{"id":"https://openalex.org/W4387948767","doi":"https://doi.org/10.1038/s41598-023-43104-y","title":"Deep learning visual field global index prediction with optical coherence tomography parameters in glaucoma patients","display_name":"Deep learning visual field global index prediction with optical coherence tomography parameters in glaucoma patients","publication_year":2023,"publication_date":"2023-10-25","ids":{"openalex":"https://openalex.org/W4387948767","doi":"https://doi.org/10.1038/s41598-023-43104-y","pmid":"https://pubmed.ncbi.nlm.nih.gov/37880259","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/10600216"},"language":"en","primary_location":{"id":"doi:10.1038/s41598-023-43104-y","doi":"https://doi.org/10.1038/s41598-023-43104-y","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41598-023-43104-y","pdf_url":"https://www.nature.com/articles/s41598-023-43104-y.pdf","source":{"id":"https://openalex.org/S196734849","display_name":"Scientific Reports","issn_l":"2045-2322","issn":["2045-2322"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","dongbi-c","doyens","jufo-1","ki-jl-1","medline","norway-1","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientific Reports","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.nature.com/articles/s41598-023-43104-y.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5022623190","display_name":"Dongbock Kim","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I71007489","display_name":"Kyungnam University","ror":"https://ror.org/037pkxm09","country_code":"KR","type":"education","lineage":["https://openalex.org/I71007489"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Dongbock Kim","raw_affiliation_strings":["Department of Mathematics Education, School of Education, Kyungnam University, 7 Kyugnamdaehak\u2011ro, Masanhappo\u2011gu, Changwon, Gyeongsangnam-do, 51767, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mathematics Education, School of Education, Kyungnam University, 7 Kyugnamdaehak\u2011ro, Masanhappo\u2011gu, Changwon, Gyeongsangnam-do, 51767, Republic of Korea","institution_ids":["https://openalex.org/I71007489"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009677689","display_name":"Sat Byul Seo","orcid":"https://orcid.org/0000-0002-9110-271X","observed_orcids":["https://orcid.org/0000-0002-9110-271X"]},"institutions":[{"id":"https://openalex.org/I71007489","display_name":"Kyungnam University","ror":"https://ror.org/037pkxm09","country_code":"KR","type":"education","lineage":["https://openalex.org/I71007489"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Sat Byul Seo","raw_affiliation_strings":["Department of Mathematics Education, School of Education, Kyungnam University, 7 Kyugnamdaehak\u2011ro, Masanhappo\u2011gu, Changwon, Gyeongsangnam-do, 51767, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mathematics Education, School of Education, Kyungnam University, 7 Kyugnamdaehak\u2011ro, Masanhappo\u2011gu, Changwon, Gyeongsangnam-do, 51767, Republic of Korea","institution_ids":["https://openalex.org/I71007489"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047657377","display_name":"Seongjoon Park","orcid":"https://orcid.org/0000-0001-5118-0572","observed_orcids":["https://orcid.org/0000-0001-5118-0572","https://orcid.org/0000-0002-9765-6393"]},"institutions":[{"id":"https://openalex.org/I71007489","display_name":"Kyungnam University","ror":"https://ror.org/037pkxm09","country_code":"KR","type":"education","lineage":["https://openalex.org/I71007489"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Seong Joon Park","raw_affiliation_strings":["Department of Mathematics Education, School of Education, Kyungnam University, 7 Kyugnamdaehak\u2011ro, Masanhappo\u2011gu, Changwon, Gyeongsangnam-do, 51767, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mathematics Education, School of Education, Kyungnam University, 7 Kyugnamdaehak\u2011ro, Masanhappo\u2011gu, Changwon, Gyeongsangnam-do, 51767, Republic of Korea","institution_ids":["https://openalex.org/I71007489"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027963153","display_name":"Hyun-kyung Cho","orcid":"https://orcid.org/0000-0001-5631-5077","observed_orcids":["https://orcid.org/0000-0001-5631-5077"]},"institutions":[{"id":"https://openalex.org/I189442560","display_name":"Gyeongsang National University","ror":"https://ror.org/00saywf64","country_code":"KR","type":"education","lineage":["https://openalex.org/I189442560"]},{"id":"https://openalex.org/I4405259016","display_name":"Gyeongsang National University Changwon Hospital","ror":"https://ror.org/01jj61460","country_code":"KR","type":"healthcare","lineage":["https://openalex.org/I189442560","https://openalex.org/I4210091148","https://openalex.org/I4405259016"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Hyun-kyung Cho","raw_affiliation_strings":["Department