.41","doi":"https://doi.org/10.1136/bmjophth-2026-eeba.41","is_oa":true,"landing_page_url":"https://doi.org/10.1136/bmjophth-2026-eeba.41","pdf_url":"https://bmjophth.bmj.com/content/11/Suppl_2/A21.full.pdf","source":{"id":"https://openalex.org/S4210181307","display_name":"BMJ Open Ophthalmology","issn_l":"2397-3269","issn":["2397-3269"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-d","doyens","jufo-1","ki-jl-1","medline","norway-1","oarl","poland-20","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310319945","host_organization_name":"BMJ","host_organization_lineage":["https://openalex.org/P4310319945"],"host_organization_lineage_names":["BMJ"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"41\u2005Automatic corneal cell detection and semi-supervised segmentation on histological images using deep learning techniques","raw_type":"proceedings-article"},{"id":"pmh:oai:doaj.org/article:9191cf88baba44898f29b365e5794f34","doi":null,"is_oa":false,"landing_page_url":"https://doaj.org/article/9191cf88baba44898f29b365e5794f34","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,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMJ Open Ophthalmology, Vol 11, Iss Suppl 2 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1136/bmjophth-2026-eeba.41","doi":"https://doi.org/10.1136/bmjophth-2026-eeba.41","is_oa":true,"landing_page_url":"https://doi.org/10.1136/bmjophth-2026-eeba.41","pdf_url":"https://bmjophth.bmj.com/content/11/Suppl_2/A21.full.pdf","source":{"id":"https://openalex.org/S4210181307","display_name":"BMJ Open Ophthalmology","issn_l":"2397-3269","issn":["2397-3269"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-d","doyens","jufo-1","ki-jl-1","medline","norway-1","oarl","poland-20","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310319945","host_organization_name":"BMJ","host_organization_lineage":["https://openalex.org/P4310319945"],"host_organization_lineage_names":["BMJ"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"41\u2005Automatic corneal cell detection and semi-supervised segmentation on histological images using deep learning techniques","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.5683000087738037,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7204479730.pdf","grobid_xml":"https://content.openalex.org/works/W7204479730.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W3191270833","https://openalex.org/W2921435479","https://openalex.org/W3080818959","https://openalex.org/W3005716754","https://openalex.org/W4283654105","https://openalex.org/W7123360854","https://openalex.org/W2789290087","https://openalex.org/W2161944241","https://openalex.org/W4315753967","https://openalex.org/W4205342717"],"abstract_inverted_index":{"Purpose":[0],"The":[1,163],"analysis":[2,238],"of":[3,32,40,59,67,75,94,138,156,180,193,198,239,253,294,310,323],"corneal":[4,95,254,324],"cultures":[5],"is":[6,16,44,172,214,264],"key":[7],"for":[8,12,91,128,174,291,312],"determining":[9],"its":[10],"suitability":[11],"transplantation.":[13],"Currently,":[14],"it":[15,277],"performed":[17],"by":[18,53,104],"manually":[19],"counting":[20],"cells":[21,96,182],"to":[22,114,134,203,216,260],"estimate":[23,246],"the":[24,30,33,41,57,65,68,73,76,92,105,136,139,146,154,161,168,186,204,210,221,240,247,261,267,274,292,313,321],"density,":[25],"as":[26,28,276,288,320],"well":[27],"studying":[29],"morphology":[31],"cells,":[34],"on":[35,87,97,185,250],"high":[36],"resolution":[37],"histological":[38,98,251],"images":[39,252],"cornea.":[42],"This":[43],"a":[45,125,190,235,257,279,283],"time-consuming":[46],"task":[47,149,286],"that":[48,62,109,167,266,302],"can":[49,63],"also":[50,117,123,300],"be":[51,111,271,309],"affected":[52],"human":[54],"subjectivity,":[55],"motivating":[56],"design":[58],"automatic":[60,84],"methods":[61,244,269],"reduce":[64],"workload":[66],"experts":[69],"and":[70],"potentially":[71],"improve":[72,135],"quality":[74],"analyses.Methods":[77],"In":[78,119,142,208,297],"this":[79,120],"work":[80],"we":[81,122,144,299],"propose":[82,124],"an":[83,178,196],"method,":[85],"based":[86],"Deep":[88],"Learning":[89],"techniques,":[90,152],"detection":[93,170,212],"images,":[99],"trained":[100],"using":[101],"pseudo-centroids":[102],"annotated":[103,205],"experts.":[106,262],"Some":[107],"areas":[108,131],"may":[110],"ambiguous":[112],"due":[113],"blurriness":[115],"were":[116],"indicated.":[118],"context,":[121],"refinement":[126],"method":[127],"these":[129],"excluded":[130,222],"in":[132,220,273,282,315],"order":[133],"robustness":[137],"proposed":[140,169,211,243,268,304],"methods.":[141],"addition,":[143,209,298],"address":[145],"cell":[147,248,325],"segmentation":[148,158,228,306],"with":[150,189,201],"self-supervised":[151,305],"removing":[153],"necessity":[155],"any":[157],"annotations":[159],"from":[160],"experts.Results":[162],"achieved":[164],"results":[165],"show":[166],"model":[171,213,307],"adequate":[173],"cell-counting":[175],"tasks,":[176],"estima-ting":[177],"average":[179],"0.004085":[181],"per":[183],"micron":[184],"test":[187],"set":[188],"ground":[191,206],"truth":[192],"0.004098,":[194],"committing":[195],"error":[197],"only":[199],"0.38%":[200],"respect":[202],"truth.":[207],"able":[215],"provide":[217],"reasonable":[218],"detections":[219],"abmiguous":[223],"areas.":[224],"Moreover,":[225],"our":[226,303],"self-su-pervised":[227],"approach":[229],"achieves":[230],"satisfactory":[231],"qualitative":[232],"results,":[233],"allowing":[234],"feasible":[236],"morphologi-cal":[237],"cells.Conclusions":[241],"Our":[242],"successfully":[245],"density":[249],"cultures,":[255],"achieving":[256],"performance":[258],"similar":[259],"It":[263],"expected":[265],"will":[270,308],"leveraged":[272],"clinics,":[275],"provides":[278],"significant":[280],"improvement":[281],"tedious":[284],"repetitive":[285],"such":[287,319],"cell-counting,":[289],"ne-cessary":[290],"assessment":[293],"tissue":[295],"quality.":[296],"expect":[301],"help":[311],"clinicians":[314],"more":[316],"complex":[317],"tasks":[318],"study":[322],"morphology.Abstract":[326],"41":[327],"Figure":[328],"1":[329]},"counts_by_year":[],"updated_date":"2026-11-02T09:45:03.842371","created_date":"2026-08-28T00:00:00"}