{"id":"https://openalex.org/W4296563993","doi":"https://doi.org/10.48550/arxiv.2209.09105","title":"Development and Clinical Evaluation of an AI Support Tool for Improving Telemedicine Photo Quality","display_name":"Development and Clinical Evaluation of an AI Support Tool for Improving Telemedicine Photo Quality","publication_year":2022,"publication_date":"2022-09-12","ids":{"openalex":"https://openalex.org/W4296563993","doi":"https://doi.org/10.48550/arxiv.2209.09105"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2209.09105","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2209.09105","pdf_url":"https://arxiv.org/pdf/2209.09105","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,"listed_in":[],"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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"volume":null,"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2209.09105","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5044367578","display_name":"Kailas Vodrahalli","orcid":"https://orcid.org/0000-0002-9849-3055","observed_orcids":["https://orcid.org/0000-0002-9849-3055"]},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vodrahalli, Kailas","raw_affiliation_strings":[". Department of Electrical Engineering , Stanford University , Stanford , CA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":". Department of Electrical Engineering , Stanford University , Stanford , CA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019417071","display_name":"Justin Ko","orcid":"https://orcid.org/0000-0003-4232-5906","observed_orcids":["https://orcid.org/0000-0003-4232-5906"]},"institutions":[{"id":"https://openalex.org/I4210137306","display_name":"Stanford Medicine","ror":"https://ror.org/03mtd9a03","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210137306","https://openalex.org/I97018004"]},{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ko, Justin","raw_affiliation_strings":[". Department of Dermatology , Stanford School of Medicine , Redwood City , CA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":". Department of Dermatology , Stanford School of Medicine , Redwood City , CA","institution_ids":["https://openalex.org/I4210137306","https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042086094","display_name":"Albert Sean Chiou","orcid":"https://orcid.org/0000-0002-8436-0008","observed_orcids":["https://orcid.org/0000-0002-8436-0008"]},"institutions":[{"id":"https://openalex.org/I4210137306","display_name":"Stanford Medicine","ror":"https://ror.org/03mtd9a03","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210137306","https://openalex.org/I97018004"]},{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chiou, Albert S.","raw_affiliation_strings":[". Department of Dermatology , Stanford School of Medicine , Redwood City , CA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":". Department of Dermatology , Stanford School of Medicine , Redwood City , CA","institution_ids":["https://openalex.org/I4210137306","https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103091613","display_name":"Roberto A. Novoa","orcid":"https://orcid.org/0000-0002-7955-0536","observed_orcids":["https://orcid.org/0000-0002-7955-0536"]},"institutions":[{"id":"https://openalex.org/I4210137306","display_name":"Stanford Medicine","ror":"https://ror.org/03mtd9a03","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210137306","https://openalex.org/I97018004"]},{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Novoa, Roberto","raw_affiliation_strings":[". Department of Dermatology , Stanford School of Medicine , Redwood City , CA",". Department of Pathology , Stanford School of Medicine , Stanford , CA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":". Department of Dermatology , Stanford School of Medicine , Redwood City , CA","institution_ids":["https://openalex.org/I4210137306","https://openalex.org/I97018004"]},{"raw_affiliation_string":". Department of Pathology , Stanford School of Medicine , Stanford , CA","institution_ids":["https://openalex.org/I4210137306"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080552239","display_name":"Abubakar Abid","orcid":"https://orcid.org/0000-0002-8701-3351","observed_orcids":["https://orcid.org/0000-0002-8701-3351"]},"institutions":[{"id":"https://openalex.org/I4387154989","display_name":"Hugging Face","ror":"https://ror.org/02grspc61","country_code":"US","type":"company","lineage":["https://openalex.org/I4387154989"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Abid, Abubakar","raw_affiliation_strings":[". Hugging Face , New York , NY"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":". Hugging Face , New York , NY","institution_ids":["https://openalex.org/I4387154989"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010289373","display_name":"Michelle Phung","orcid":"https://orcid.org/0000-0002-7420-0625","observed_orcids":["https://orcid.org/0000-0002-7420-0625"]},"institutions":[{"id":"https://openalex.org/I4210137306","display_name":"Stanford Medicine","ror":"https://ror.org/03mtd9a03","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210137306","https://openalex.org/I97018004"]},{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Phung, Michelle","raw_affiliation_strings":[". Department of Dermatology , Stanford School of Medicine , Redwood City , CA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":". Department of Dermatology , Stanford School of Medicine , Redwood City , CA","institution_ids":["https://openalex.org/I4210137306","https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042063290","display_name":"Kiana Yekrang","orcid":"https://orcid.org/0000-0003-0714-5360","observed_orcids":["https://orcid.org/0000-0003-0714-5360"]},"institutions":[{"id":"https://openalex.org/I4210137306","display_name":"Stanford Medicine","ror":"https://ror.org/03mtd9a03","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210137306","https://openalex.org/I97018004"]},{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yekrang, Kiana","raw_affiliation_strings":[". Department of Dermatology , Stanford School of Medicine , Redwood City , CA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":". Department of Dermatology , