{"id":"https://openalex.org/W4396800794","doi":"https://doi.org/10.1007/s00371-024-03383-6","title":"Deep learning-driven automated quality assessment of ultra-widefield optical coherence tomography angiography images for diabetic retinopathy","display_name":"Deep learning-driven automated quality assessment of ultra-widefield optical coherence tomography angiography images for diabetic retinopathy","publication_year":2024,"publication_date":"2024-05-10","ids":{"openalex":"https://openalex.org/W4396800794","doi":"https://doi.org/10.1007/s00371-024-03383-6"},"language":"en","primary_location":{"id":"doi:10.1007/s00371-024-03383-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00371-024-03383-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00371-024-03383-6.pdf","source":{"id":"https://openalex.org/S73060445","display_name":"The Visual Computer","issn_l":"0178-2789","issn":["0178-2789","1432-2315"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"The Visual Computer","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s00371-024-03383-6.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100589692","display_name":"Yixiao Jin","orcid":null},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I4210135742","display_name":"Shanghai First People's Hospital","ror":"https://ror.org/04a46mh28","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210135742"]},{"id":"https://openalex.org/I4210157781","display_name":"Shanghai Clinical Research Center","ror":"https://ror.org/057tkkm33","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210157781"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yixiao Jin","raw_affiliation_strings":["Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, 100 Hai Ning Road, Shanghai, 200080, China","National Clinical Research Center for Eye Diseases, Shanghai Clinical Research Center for Eye Diseases, Shanghai Key Clinical Specialty, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photomedicine, Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, 100 Hai Ning Road, Shanghai, 200080, China","institution_ids":["https://openalex.org/I183067930","https://openalex.org/I4210135742"]},{"raw_affiliation_string":"National Clinical Research Center for Eye Diseases, Shanghai Clinical Research Center for Eye Diseases, Shanghai Key Clinical Specialty, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photomedicine, Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China","institution_ids":["https://openalex.org/I4210157781"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103017800","display_name":"Gui Fu","orcid":"https://orcid.org/0000-0001-5328-8229"},"institutions":[{"id":"https://openalex.org/I141649914","display_name":"Nanchang University","ror":"https://ror.org/042v6xz23","country_code":"CN","type":"education","lineage":["https://openalex.org/I141649914"]},{"id":"https://openalex.org/I4210108480","display_name":"Second Affiliated Hospital of Nanchang University","ror":"https://ror.org/01nxv5c88","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210108480"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fu Gui","raw_affiliation_strings":["Department of Ophthalmology, The Second Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Ophthalmology, The Second Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China","institution_ids":["https://openalex.org/I4210108480","https://openalex.org/I141649914"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056907402","display_name":"Minghao Chen","orcid":"https://orcid.org/0000-0001-7363-7983"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I4210135742","display_name":"Shanghai First People's Hospital","ror":"https://ror.org/04a46mh28","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210135742"]},{"id":"https://openalex.org/I4210157781","display_name":"Shanghai Clinical Research Center","ror":"https://ror.org/057tkkm33","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210157781"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Minghao Chen","raw_affiliation_strings":["Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, 100 Hai Ning Road, Shanghai, 200080, China","National Clinical Research Center for Eye Diseases, Shanghai Clinical Research Center for Eye Diseases, Shanghai Key Clinical Specialty, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photomedicine, Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, 100 Hai Ning Road, Shanghai, 200080, China","institution_ids":["https://openalex.org/I183067930","https://openalex.org/I4210135742"]},{"raw_affiliation_string":"National Clinical Research Center for Eye Diseases, Shanghai Clinical Research Center for Eye Diseases, Shanghai Key Clinical Specialty, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photomedicine, Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China","institution_ids":["https://openalex.org/I4210157781"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045597458","display_name":"Xiang Chen","orcid":"https://orcid.org/0000-0003-4203-4578"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiang Chen","raw_affiliation_strings":["Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100629470","display_name":"Haoxuan Li","orcid":"https://orcid.org/0000-0002-3486-3643"},"institutions":[{"id":"https://openalex.org/I18925743","display_name":"Shanghai University of Sport","ror":"https://ror.org/0056pyw12","country_code":"CN","type":"education","lineage":["https://openalex.org/I18925743"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Haoxuan