{"id":"https://openalex.org/W4385242105","doi":"https://doi.org/10.1002/aisy.202370031","title":"Prediction of Stem Cell State Using Cell Image\u2010Based Deep Learning","display_name":"Prediction of Stem Cell State Using Cell Image\u2010Based Deep Learning","publication_year":2023,"publication_date":"2023-07-01","ids":{"openalex":"https://openalex.org/W4385242105","doi":"https://doi.org/10.1002/aisy.202370031"},"language":"en","primary_location":{"id":"doi:10.1002/aisy.202370031","is_oa":true,"landing_page_url":"https://doi.org/10.1002/aisy.202370031","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/aisy.202370031","source":{"id":"https://openalex.org/S4210212817","display_name":"Advanced Intelligent Systems","issn_l":"2640-4567","issn":["2640-4567"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advanced Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/aisy.202370031","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100340243","display_name":"Minjae Kim","orcid":"https://orcid.org/0000-0001-5392-9110"},"institutions":[{"id":"https://openalex.org/I1306601404","display_name":"Science and Technology Policy Institute","ror":"https://ror.org/00s147322","country_code":"KR","type":"facility","lineage":["https://openalex.org/I1306601404","https://openalex.org/I4210097958"]},{"id":"https://openalex.org/I197347611","display_name":"Korea University","ror":"https://ror.org/047dqcg40","country_code":"KR","type":"education","lineage":["https://openalex.org/I197347611"]},{"id":"https://openalex.org/I4210161052","display_name":"Korea University","ror":"https://ror.org/05m1gnk07","country_code":"JP","type":"education","lineage":["https://openalex.org/I4210161052"]}],"countries":["JP","KR"],"is_corresponding":false,"raw_author_name":"Minjae Kim","raw_affiliation_strings":["Department of Biomedical Engineering Interdisciplinary Program in Precision Public Health Korea University  145 Anam-ro Seongbuk-gu Seoul 02841 Republic of Korea","Institution of Stem Cell R&amp;D iNStemCARE Inc  Seoul Forest A Center 6th Floor, 13-209 Seongsu-dong 1ga Seongdong-gu Seoul 04790 Republic of Korea","Laboratory of Stem Cell and NeuroRegeneration School of Biosystems and Biomedical Sciences Korea University  145 Anam-ro Seongbuk-gu Seoul 02841 Republic of Korea","Laboratory of Stem Cell and NeuroRegeneration, School of Biosystems and Biomedical Sciences, Korea University, 145 Anam-ro, Seongbuk-gu, Seoul, 02841 Republic of Korea","Department of Biomedical Engineering, Interdisciplinary Program in Precision Public Health, Korea University, 145 Anam-ro, Seongbuk-gu, Seoul, 02841 Republic of Korea","Institution of Stem Cell R&D, iNStemCARE Inc, Seoul Forest A Center 6th Floor, 13-209 Seongsu-dong 1ga, Seongdong-gu, Seoul, 04790 Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering Interdisciplinary Program in Precision Public Health Korea University  145 Anam-ro Seongbuk-gu Seoul 02841 Republic of Korea","institution_ids":["https://openalex.org/I4210161052","https://openalex.org/I197347611"]},{"raw_affiliation_string":"Institution of Stem Cell R&amp;D iNStemCARE Inc  Seoul Forest A Center 6th Floor, 13-209 Seongsu-dong 1ga Seongdong-gu Seoul 04790 Republic of Korea","institution_ids":["https://openalex.org/I1306601404"]},{"raw_affiliation_string":"Laboratory of Stem Cell and NeuroRegeneration School of Biosystems and Biomedical Sciences Korea University  145 Anam-ro Seongbuk-gu Seoul 02841 Republic of Korea","institution_ids":["https://openalex.org/I4210161052","https://openalex.org/I197347611"]},{"raw_affiliation_string":"Laboratory of Stem Cell and NeuroRegeneration, School of Biosystems and Biomedical Sciences, Korea University, 145 Anam-ro, Seongbuk-gu, Seoul, 02841 Republic of Korea","institution_ids":["https://openalex.org/I197347611"]},{"raw_affiliation_string":"Department of Biomedical Engineering, Interdisciplinary Program in Precision Public Health, Korea University, 145 Anam-ro, Seongbuk-gu, Seoul, 02841 Republic of Korea","institution_ids":["https://openalex.org/I197347611"]},{"raw_affiliation_string":"Institution of Stem Cell R&D, iNStemCARE Inc, Seoul Forest A Center 6th Floor, 13-209 Seongsu-dong 1ga, Seongdong-gu, Seoul, 04790 Republic of Korea","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048002346","display_name":"Yong Namkung","orcid":null},"institutions":[{"id":"https://openalex.org/I1306601404","display_name":"Science and Technology Policy Institute","ror":"https://ror.org/00s147322","country_code":"KR","type":"facility","lineage":["https://openalex.org/I1306601404","https://openalex.org/I4210097958"]},{"id":"https://openalex.org/I197347611","display_name":"Korea