{"id":"https://openalex.org/W4399695844","doi":"https://doi.org/10.48550/arxiv.2406.09317","title":"Enhancing Diagnostic Accuracy in Rare and Common Fundus Diseases with a Knowledge-Rich Vision-Language Model","display_name":"Enhancing Diagnostic Accuracy in Rare and Common Fundus Diseases with a Knowledge-Rich Vision-Language Model","publication_year":2024,"publication_date":"2024-06-13","ids":{"openalex":"https://openalex.org/W4399695844","doi":"https://doi.org/10.48550/arxiv.2406.09317"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2406.09317","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2406.09317","pdf_url":"https://arxiv.org/pdf/2406.09317","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2406.09317","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100377107","display_name":"Meng Wang","orcid":"https://orcid.org/0000-0001-7882-1747"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wang, Meng","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027264311","display_name":"Tian Lin","orcid":"https://orcid.org/0000-0002-6415-5381"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lin, Tian","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111062063","display_name":"Aidi Lin","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lin, Aidi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074843536","display_name":"Kai Yu","orcid":"https://orcid.org/0000-0003-2436-5162"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yu, Kai","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036920011","display_name":"Yuanyuan Peng","orcid":"https://orcid.org/0000-0003-2852-1951"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Peng, Yuanyuan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068335898","display_name":"Lianyu Wang","orcid":"https://orcid.org/0000-0001-7088-1411"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wang, Lianyu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010327546","display_name":"Cheng Chen","orcid":"https://orcid.org/0000-0002-2622-4075"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chen, Cheng","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060934622","display_name":"Ke Zou","orcid":"https://orcid.org/0000-0002-1181-1779"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zou, Ke","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102213007","display_name":"Huiyu Liang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Liang, Huiyu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100652421","display_name":"Man Chen","orcid":"https://orcid.org/0009-0006-4599-7328"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chen, Man","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100524429","display_name":"Xue Yao","orcid":"https://orcid.org/0000-0002-3805-6486"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yao, Xue","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081914107","display_name":"Meiqin Zhang","orcid":"https://orcid.org/0000-0002-6082-8438"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhang, Meiqin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111230273","display_name":"Binwei Huang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Huang, Binwei","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109457804","display_name":"Chaoxin Zheng","orcid":"https://orcid.org/0009-0002-2455-2152"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zheng, Chaoxin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Zhang, Peixin","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhang, Peixin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100344574","display_name":"Wei Chen","orcid":"https://orcid.org/0000-0003-3263-1627"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chen, Wei","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111230274","display_name":"Yilong Luo","orcid":"https://orcid.org/0009-0008-9295-5141"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Luo, Yilong","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100405139","display_name":"Yifan Chen","orcid":"https://orcid.org/0000-0002-2776-9456"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chen, Yifan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Xia, Honghe","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xia, Honghe","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Shi, Tingkun","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shi, Tingkun","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Zhang, Qi","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhang, Qi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Guo, Jinming","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Guo, Jinming","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Chen, Xiaolin","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chen, Xiaolin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100777022","display_name":"Jingcheng Wang","orcid":"https://orcid.org/0000-0002-2418-847X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wang, Jingcheng","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085096438","display_name":"Yih Chung Tham","orcid":"https://orcid.org/0000-0002-6752-797X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tham, Yih Chung","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014407399","display_name":"Dianbo Liu","orcid":"https://orcid.org/0000-0002-3042-9161"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Liu, Dianbo","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039234838","display_name":"Wendy Wong","orcid":"https://orcid.org/0000-0002-4514-250X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wong, Wendy","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000311356","display_name":"Sahil Thakur","orcid":"https://orcid.org/0000-0002-7948-6992"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Thakur, Sahil","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022279849","display_name":"Beau J. Fenner","orcid":"https://orcid.org/0000-0002-5356-7604"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fenner, Beau","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Fang, Danqi","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fang, Danqi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Liu, Siying","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Liu, Siying","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Liu, Qingyun","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Liu, Qingyun","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Huang, Yuqiang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Huang, Yuqiang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Zeng, Hongqiang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zeng, Hongqiang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060523641","display_name":"Yanda Meng","orcid":"https://orcid.org/0000-0001-7344-2174"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Meng, Yanda","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087083706","display_name":"Yukun Zhou","orcid":"https://orcid.org/0000-0002-0840-6422"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhou, Yukun","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035370376","display_name":"Zehua Jiang","orcid":"https://orcid.org/0000-0001-9100-0986"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jiang, Zehua","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113223789","display_name":"Minghui Qiu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Qiu, Minghui","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100604573","display_name":"Changqing Zhang","orcid":"https://orcid.org/0000-0003-1410-6650"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhang, Changqing","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079807652","display_name":"Xinjian Chen","orcid":"https://orcid.org/0000-0002-0871-293X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chen, Xinjian","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000683013","display_name":"Sophia Y. Wang","orcid":"https://orcid.org/0000-0003-0916-9403"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wang, Sophia Y.