Li","raw_affiliation_strings":["Sports Engineering, School Exercise and Health, Shanghai University of Sport, 650 Qingyuan Ring Road, Yangpu District, Shanghai, 200438, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sports Engineering, School Exercise and Health, Shanghai University of Sport, 650 Qingyuan Ring Road, Yangpu District, Shanghai, 200438, China","institution_ids":["https://openalex.org/I18925743"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077083488","display_name":"Jingfa Zhang","orcid":"https://orcid.org/0000-0003-0601-4342"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I4210135742","display_name":"Shanghai First People's Hospital","ror":"https://ror.org/04a46mh28","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210135742"]},{"id":"https://openalex.org/I4210157781","display_name":"Shanghai Clinical Research Center","ror":"https://ror.org/057tkkm33","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210157781"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jingfa Zhang","raw_affiliation_strings":["Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, 100 Hai Ning Road, Shanghai, 200080, China","National Clinical Research Center for Eye Diseases, Shanghai Clinical Research Center for Eye Diseases, Shanghai Key Clinical Specialty, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photomedicine, Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0003-0601-4342","affiliations":[{"raw_affiliation_string":"Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, 100 Hai Ning Road, Shanghai, 200080, China","institution_ids":["https://openalex.org/I183067930","https://openalex.org/I4210135742"]},{"raw_affiliation_string":"National Clinical Research Center for Eye Diseases, Shanghai Clinical Research Center for Eye Diseases, Shanghai Key Clinical Specialty, Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai Engineering Center for Visual Science and Photomedicine, Shanghai Engineering Center for Precise Diagnosis and Treatment of Eye Diseases, Shanghai, China","institution_ids":["https://openalex.org/I4210157781"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5077083488","https://openalex.org/A5100629470"],"corresponding_institution_ids":["https://openalex.org/I183067930","https://openalex.org/I18925743","https://openalex.org/I4210135742","https://openalex.org/I4210157781"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":3.3876,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.92474228,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"41","issue":"2","first_page":"1049","last_page":"1059"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":1.0,"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":1.0,"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":0.9980999827384949,"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/T12599","display_name":"Retinal and Optic Conditions","score":0.9954000115394592,"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":0.811667263507843},{"id":"https://openalex.org/keywords/diabetic-retinopathy","display_name":"Diabetic retinopathy","score":0.6782771944999695},{"id":"https://openalex.org/keywords/optical-coherence-tomography-angiography","display_name":"Optical coherence tomography angiography","score":0.6616871953010559},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.6497020721435547},{"id":"https://openalex.org/keywords/ophthalmology","display_name":"Ophthalmology","score":0.5273604989051819},{"id":"https://openalex.org/keywords/image-quality","display_name":"Image quality","score":0.4444522261619568},{"id":"https://openalex.org/keywords/optometry","display_name":"Optometry","score":0.3777814209461212},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.3289128541946411},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.30321192741394043},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.244656503200531},{"id":"https://openalex.org/keywords/diabetes-mellitus","display_name":"Diabetes mellitus","score":0.16613873839378357},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.07095694541931152}],"concepts":[{"id":"https://openalex.org/C2778818243","wikidata":"https://www.wikidata.org/wiki/Q899552","display_name":"Optical coherence tomography","level":2,"score":0.811667263507843},{"id":"https://openalex.org/C2779829184","wikidata":"https://www.wikidata.org/wiki/Q631361","display_name":"Diabetic retinopathy","level":3,"score":0.6782771944999695},{"id":"https://openalex.org/C2985858981","wikidata":"https://www.wikidata.org/wiki/Q60760969","display_name":"Optical coherence tomography angiography","level":3,"score":0.6616871953010559},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.6497020721435547},{"id":"https://openalex.org/C118487528","wikidata":"https://www.wikidata.org/wiki/Q161437","display_name":"Ophthalmology","level":1,"score":0.5273604989051819},{"id":"https://openalex.org/C55020928","wikidata":"https://www.wikidata.org/wiki/Q3813865","display_name":"Image quality","level":3,"score":0.4444522261619568},{"id":"https://openalex.org/C119767625","wikidata":"https://www.wikidata.org/wiki/Q618211","display_name":"Optometry","level":1,"score":0.3777814209461212},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.3289128541946411},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.30321192741394043},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.244656503200531},{"id":"https://openalex.org/C555293320","wikidata":"https://www.wikidata.org/wiki/Q12206","display_name":"Diabetes mellitus","level":2,"score":0.16613873839378357},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.07095694541931152},{"id":"https://openalex.org/C134018914","wikidata":"https://www.wikidata.org/wiki/Q162606","display_name":"Endocrinology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s00371-024-03383-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00371-024-03383-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00371-024-03383-6.pdf","source":{"id":"https://openalex.org/S73060445","display_name":"The Visual Computer","issn_l":"0178-2789","issn":["0178-2789","1432-2315"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"The Visual Computer","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s00371-024-03383-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00371-024-03383-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00371-024-03383-6.pdf","source":{"id":"https://openalex.org/S73060445","display_name":"The Visual Computer","issn_l":"0178-2789","issn":["0178-2789","1432-2315"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"The Visual Computer","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4396800794.pdf"},"referenced_works_count":38,"referenced_works":["https://openalex.org/W1915008606","https://openalex.org/W1992868980","https://openalex.org/W2014210274","https://openalex.org/W2165698076","https://openalex.org/W2317136217","https://openalex.org/W2317836139","https://openalex.org/W2462081900","https://openalex.org/W2488904727","https://openalex.org/W2519115761","https://openalex.org/W2558381168","https://openalex.org/W2747927916","https://openalex.org/W2775636951","https://openalex.org/W2886281300","https://openalex.org/W2904843285","https://openalex.org/W2976645659","https://openalex.org/W2986275038","https://openalex.org/W2991786700","https://openalex.org/W3023998086","https://openalex.org/W3038061216","https://openalex.org/W3039242854","https://openalex.org/W3088596748","https://openalex.org/W3094502228","https://openalex.org/W3111741353","https://openalex.org/W3133856960","https://openalex.org/W3138785910","https://openalex.org/W3158522809","https://openalex.org/W3164440025","https://openalex.org/W4206706211","https://openalex.org/W4211205882","https://openalex.org/W4220869019","https://openalex.org/W4286539651","https://openalex.org/W4292112046","https://openalex.org/W4306168131","https://openalex.org/W4309362676","https://openalex.org/W4378172799","https://openalex.org/W4390577395","https://openalex.org/W4390873129","https://openalex.org/W6790978476"],"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/W2052131104"],"abstract_inverted_index":{"Abstract":[0],"Image":[1],"quality":[2,122,139,160],"assessment":[3],"(IQA)":[4],"of":[5,24,45,53,60,117,181,187,195,208,221,231],"fundus":[6],"images":[7,52,133,204],"constitutes":[8],"a":[9,39,93,99,114,184],"foundational":[10],"step":[11],"in":[12,20,138,218,223],"automated":[13],"disease":[14],"analysis.":[15],"This":[16,36,141],"process":[17],"is":[18],"pivotal":[19],"supporting":[21],"the":[22,58,66,110,146,154,193,206,209,213,229],"automation":[23],"screening,":[25],"diagnosis,":[26],"follow-up,":[27],"and":[28,72,75,79,121,152,176,183,205,225],"related":[29],"academic":[30],"research":[31],"for":[32,43],"diabetic":[33],"retinopathy":[34],"(DR).":[35],"study":[37],"introduced":[38],"deep":[40],"learning-based":[41],"approach":[42],"IQA":[44],"ultra-widefield":[46,61],"optical":[47],"coherence":[48],"tomography":[49],"angiography":[50],"(UW-OCTA)":[51],"patients":[54],"with":[55,70,178,212],"DR.":[56],"Given":[57],"novelty":[59],"technology,":[62],"its":[63],"limited":[64],"prevalence,":[65],"high":[67],"costs":[68],"associated":[69],"equipment":[71],"operational":[73],"training,":[74],"concerns":[76],"regarding":[77],"ethics":[78],"patient":[80],"privacy,":[81],"UW-OCTA":[82,132,158],"datasets":[83],"are":[84],"notably":[85],"scarce.":[86],"To":[87],"address":[88],"this,":[89],"we":[90],"initially":[91],"pre-train":[92],"vision":[94],"transformer":[95],"(ViT)":[96],"model":[97,111,155],"on":[98,126,197],"dataset":[100],"comprising":[101],"6":[102,105,198,201],"mm":[103,106,128,131,199,202],"\u00d7":[104,129,200],"OCTA":[107,118,203],"images,":[108],"enabling":[109],"to":[112,135,156,173],"acquire":[113],"fundamental":[115],"understanding":[116],"image":[119,159],"characteristics":[120],"indicators.":[123],"Subsequent":[124],"fine-tuning":[125],"12":[127,130],"aims":[134],"enhance":[136],"accuracy":[137],"assessment.":[140],"transfer":[142],"learning":[143],"strategy":[144],"leverages":[145],"generic":[147],"features":[148],"learned":[149],"during":[150],"pre-training":[151,196],"adjusts":[153],"evaluate":[157],"effectively.":[161],"Experimental":[162],"results":[163],"demonstrate":[164],"that":[165],"our":[166,235],"proposed":[167],"method":[168],"achieves":[169],"superior":[170],"performance":[171],"compared":[172],"ResNet18,":[174],"ResNet34,":[175],"ResNet50,":[177],"an":[179],"AUC":[180,224],"0.9026":[182],"Kappa":[185,226],"value":[186],"0.7310.":[188],"Additionally,":[189],"ablation":[190],"studies,":[191],"including":[192],"omission":[194],"substitution":[207],"backbone":[210],"network":[211],"ViT":[214],"base":[215],"version,":[216],"resulted":[217],"varying":[219],"degrees":[220],"decline":[222],"values,":[227],"confirming":[228],"efficacy":[230],"each":[232],"module":[233],"within":[234],"methodology.":[236]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":9}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}
