{"id":"https://openalex.org/W4400434448","doi":"https://doi.org/10.48550/arxiv.2407.04106","title":"MiniGPT-Med: Large Language Model as a General Interface for Radiology\n Diagnosis","display_name":"MiniGPT-Med: Large Language Model as a General Interface for Radiology\n Diagnosis","publication_year":2024,"publication_date":"2024-07-04","ids":{"openalex":"https://openalex.org/W4400434448","doi":"https://doi.org/10.48550/arxiv.2407.04106"},"language":"en","primary_location":{"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2407.04106","pdf_url":"http://arxiv.org/pdf/2407.04106","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"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":["Cornell University"],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false},"type":"preprint","type_crossref":"posted-content","indexed_in":["arxiv"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://arxiv.org/pdf/2407.04106","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100257911","display_name":"Asma Alkhaldi","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Alkhaldi, Asma","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094178983","display_name":"Raneem Alnajim","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Alnajim, Raneem","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054168515","display_name":"Layan Al-Abdullatef","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Alabdullatef, Layan","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100257912","display_name":"Rawan Alyahya","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Alyahya, Rawan","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100450174","display_name":"Jun Chen","orcid":"https://orcid.org/0000-0002-2362-5359"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chen, Jun","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082616743","display_name":"Deyao Zhu","orcid":"https://orcid.org/0000-0001-8014-7309"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhu, Deyao","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075561327","display_name":"Ahmed Alsinan","orcid":"https://orcid.org/0000-0003-3743-4788"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Alsinan, Ahmed","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5101980904","display_name":"Mohamed Elhoseiny","orcid":"https://orcid.org/0000-0002-6647-6787"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Elhoseiny, Mohamed","raw_affiliation_strings":[],"affiliations":[]}],"institution_assertions":[],"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":2,"citation_normalized_percentile":{"value":0.916062,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":92,"max":95},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9486,"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9486,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/interface","display_name":"Interface (matter)","score":0.77132463}],"concepts":[{"id":"https://openalex.org/C113843644","wikidata":"https://www.wikidata.org/wiki/Q901882","display_name":"Interface (matter)","level":4,"score":0.77132463},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.63821894},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.41715416},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.36623597},{"id":"https://openalex.org/C19527891","wikidata":"https://www.wikidata.org/wiki/Q1120908","display_name":"Medical physics","level":1,"score":0.3346455},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.32670933},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.09164843},{"id":"https://openalex.org/C157915830","wikidata":"https://www.wikidata.org/wiki/Q2928001","display_name":"Bubble","level":2,"score":0.0},{"id":"https://openalex.org/C129307140","wikidata":"https://www.wikidata.org/wiki/Q6795880","display_name":"Maximum bubble pressure method","level":3,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2407.04106","pdf_url":"http://arxiv.org/pdf/2407.04106","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"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":["Cornell University"],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false}],"best_oa_location":{"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2407.04106","pdf_url":"http://arxiv.org/pdf/2407.04106","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"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":["Cornell University"],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false},"sustainable_development_goals":[],"grants":[],"datasets":[],"versions":[],"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4389568370","https://openalex.org/W3108674512","https://openalex.org/W3032375762","https://openalex.org/W3031052312","https://openalex.org/W2748952813","https://openalex.org/W2148612803","https://openalex.org/W2080531066","https://openalex.org/W1995515455","https://openalex.org/W1506200166","https://openalex.org/W1489783725"],"abstract_inverted_index":{"Recent":[0],"advancements":[1],"in":[2,10,13,104,121],"artificial":[3],"intelligence":[4],"(AI)":[5],"have":[6,20],"precipitated":[7],"significant":[8,115],"breakthroughs":[9],"healthcare,":[11],"particularly":[12],"refining":[14],"diagnostic":[15,95,154],"procedures.":[16],"However,":[17],"previous":[18,137],"studies":[19],"often":[21],"been":[22],"constrained":[23],"to":[24,145],"limited":[25],"functionalities.":[26],"This":[27],"study":[28],"introduces":[29],"MiniGPT-Med,":[30],"a":[31,114,147,157],"vision-language":[32],"model":[33,62,139],"derived":[34],"from":[35],"large-scale":[36],"language":[37],"models":[38],"and":[39,56,77,89,110],"tailored":[40],"for":[41,150],"medical":[42,70,81,107,131,161],"applications.":[43,163],"MiniGPT-Med":[44,143],"demonstrates":[45],"remarkable":[46],"versatility":[47],"across":[48,156],"various":[49],"imaging":[50,162],"modalities,":[51],"including":[52],"X-rays,":[53],"CT":[54],"scans,":[55],"MRIs,":[57],"enhancing":[58,153],"its":[59],"utility.":[60],"The":[61],"is":[63],"capable":[64],"of":[65,86,160],"performing":[66],"tasks":[67],"such":[68],"as":[69],"report":[71,108,132],"generation,":[72,109,133],"visual":[73],"question":[74],"answering":[75],"(VQA),":[76],"disease":[78,105],"identification":[79],"within":[80],"imagery.":[82],"Its":[83],"integrated":[84],"processing":[85],"both":[87],"image":[88],"textual":[90],"clinical":[91],"data":[92],"markedly":[93],"improves":[94],"accuracy.":[96,142],"Our":[97],"empirical":[98],"assessments":[99],"confirm":[100],"MiniGPT-Med's":[101],"superior":[102],"performance":[103,129],"grounding,":[106],"VQA":[111],"benchmarks,":[112],"representing":[113],"step":[116],"towards":[117],"reducing":[118],"the":[119,136],"gap":[120],"assisting":[122],"radiology":[123,151],"practice.":[124],"Furthermore,":[125],"it":[126],"achieves":[127],"state-of-the-art":[128],"on":[130],"higher":[134],"than":[135],"best":[138],"by":[140],"19\\%":[141],"promises":[144],"become":[146],"general":[148],"interface":[149],"diagnoses,":[152],"efficiency":[155],"wide":[158],"range":[159]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W4400434448","counts_by_year":[{"year":2024,"cited_by_count":2}],"updated_date":"2025-01-17T05:20:33.323861","created_date":"2024-07-09"}