{"id":"https://openalex.org/W4392151638","doi":"https://doi.org/10.1109/access.2024.3369676","title":"Deep Learning Using Preoperative Optical Coherence Tomography Images to Predict Visual Acuity Following Surgery for Idiopathic Full-Thickness Macular Holes","display_name":"Deep Learning Using Preoperative Optical Coherence Tomography Images to Predict Visual Acuity Following Surgery for Idiopathic Full-Thickness Macular Holes","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4392151638","doi":"https://doi.org/10.1109/access.2024.3369676"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3369676","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3369676","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10445126.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10445126.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5034116872","display_name":"Burak Kucukgoz","orcid":"https://orcid.org/0000-0002-5589-4430"},"institutions":[{"id":"https://openalex.org/I115228651","display_name":"Agency for Science, Technology and Research","ror":"https://ror.org/036wvzt09","country_code":"SG","type":"government","lineage":["https://openalex.org/I115228651"]},{"id":"https://openalex.org/I3004594783","display_name":"Institute of High Performance Computing","ror":"https://ror.org/02n0ejh50","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I3004594783","https://openalex.org/I91275662"]},{"id":"https://openalex.org/I84884186","display_name":"Newcastle University","ror":"https://ror.org/01kj2bm70","country_code":"GB","type":"education","lineage":["https://openalex.org/I84884186"]}],"countries":["GB","SG"],"is_corresponding":false,"raw_author_name":"Burak Kucukgoz","raw_affiliation_strings":["School of Computing, Newcastle University, Newcastle upon Tyne, U.K","Institute of High-Performance Computing, A*STAR, Singapore, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-5589-4430","affiliations":[{"raw_affiliation_string":"School of Computing, Newcastle University, Newcastle upon Tyne, U.K","institution_ids":["https://openalex.org/I84884186"]},{"raw_affiliation_string":"Institute of High-Performance Computing, A*STAR, Singapore, Singapore","institution_ids":["https://openalex.org/I3004594783","https://openalex.org/I115228651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055617576","display_name":"Muhammed Mutlu Yap\u0131c\u0131","orcid":"https://orcid.org/0000-0001-6171-1226"},"institutions":[{"id":"https://openalex.org/I149218525","display_name":"Ankara University","ror":"https://ror.org/01wntqw50","country_code":"TR","type":"education","lineage":["https://openalex.org/I149218525"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Muhammed Mutlu Yapici","raw_affiliation_strings":["Elmadag Vocational School, Ankara University, Ankara, Turkey","Elmadag Vocational School, Ankara University, Ankara, TURKEY"],"raw_orcid":"https://orcid.org/0000-0001-6171-1226","affiliations":[{"raw_affiliation_string":"Elmadag Vocational School, Ankara University, Ankara, Turkey","institution_ids":["https://openalex.org/I149218525"]},{"raw_affiliation_string":"Elmadag Vocational School, Ankara University, Ankara, TURKEY","institution_ids":["https://openalex.org/I149218525"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033111239","display_name":"Declan C. Murphy","orcid":"https://orcid.org/0000-0001-9295-7712"},"institutions":[{"id":"https://openalex.org/I84884186","display_name":"Newcastle University","ror":"https://ror.org/01kj2bm70","country_code":"GB","type":"education","lineage":["https://openalex.org/I84884186"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Declan C. Murphy","raw_affiliation_strings":["Bioscience Institute, Newcastle University, Newcastle upon Tyne, U.K"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bioscience Institute, Newcastle University, Newcastle upon Tyne, U.K","institution_ids":["https://openalex.org/I84884186"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047013611","display_name":"Emma Spowart","orcid":"https://orcid.org/0000-0002-4205-4440"},"institutions":[{"id":"https://openalex.org/I125671874","display_name":"National Health Service","ror":"https://ror.org/02wnqcb97","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I125671874","https://openalex.org/I1311074006"]},{"id":"https://openalex.org/I4210089629","display_name":"Sunderland Eye Infirmary","ror":"https://ror.org/008vp0c43","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I4210089629","https://openalex.org/I4210135167"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Emma Spowart","raw_affiliation_strings":["Sunderland Eye Infirmary, Sunderland, U.K","Sunderland Eye Infirmary, National Health Service, Sunderland, UK"],"raw_orcid":"https://orcid.org/0000-0002-4205-4440","affiliations":[{"raw_affiliation_string":"Sunderland Eye Infirmary, Sunderland, U.K","institution_ids":["https://openalex.org/I4210089629"]},{"raw_affiliation_string":"Sunderland Eye Infirmary, National Health Service, Sunderland, UK","institution_ids":["https://openalex.org/I4210089629","https://openalex.org/I125671874"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039042181","display_name":"David Steel","orcid":"https://orcid.org/0000-0001-8734-3089"},"institutions":[{"id":"https://openalex.org/I84884186","display_name":"Newcastle