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067663922","display_name":"Cecilia S. Lee","orcid":"https://orcid.org/0000-0003-1994-7213"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lee, Cecilia S.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076751606","display_name":"Lucia Sobrin","orcid":"https://orcid.org/0000-0003-1575-0819"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sobrin, Lucia","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Cheung, Carol Y","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Cheung, Carol Y","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Pang, Chi Pui","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Pang, Chi Pui","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003259452","display_name":"Pearse A. Keane","orcid":"https://orcid.org/0000-0002-9239-745X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Keane, Pearse A.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032933669","display_name":"Ching\u2010Yu Cheng","orcid":"https://orcid.org/0000-0003-0655-885X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Cheng, Ching-Yu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100763973","display_name":"Haoyu Chen","orcid":"https://orcid.org/0000-0003-0676-4610"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chen, Haoyu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5010970485","display_name":"Huazhu Fu","orcid":"https://orcid.org/0000-0002-9702-5524"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fu, Huazhu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":0.9912999868392944,"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":0.9912999868392944,"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/T12599","display_name":"Retinal and Optic Conditions","score":0.910099983215332,"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/foundation","display_name":"Foundation (evidence)","score":0.7472353577613831},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.7446556091308594},{"id":"https://openalex.org/keywords/fundus","display_name":"Fundus (uterus)","score":0.6422514915466309},{"id":"https://openalex.org/keywords/optometry","display_name":"Optometry","score":0.5379733443260193},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.49530425667762756},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39199018478393555},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.3717908263206482},{"id":"https://openalex.org/keywords/ophthalmology","display_name":"Ophthalmology","score":0.28006014227867126},{"id":"https://openalex.org/keywords/history","display_name":"History","score":0.138799786567688},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.08210396766662598}],"concepts":[{"id":"https://openalex.org/C2780966255","wikidata":"https://www.wikidata.org/wiki/Q5474306","display_name":"Foundation (evidence)","level":2,"score":0.7472353577613831},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.7446556091308594},{"id":"https://openalex.org/C2776391266","wikidata":"https://www.wikidata.org/wiki/Q9612","display_name":"Fundus (uterus)","level":2,"score":0.6422514915466309},{"id":"https://openalex.org/C119767625","wikidata":"https://www.wikidata.org/wiki/Q618211","display_name":"Optometry","level":1,"score":0.5379733443260193},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.49530425667762756},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39199018478393555},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3717908263206482},{"id":"https://openalex.org/C118487528","wikidata":"https://www.wikidata.org/wiki/Q161437","display_name":"Ophthalmology","level":1,"score":0.28006014227867126},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.138799786567688},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.08210396766662598},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2406.09317","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2406.09317","pdf_url":"https://arxiv.org/pdf/2406.09317","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2406.09317","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2406.09317","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2406.09317","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2406.09317","pdf_url":"https://arxiv.org/pdf/2406.09317","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2381393187","https://openalex.org/W2332779545","https://openalex.org/W2358060160","https://openalex.org/W2035483685","https://openalex.org/W1969764885","https://openalex.org/W596947562","https://openalex.org/W2793937822","https://openalex.org/W2790817834","https://openalex.org/W2220552745","https://openalex.org/W2374520121"],"abstract_inverted_index":{"Previous":[0],"foundation":[1],"models":[2],"for":[3,96,101,115],"fundus":[4,30,38,150,170],"images":[5,39],"were":[6],"pre-trained":[7],"with":[8,41],"limited":[9],"disease":[10,73,85],"categories":[11],"and":[12,49,61,81,83,99,113,139],"knowledge":[13,25],"base.":[14],"Here":[15],"we":[16,35],"introduce":[17],"a":[18,53],"knowledge-rich":[19],"vision-language":[20],"model":[21],"(RetiZero)":[22],"that":[23,125],"leverages":[24],"from":[26,44,136],"more":[27],"than":[28],"400":[29],"diseases.":[31,103],"For":[32,104],"RetiZero's":[33,126],"pretraining,":[34],"compiled":[36],"341,896":[37],"paired":[40],"texts,":[42],"sourced":[43],"public":[45],"datasets,":[46],"ophthalmic":[47],"literature,":[48],"online":[50],"resources,":[51],"encompassing":[52],"diverse":[54],"range":[55],"of":[56,94,111,133,161],"diseases":[57,98,171],"across":[58],"multiple":[59],"ethnicities":[60],"countries.":[62],"RetiZero":[63,90,143,164],"exhibits":[64],"remarkable":[65],"performance":[66,129],"in":[67,148,152],"several":[68],"downstream":[69],"tasks,":[70],"including":[71],"zero-shot":[72,88,128],"recognition,":[74],"image-to-image":[75],"retrieval,":[76,106],"AI-assisted":[77,120],"clinical":[78,121,166],"diagnosis,few-shot":[79],"fine-tuning,":[80],"internal-":[82],"cross-domain":[84],"identification.":[86],"In":[87],"scenarios,":[89],"achieves":[91,108],"Top-5":[92,109],"accuracies":[93],"0.843":[95],"15":[97],"0.756":[100],"52":[102],"image":[105],"it":[107],"scores":[110],"0.950":[112],"0.886":[114],"the":[116,131,140,159,163],"same":[117],"sets,":[118],"respectively.":[119],"diagnosis":[122],"results":[123],"show":[124],"Top-3":[127],"surpasses":[130],"average":[132],"19":[134],"ophthalmologists":[135],"Singapore,":[137],"China,":[138],"United":[141],"States.":[142],"substantially":[144],"enhances":[145],"clinicians'":[146],"accuracy":[147],"diagnosing":[149],"diseases,":[151],"particularly":[153],"rare":[154],"ones.":[155],"These":[156],"findings":[157],"underscore":[158],"value":[160],"integrating":[162],"into":[165],"settings,":[167],"where":[168],"various":[169],"are":[172],"encountered.":[173]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-08-05T07:39:15.569665","created_date":"2024-06-15T00:00:00"}