of Ophthalmology, Gyeongsang National University Changwon Hospital, School of Medicine, Gyeongsang National University, 11 Samjeongja-ro, Seongsan-gu, Changwon, Gyeongsangnam-do, 51472, Republic of Korea. chohk@gnu.ac.kr","Institute of Health Sciences, School of Medicine, Gyeongsang National University, Jinju, Republic of Korea. chohk@gnu.ac.kr","Department of Ophthalmology, Gyeongsang National University Changwon Hospital, School of Medicine, Gyeongsang National University, 11 Samjeongja-ro, Seongsan-gu, Changwon, Gyeongsangnam-do, 51472, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Ophthalmology, Gyeongsang National University Changwon Hospital, School of Medicine, Gyeongsang National University, 11 Samjeongja-ro, Seongsan-gu, Changwon, Gyeongsangnam-do, 51472, Republic of Korea. chohk@gnu.ac.kr","institution_ids":["https://openalex.org/I189442560","https://openalex.org/I4405259016"]},{"raw_affiliation_string":"Institute of Health Sciences, School of Medicine, Gyeongsang National University, Jinju, Republic of Korea. chohk@gnu.ac.kr","institution_ids":["https://openalex.org/I189442560"]},{"raw_affiliation_string":"Department of Ophthalmology, Gyeongsang National University Changwon Hospital, School of Medicine, Gyeongsang National University, 11 Samjeongja-ro, Seongsan-gu, Changwon, Gyeongsangnam-do, 51472, Republic of Korea","institution_ids":["https://openalex.org/I189442560","https://openalex.org/I4405259016"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5027963153"],"corresponding_institution_ids":["https://openalex.org/I189442560","https://openalex.org/I4405259016"],"apc_list":{"value":2390,"currency":"USD","value_usd":2390},"apc_paid":{"value":2390,"currency":"USD","value_usd":2390},"fwci":4.4079,"has_fulltext":true,"cited_by_count":20,"citation_normalized_percentile":{"value":0.95256094,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"13","issue":"1","first_page":"18304","last_page":"18304"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10250","display_name":"Glaucoma and retinal disorders","score":0.9872999787330627,"subfield":{"id":"https://openalex.org/subfields/2731","display_name":"Ophthalmology"},"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/T10250","display_name":"Glaucoma and retinal disorders","score":0.9872999787330627,"subfield":{"id":"https://openalex.org/subfields/2731","display_name":"Ophthalmology"},"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/T11438","display_name":"Retinal Imaging and Analysis","score":0.010400000028312206,"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"}},{"id":"https://openalex.org/T10563","display_name":"Corneal surgery and disorders","score":0.0003000000142492354,"subfield":{"id":"https://openalex.org/subfields/2731","display_name":"Ophthalmology"},"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/glaucoma","display_name":"glaucoma","score":0.9959999918937683},{"id":"https://openalex.org/keywords/mean-deviation","display_name":"mean deviation","score":0.8009999990463257},{"id":"https://openalex.org/keywords/pattern-standard-deviation","display_name":"pattern standard deviation","score":0.9829999804496765},{"id":"https://openalex.org/keywords/visual-field-index","display_name":"visual field index","score":0.9990000128746033},{"id":"https://openalex.org/keywords/bruch-s-membrane-opening-minimum-rim-width","display_name":"Bruch's membrane opening-minimum rim width","score":0.8650000095367432},{"id":"https://openalex.org/keywords/retinal-nerve-fiber-layer-thickness","display_name":"retinal nerve fiber layer thickness","score":0.9240000247955322},{"id":"https://openalex.org/keywords/deep-neural-network","display_name":"deep neural network","score":0.9020000100135803},{"id":"https://openalex.org/keywords/glaucoma-suspects","display_name":"glaucoma suspects","score":0.7379999756813049},{"id":"https://openalex.org/keywords/normal-tension-glaucoma","display_name":"normal-tension glaucoma","score":0.8920000195503235},{"id":"https://openalex.org/keywords/primary-angle-closure-glaucoma","display_name":"primary angle-closure glaucoma","score":0.8619999885559082},{"id":"https://openalex.org/keywords/primary-open-angle-glaucoma","display_name":"primary open-angle glaucoma","score":0.9210000038146973},{"id":"https://openalex.org/keywords/visual-field-testing","display_name":"visual field testing","score":0.460999995470047}],"concepts":[{"id":"https://openalex.org/C2778527774","wikidata":"https://www.wikidata.org/wiki/Q159701","display_name":"Glaucoma","level":2,"score":0.8644058704376221},{"id":"https://openalex.org/C2778818243","wikidata":"https://www.wikidata.org/wiki/Q899552","display_name":"Optical coherence tomography","level":2,"score":0.8226934671401978},{"id":"https://openalex.org/C2780592520","wikidata":"https://www.wikidata.org/wiki/Q4423908","display_name":"Nerve fiber layer","level":3,"score":0.7349392175674438},{"id":"https://openalex.org/C120934525","wikidata":"https://www.wikidata.org/wiki/Q849149","display_name":"Absolute deviation","level":2,"score":0.7141960859298706},{"id":"https://openalex.org/C2776058522","wikidata":"https://www.wikidata.org/wiki/Q2364768","display_name":"Visual field","level":2,"score":0.6474162340164185},{"id":"https://openalex.org/C118487528","wikidata":"https://www.wikidata.org/wiki/Q161437","display_name":"Ophthalmology","level":1,"score":0.608428418636322},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4934951066970825},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.49058595299720764},{"id":"https://openalex.org/C188154048","wikidata":"https://www.wikidata.org/wiki/Q6803609","display_name":"Mean absolute error","level":3,"score":0.48709869384765625},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.46370014548301697},{"id":"https://openalex.org/C22679943","wikidata":"https://www.wikidata.org/wiki/Q159375","display_name":"Standard deviation","level":2,"score":0.4597052037715912},{"id":"https://openalex.org/C2780827179","wikidata":"https://www.wikidata.org/wiki/Q422001","display_name":"Retinal","level":2,"score":0.436554491519928},{"id":"https://openalex.org/C167085575","wikidata":"https://www.wikidata.org/wiki/Q6803654","display_name":"Mean squared prediction error","level":2,"score":0.432555615901947},{"id":"https://openalex.org/C119767625","wikidata":"https://www.wikidata.org/wiki/Q618211","display_name":"Optometry","level":1,"score":0.4076465666294098},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3431645929813385},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3056918978691101},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.24240437150001526},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.2243032455444336},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.220074862241745}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005901","descriptor_name":"Glaucoma","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007429","descriptor_name":"Intraocular Pressure","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009412","descriptor_name":"Nerve Fibers","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009898","descriptor_name":"Optic Disk","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012165","descriptor_name":"Retinal Ganglion Cells","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014794","descriptor_name":"Visual Fields","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016570","descriptor_name":"Bruch Membrane","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D041623","descriptor_name":"Tomography, Optical Coherence","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1038/s41598-023-43104-y","doi":"https://doi.org/10.1038/s41598-023-43104-y","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41598-023-43104-y","pdf_url":"https://www.nature.com/articles/s41598-023-43104-y.pdf","source":{"id":"https://openalex.org/S196734849","display_name":"Scientific Reports","issn_l":"2045-2322","issn":["2045-2322"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","dongbi-c","doyens","jufo-1","ki-jl-1","medline","norway-1","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientific Reports","raw_type":"journal-article"},{"id":"pmh:oai:pubmedcentral.nih.gov:10600216","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10600216","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10600216/pdf/41598_2023_Article_43104.pdf","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,"listed_in":[],"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sci Rep","raw_type":"Text"},{"id":"pmid:37880259","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37880259","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,"listed_in":[],"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":"Scientific reports","raw_type":"Journal Article"},{"id":"pmh:oai:doaj.org/article:d2a1b947ab774561b95f7bae820952a2","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/d2a1b947ab774561b95f7bae820952a2","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Scientific Reports, Vol 13, Iss 1, Pp 1-11 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1038/s41598-023-43104-y","doi":"https://doi.org/10.1038/s41598-023-43104-y","is_oa":true,"landing_page_url":"https://doi.org/10.1038/s41598-023-43104-y","pdf_url":"https://www.nature.com/articles/s41598-023-43104-y.pdf","source":{"id":"https://openalex.org/S196734849","display_name":"Scientific Reports","issn_l":"2045-2322","issn":["2045-2322"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","dongbi-c","doyens","jufo-1","ki-jl-1","medline","norway-1","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientific Reports","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.8371999859809875}],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320671","display_name":"National