University","ror":"https://ror.org/01kj2bm70","country_code":"GB","type":"education","lineage":["https://openalex.org/I84884186"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"David H. Steel","raw_affiliation_strings":["Bioscience Institute, Newcastle University, Newcastle upon Tyne, U.K"],"raw_orcid":"https://orcid.org/0000-0001-8734-3089","affiliations":[{"raw_affiliation_string":"Bioscience Institute, Newcastle University, Newcastle upon Tyne, U.K","institution_ids":["https://openalex.org/I84884186"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091089738","display_name":"Bogus\u0142aw Obara","orcid":"https://orcid.org/0000-0003-4084-7778"},"institutions":[{"id":"https://openalex.org/I84884186","display_name":"Newcastle University","ror":"https://ror.org/01kj2bm70","country_code":"GB","type":"education","lineage":["https://openalex.org/I84884186"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Boguslaw Obara","raw_affiliation_strings":["School of Computing, Newcastle University, Newcastle upon Tyne, U.K","Bioscience Institute, Newcastle University, Newcastle upon Tyne, UK"],"raw_orcid":"https://orcid.org/0000-0003-4084-7778","affiliations":[{"raw_affiliation_string":"School of Computing, Newcastle University, Newcastle upon Tyne, U.K","institution_ids":["https://openalex.org/I84884186"]},{"raw_affiliation_string":"Bioscience Institute, Newcastle University, Newcastle upon Tyne, UK","institution_ids":["https://openalex.org/I84884186"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":1.0163,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.75010252,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"12","issue":null,"first_page":"32911","last_page":"32926"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":0.9998999834060669,"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/T11377","display_name":"Retinal and Macular Surgery","score":0.9994999766349792,"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/T10170","display_name":"Retinal Diseases and Treatments","score":0.9986000061035156,"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/optical-coherence-tomography","display_name":"Optical coherence tomography","score":0.8714736700057983},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7236446738243103},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.69536954164505},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.5878589749336243},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5735204815864563},{"id":"https://openalex.org/keywords/visual-acuity","display_name":"Visual acuity","score":0.47780781984329224},{"id":"https://openalex.org/keywords/image-quality","display_name":"Image quality","score":0.41092225909233093},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3316114544868469},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.23556488752365112},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.20171186327934265},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.17567351460456848},{"id":"https://openalex.org/keywords/ophthalmology","display_name":"Ophthalmology","score":0.15509697794914246}],"concepts":[{"id":"https://openalex.org/C2778818243","wikidata":"https://www.wikidata.org/wiki/Q899552","display_name":"Optical coherence tomography","level":2,"score":0.8714736700057983},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7236446738243103},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.69536954164505},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.5878589749336243},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5735204815864563},{"id":"https://openalex.org/C2778257484","wikidata":"https://www.wikidata.org/wiki/Q555066","display_name":"Visual acuity","level":2,"score":0.47780781984329224},{"id":"https://openalex.org/C55020928","wikidata":"https://www.wikidata.org/wiki/Q3813865","display_name":"Image quality","level":3,"score":0.41092225909233093},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3316114544868469},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.23556488752365112},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.20171186327934265},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.17567351460456848},{"id":"https://openalex.org/C118487528","wikidata":"https://www.wikidata.org/wiki/Q161437","display_name":"Ophthalmology","level":1,"score":0.15509697794914246},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/access.2024.3369676","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3369676","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10445126.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:94bbf36c34ca4bb28d45da8b572f4756","is_oa":true,"landing_page_url":"https://doaj.org/article/94bbf36c34ca4bb28d45da8b572f4756","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":"IEEE Access, Vol 12, Pp 32911-32926 (2024)","raw_type":"article"},{"id":"pmh:oai:eprints.ncl.ac.uk:296863","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306402485","display_name":"Newcastle University ePrints (Newcastle Univesity)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I84884186","host_organization_name":"Newcastle University","host_organization_lineage":["https://openalex.org/I84884186"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":""}],"best_oa_location":{"id":"doi:10.1109/access.2024.3369676","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3369676","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10445126.