University","ror":"https://ror.org/047dqcg40","country_code":"KR","type":"education","lineage":["https://openalex.org/I197347611"]},{"id":"https://openalex.org/I4210161052","display_name":"Korea University","ror":"https://ror.org/05m1gnk07","country_code":"JP","type":"education","lineage":["https://openalex.org/I4210161052"]}],"countries":["JP","KR"],"is_corresponding":false,"raw_author_name":"Yong Namkung","raw_affiliation_strings":["Department of Integrated Biomedical and Life Science Korea University  145 Anam-ro Seongbuk-gu Seoul 02841 Republic of Korea","Institution of Stem Cell R&amp;D iNStemCARE Inc  Seoul Forest A Center 6th Floor, 13-209 Seongsu-dong 1ga Seongdong-gu Seoul 04790 Republic of Korea","Laboratory of Stem Cell and NeuroRegeneration School of Biosystems and Biomedical Sciences Korea University  145 Anam-ro Seongbuk-gu Seoul 02841 Republic of Korea","Laboratory of Stem Cell and NeuroRegeneration, School of Biosystems and Biomedical Sciences, Korea University, 145 Anam-ro, Seongbuk-gu, Seoul, 02841 Republic of Korea","Institution of Stem Cell R&D, iNStemCARE Inc, Seoul Forest A Center 6th Floor, 13-209 Seongsu-dong 1ga, Seongdong-gu, Seoul, 04790 Republic of Korea","Department of Integrated Biomedical and Life Science, Korea University, 145 Anam-ro, Seongbuk-gu, Seoul, 02841 Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Department of Integrated Biomedical and Life Science Korea University  145 Anam-ro Seongbuk-gu Seoul 02841 Republic of Korea","institution_ids":["https://openalex.org/I197347611","https://openalex.org/I4210161052"]},{"raw_affiliation_string":"Institution of Stem Cell R&amp;D iNStemCARE Inc  Seoul Forest A Center 6th Floor, 13-209 Seongsu-dong 1ga Seongdong-gu Seoul 04790 Republic of Korea","institution_ids":["https://openalex.org/I1306601404"]},{"raw_affiliation_string":"Laboratory of Stem Cell and NeuroRegeneration School of Biosystems and Biomedical Sciences Korea University  145 Anam-ro Seongbuk-gu Seoul 02841 Republic of Korea","institution_ids":["https://openalex.org/I4210161052","https://openalex.org/I197347611"]},{"raw_affiliation_string":"Laboratory of Stem Cell and NeuroRegeneration, School of Biosystems and Biomedical Sciences, Korea University, 145 Anam-ro, Seongbuk-gu, Seoul, 02841 Republic of Korea","institution_ids":["https://openalex.org/I197347611"]},{"raw_affiliation_string":"Institution of Stem Cell R&D, iNStemCARE Inc, Seoul Forest A Center 6th Floor, 13-209 Seongsu-dong 1ga, Seongdong-gu, Seoul, 04790 Republic of Korea","institution_ids":[]},{"raw_affiliation_string":"Department of Integrated Biomedical and Life Science, Korea University, 145 Anam-ro, Seongbuk-gu, Seoul, 02841 Republic of Korea","institution_ids":["https://openalex.org/I197347611"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071195867","display_name":"Donghun Hyun","orcid":null},"institutions":[{"id":"https://openalex.org/I1306601404","display_name":"Science and Technology Policy Institute","ror":"https://ror.org/00s147322","country_code":"KR","type":"facility","lineage":["https://openalex.org/I1306601404","https://openalex.org/I4210097958"]},{"id":"https://openalex.org/I197347611","display_name":"Korea University","ror":"https://ror.org/047dqcg40","country_code":"KR","type":"education","lineage":["https://openalex.org/I197347611"]},{"id":"https://openalex.org/I4210161052","display_name":"Korea University","ror":"https://ror.org/05m1gnk07","country_code":"JP","type":"education","lineage":["https://openalex.org/I4210161052"]}],"countries":["JP","KR"],"is_corresponding":false,"raw_author_name":"Donghun Hyun","raw_affiliation_strings":["Department of Integrated Biomedical and Life Science Korea University  145 Anam-ro Seongbuk-gu Seoul 02841 Republic of Korea","Institution of Stem Cell R&amp;D iNStemCARE Inc  Seoul Forest A Center 6th Floor, 13-209 Seongsu-dong 1ga Seongdong-gu Seoul 04790 Republic of Korea","Laboratory of Stem Cell and NeuroRegeneration School of Biosystems and Biomedical Sciences Korea University  145 Anam-ro Seongbuk-gu Seoul 02841 Republic of Korea","Institution of Stem Cell R&D, iNStemCARE Inc, Seoul Forest A Center 6th Floor, 13-209 Seongsu-dong 1ga, Seongdong-gu, Seoul, 04790 Republic of Korea","Department of Integrated Biomedical and Life Science, Korea University, 145 Anam-ro, Seongbuk-gu, Seoul, 02841 Republic of Korea","Laboratory of Stem Cell and NeuroRegeneration, School of Biosystems and Biomedical Sciences, Korea University, 145 Anam-ro, Seongbuk-gu, Seoul, 02841 Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Department of