Research Foundation","ror":"https://ror.org/05s0g1g46"},{"id":"https://openalex.org/F4320322030","display_name":"Ministry of Science, ICT and Future Planning","ror":"https://ror.org/032e49973"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4387948767.pdf","grobid_xml":"https://content.openalex.org/works/W4387948767.grobid-xml"},"referenced_works_count":47,"referenced_works":["https://openalex.org/W174975285","https://openalex.org/W1512229665","https://openalex.org/W1574447377","https://openalex.org/W1973006081","https://openalex.org/W1989963421","https://openalex.org/W1994453155","https://openalex.org/W2016203464","https://openalex.org/W2018784944","https://openalex.org/W2021933371","https://openalex.org/W2029934959","https://openalex.org/W2041406732","https://openalex.org/W2043817890","https://openalex.org/W2044789090","https://openalex.org/W2047474241","https://openalex.org/W2059024347","https://openalex.org/W2067860287","https://openalex.org/W2079652033","https://openalex.org/W2079837905","https://openalex.org/W2099034732","https://openalex.org/W2110897487","https://openalex.org/W2119146079","https://openalex.org/W2122218905","https://openalex.org/W2129408834","https://openalex.org/W2139235771","https://openalex.org/W2140594570","https://openalex.org/W2151972002","https://openalex.org/W2169113983","https://openalex.org/W2220700528","https://openalex.org/W2295598076","https://openalex.org/W2309585061","https://openalex.org/W2330222554","https://openalex.org/W2520752273","https://openalex.org/W2617007049","https://openalex.org/W2911964244","https://openalex.org/W2919115771","https://openalex.org/W2964121744","https://openalex.org/W2970742068","https://openalex.org/W2977922008","https://openalex.org/W3014603366","https://openalex.org/W3037488700","https://openalex.org/W3040399453","https://openalex.org/W3041379475","https://openalex.org/W3097848058","https://openalex.org/W3099733385","https://openalex.org/W4292775032","https://openalex.org/W4400134761","https://openalex.org/W6732629455"],"related_works":["https://openalex.org/W7214062785","https://openalex.org/W7133199942","https://openalex.org/W3122325337","https://openalex.org/W3037488700","https://openalex.org/W7131390816","https://openalex.org/W4399738804","https://openalex.org/W2964549554","https://openalex.org/W3022946576","https://openalex.org/W3041379475","https://openalex.org/W4321780087"],"abstract_inverted_index":{"The":[0,117],"aim":[1],"of":[2,52,69,95,108,120,144,168],"this":[3],"study":[4],"was":[5,90,115,127],"to":[6,92,138],"predict":[7,93],"three":[8],"visual":[9,22],"filed":[10],"(VF)":[11],"global":[12,97],"indexes,":[13],"mean":[14,111],"deviation":[15,19],"(MD),":[16],"pattern":[17],"standard":[18],"(PSD),":[20],"and":[21,39,79,103,136,151,156,172,189],"field":[23],"index":[24],"(VFI),":[25],"from":[26],"optical":[27],"coherence":[28],"tomography":[29],"(OCT)":[30],"parameters":[31],"including":[32],"Bruch's":[33],"Membrane":[34],"Opening-Minimum":[35],"Rim":[36],"Width":[37],"(BMO-MRW)":[38],"retinal":[40],"nerve":[41],"fiber":[42],"layer":[43],"(RNFL)":[44],"based":[45],"on":[46,124],"a":[47,192],"deep-learning":[48,160],"model.":[49],"Subjects":[50],"consisted":[51],"224":[53],"eyes":[54,60,65,72,76,81],"with":[55,61,66,73,77,82,191],"Glaucoma":[56],"suspects":[57],"(GS),":[58],"245":[59],"early":[62],"NTG,":[63,70],"58":[64],"moderate":[67],"stage":[68],"36":[71],"PACG,":[74],"57":[75],"PEXG,":[78],"99":[80],"POAG.":[83],"A":[84],"deep":[85],"neural":[86],"network":[87],"(DNN)":[88],"algorithm":[89],"developed":[91],"values":[94],"VF":[96,179,185],"indexes":[98],"such":[99],"as":[100],"MD,":[101,131,154],"VFI,":[102,157],"PSD.":[104],"To":[105],"evaluate":[106],"performance":[107],"the":[109,121,166],"model,":[110],"absolute":[112],"error":[113],"(MAE)":[114],"determined.":[116],"MAE":[118],"range":[119],"DNN":[122],"model":[123,161],"cross":[125],"validation":[126],"1.9-2.9":[128],"(dB)":[129,133],"for":[130,134,141,153,170],"1.6-2.0":[132],"PSD,":[135,155],"5.0":[137],"7.0":[139],"(%)":[140],"VFI.":[142],"Ranges":[143],"Pearson's":[145],"correlation":[146],"coefficients":[147],"were":[148],"0.76-0.85,":[149],"0.74-0.82,":[150],"0.70-0.81":[152],"respectively.":[158],"Our":[159],"might":[162],"be":[163],"useful":[164],"in":[165,175],"management":[167],"glaucoma":[169],"diagnosis":[171],"follow-up,":[173],"especially":[174],"situations":[176],"when":[177],"immediate":[178],"results":[180],"are":[181],"not":[182],"available":[183],"because":[184],"test":[186],"requires":[187],"time":[188],"space":[190],"subjective":[193],"nature.":[194]},"counts_by_year":[{"year":2026,"cited_by_count":10},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":4}],"updated_date":"2026-11-12T12:28:57.059296","created_date":"2023-10-27T00:00:00"}