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320295","display_name":"Newcastle University","ror":"https://ror.org/01kj2bm70"},{"id":"https://openalex.org/F4320322626","display_name":"T\u00fcrkiye Bilimsel ve Teknolojik Ara\u015ft\u0131rma Kurumu","ror":"https://ror.org/04w9kkr77"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4392151638.pdf","grobid_xml":"https://content.openalex.org/works/W4392151638.grobid-xml"},"referenced_works_count":68,"referenced_works":["https://openalex.org/W165009919","https://openalex.org/W1578285471","https://openalex.org/W1616189994","https://openalex.org/W1901439805","https://openalex.org/W1966136954","https://openalex.org/W1978478291","https://openalex.org/W1984996808","https://openalex.org/W1997742958","https://openalex.org/W2012231760","https://openalex.org/W2013754472","https://openalex.org/W2014625578","https://openalex.org/W2053326547","https://openalex.org/W2075074742","https://openalex.org/W2081642188","https://openalex.org/W2093431319","https://openalex.org/W2108045023","https://openalex.org/W2117510288","https://openalex.org/W2152312015","https://openalex.org/W2154436677","https://openalex.org/W2183341477","https://openalex.org/W2194775991","https://openalex.org/W2316419639","https://openalex.org/W2324000936","https://openalex.org/W2337344967","https://openalex.org/W2605640878","https://openalex.org/W2761604622","https://openalex.org/W2765587962","https://openalex.org/W2773475231","https://openalex.org/W2782181991","https://openalex.org/W2939204305","https://openalex.org/W2942578132","https://openalex.org/W2963446712","https://openalex.org/W2969181508","https://openalex.org/W2970650116","https://openalex.org/W2984413259","https://openalex.org/W3006962589","https://openalex.org/W3009223967","https://openalex.org/W3011733338","https://openalex.org/W3012661000","https://openalex.org/W3033178972","https://openalex.org/W3036116449","https://openalex.org/W3043360221","https://openalex.org/W3084069549","https://openalex.org/W3099084180","https://openalex.org/W3198571567","https://openalex.org/W3201281925","https://openalex.org/W3206580474","https://openalex.org/W3215407525","https://openalex.org/W4214806317","https://openalex.org/W4223638097","https://openalex.org/W4224029245","https://openalex.org/W4225400594","https://openalex.org/W4226135171","https://openalex.org/W4284963222","https://openalex.org/W4293677254","https://openalex.org/W4309630525","https://openalex.org/W4312036131","https://openalex.org/W4377293015","https://openalex.org/W4381853572","https://openalex.org/W4385707621","https://openalex.org/W4387785500","https://openalex.org/W4388629053","https://openalex.org/W6637373629","https://openalex.org/W6682534960","https://openalex.org/W6762718338","https://openalex.org/W6763301180","https://openalex.org/W6793164127","https://openalex.org/W6803813760"],"related_works":["https://openalex.org/W2323668004","https://openalex.org/W2348498086","https://openalex.org/W3093461874","https://openalex.org/W2063232638","https://openalex.org/W1000914229","https://openalex.org/W3021342607","https://openalex.org/W2488331324","https://openalex.org/W970126872","https://openalex.org/W127177386","https://openalex.org/W4308993413"],"abstract_inverted_index":{"This":[0,121],"study":[1],"presents":[2],"a":[3,14,111],"fully":[4,125],"automated":[5,126],"image":[6,51],"informatics":[7],"framework.":[8],"The":[9],"framework":[10],"is":[11],"combined":[12],"with":[13,87,128],"deep":[15],"learning":[16],"(DL)":[17],"approach":[18,127],"to":[19],"automatically":[20],"predict":[21,140],"visual":[22,141],"acuity":[23,142],"outcomes":[24],"for":[25,29],"people":[26],"undergoing":[27],"surgery":[28],"idiopathic":[30],"full-thickness":[31],"macular":[32],"holes":[33],"using":[34,102],"3D":[35,150,160],"spectral-domain":[36],"optical":[37],"coherence":[38],"tomography":[39],"(SD-OCT)":[40],"images.":[41],"To":[42],"overcome":[43],"the":[44,54,93,100,107,155],"impact":[45],"of":[46,56,113,157],"high":[47,119],"variation":[48],"in":[49],"real-world":[50],"quality":[52,63],"on":[53,92,148],"robustness":[55],"DL":[57,79],"models,":[58],"comprehensive":[59],"imaging":[60,94],"data":[61],"pre-processing,":[62],"assurance,":[64],"and":[65,75,154,159],"anomaly":[66],"detection":[67],"procedures":[68],"were":[69],"utilised.":[70],"We":[71],"then":[72],"implemented,":[73],"trained,":[74],"tested":[76],"nine":[77],"state-of-the-art":[78],"predictive":[80,108,152,162],"models":[81,101,153],"through":[82],"our":[83,124],"designed":[84],"loss":[85],"function":[86],"multiple":[88],"2D":[89,158],"input":[90,129],"channels":[91],"dataset.":[95],"Finally,":[96],"we":[97],"quantitatively":[98],"compared":[99],"four":[103],"evaluation":[104],"metrics.":[105],"Overall,":[106],"model":[109],"achieved":[110],"MAE":[112],"6.47":[114],"ETDRS":[115],"letters":[116],"score,":[117],"demonstrating":[118],"predictability.":[120],"confirms":[122],"that":[123],"from":[130,135],"seven":[131],"central":[132],"SD-OCT":[133],"images":[134],"each":[136],"patient":[137],"can":[138],"robustly":[139],"measurements.":[143],"Further":[144],"research":[145],"will":[146],"focus":[147],"adapting":[149],"DL-based":[151,161],"uncertainty":[156],"models.":[163]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}