Integrated Biomedical and Life Science Korea University  145 Anam-ro Seongbuk-gu Seoul 02841 Republic of Korea","institution_ids":["https://openalex.org/I197347611","https://openalex.org/I4210161052"]},{"raw_affiliation_string":"Institution of Stem Cell R&amp;D iNStemCARE Inc  Seoul Forest A Center 6th Floor, 13-209 Seongsu-dong 1ga Seongdong-gu Seoul 04790 Republic of Korea","institution_ids":["https://openalex.org/I1306601404"]},{"raw_affiliation_string":"Laboratory of Stem Cell and NeuroRegeneration School of Biosystems and Biomedical Sciences Korea University  145 Anam-ro Seongbuk-gu Seoul 02841 Republic of Korea","institution_ids":["https://openalex.org/I4210161052","https://openalex.org/I197347611"]},{"raw_affiliation_string":"Institution of Stem Cell R&D, iNStemCARE Inc, Seoul Forest A Center 6th Floor, 13-209 Seongsu-dong 1ga, Seongdong-gu, Seoul, 04790 Republic of Korea","institution_ids":[]},{"raw_affiliation_string":"Department of Integrated Biomedical and Life Science, Korea University, 145 Anam-ro, Seongbuk-gu, Seoul, 02841 Republic of Korea","institution_ids":["https://openalex.org/I197347611"]},{"raw_affiliation_string":"Laboratory of Stem Cell and NeuroRegeneration, School of Biosystems and Biomedical Sciences, Korea University, 145 Anam-ro, Seongbuk-gu, Seoul, 02841 Republic of Korea","institution_ids":["https://openalex.org/I197347611"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008787917","display_name":"Sunghoi Hong","orcid":"https://orcid.org/0000-0003-4926-1044"},"institutions":[{"id":"https://openalex.org/I197347611","display_name":"Korea University","ror":"https://ror.org/047dqcg40","country_code":"KR","type":"education","lineage":["https://openalex.org/I197347611"]},{"id":"https://openalex.org/I4210086769","display_name":"Institute of Public Health","ror":"https://ror.org/000w57b95","country_code":"AL","type":"government","lineage":["https://openalex.org/I4210086769"]},{"id":"https://openalex.org/I4210161052","display_name":"Korea University","ror":"https://ror.org/05m1gnk07","country_code":"JP","type":"education","lineage":["https://openalex.org/I4210161052"]}],"countries":["AL","JP","KR"],"is_corresponding":true,"raw_author_name":"Sunghoi Hong","raw_affiliation_strings":["Interdisciplinary Program in Precision Public Health BK21 Four Institute of Precision Public Health Korea University  145 Anam-ro Seongbuk-gu Seoul 02841 Republic of Korea","Laboratory of Stem Cell and NeuroRegeneration School of Biosystems and Biomedical Sciences Korea University  145 Anam-ro Seongbuk-gu Seoul 02841 Republic of Korea","Interdisciplinary Program in Precision Public Health, BK21 Four Institute of Precision Public Health, Korea University, 145 Anam-ro, Seongbuk-gu, Seoul, 02841 Republic of Korea","Laboratory of Stem Cell and NeuroRegeneration, School of Biosystems and Biomedical Sciences, Korea University, 145 Anam-ro, Seongbuk-gu, Seoul, 02841 Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Interdisciplinary Program in Precision Public Health BK21 Four Institute of Precision Public Health Korea University  145 Anam-ro Seongbuk-gu Seoul 02841 Republic of Korea","institution_ids":["https://openalex.org/I4210086769"]},{"raw_affiliation_string":"Laboratory of Stem Cell and NeuroRegeneration School of Biosystems and Biomedical Sciences Korea University  145 Anam-ro Seongbuk-gu Seoul 02841 Republic of Korea","institution_ids":["https://openalex.org/I4210161052","https://openalex.org/I197347611"]},{"raw_affiliation_string":"Interdisciplinary Program in Precision Public Health, BK21 Four Institute of Precision Public Health, Korea University, 145 Anam-ro, Seongbuk-gu, Seoul, 02841 Republic of Korea","institution_ids":["https://openalex.org/I197347611"]},{"raw_affiliation_string":"Laboratory of Stem Cell and NeuroRegeneration, School of Biosystems and Biomedical Sciences, Korea University, 145 Anam-ro, Seongbuk-gu, Seoul, 02841 Republic of Korea","institution_ids":["https://openalex.org/I197347611"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5008787917"],"corresponding_institution_ids":["https://openalex.org/I197347611","https://openalex.org/I4210086769","https://openalex.org/I4210161052"],"apc_list":{"value":2750,"currency":"USD","value_usd":2750},"apc_paid":{"value":2750,"currency":"USD","value_usd":2750},"fwci":0.6028,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.68884443,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"5","issue":"7","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12874","display_name":"Digital Imaging for Blood Diseases","score":0.8655999898910522,"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"}},"topics":[{"id":"https://openalex.org/T12874","display_name":"Digital Imaging for Blood Diseases","score":0.8655999898910522,"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/T12859","display_name":"Cell Image Analysis Techniques","score":0.7754999995231628,"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/T10862","display_name":"AI in cancer detection","score":0.7146000266075134,"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/artificial-intelligence","display_name":"Artificial intelligence","score":0.6705277562141418},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5018188953399658},{"id":"https://openalex.org/keywords/cell","display_name":"Cell","score":0.4953855276107788},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.47884416580200195},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4671570360660553},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.461121529340744},{"id":"https://openalex.org/keywords/cell-culture","display_name":"Cell culture","score":0.4142382740974426},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.33603227138519287},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.23538976907730103},{"id":"https://openalex.org/keywords/genetics","display_name":"Genetics","score":0.0806632936000824}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6705277562141418},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5018188953399658},{"id":"https://openalex.org/C1491633281","wikidata":"https://www.wikidata.org/wiki/Q7868","display_name":"Cell","level":2,"score":0.4953855276107788},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.47884416580200195},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4671570360660553},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.461121529340744},{"id":"https://openalex.org/C81885089","wikidata":"https://www.wikidata.org/wiki/Q189082","display_name":"Cell culture","level":2,"score":0.4142382740974426},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.33603227138519287},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.23538976907730103},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0806632936000824}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1002/aisy.202370031","is_oa":true,"landing_page_url":"https://doi.org/10.1002/aisy.202370031","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/aisy.202370031","source":{"id":"https://openalex.org/S4210212817","display_name":"Advanced Intelligent Systems","issn_l":"2640-4567","issn":["2640-4567"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advanced Intelligent Systems","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1002/aisy.202370031","is_oa":true,"landing_page_url":"https://doi.org/10.1002/aisy.202370031","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/aisy.202370031","source":{"id":"https://openalex.org/S4210212817","display_name":"Advanced Intelligent Systems","issn_l":"2640-4567","issn":["2640-4567"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advanced Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.4399999976158142,"id":"https://metadata.un.org/sdg/5","display_name":"Gender equality"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4385242105.pdf"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4375867731","https://openalex.org/W2611989081","https://openalex.org/W4230611425","https://openalex.org/W2731899572","https://openalex.org/W4304166257","https://openalex.org/W4294635752","https://openalex.org/W4383066092","https://openalex.org/W2143718611","https://openalex.org/W2028016879","https://openalex.org/W2139826700"],"abstract_inverted_index":{"AI-Based":[0],"Cell":[1],"Morphology":[2],"Recognition":[3],"In":[4],"article":[5],"number":[6],"2300017,":[7],"Sunghoi":[8],"Hong":[9],"and":[10,65],"colleagues":[11],"present":[12],"that":[13,19],"AI":[14],"accurately":[15],"detects":[16],"the":[17,25,35,39,55],"cells":[18],"are":[20],"difficult":[21],"to":[22,61],"distinguish":[23],"with":[24],"naked":[26],"eye":[27],"based":[28],"on":[29],"their":[30],"shape.":[31],"This":[32],"technology":[33],"classifies":[34],"subtle":[36],"changes":[37],"of":[38],"cell":[40,45,56,67],"shape":[41],"caused":[42],"by":[43],"different":[44],"culture":[46,68],"conditions,":[47],"as":[48,50],"well":[49],"genetic":[51],"defects":[52],"using":[53],"only":[54],"images.":[57],"It":[58],"is":[59],"expected":[60],"establish":[62],"a":[63],"stable":[64],"reproducible":[66],"strategy.":[69]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1}],"updated_date":"2026-03-27T14:29:43.386196","created_date":"2025-10-10T00:00:00"}
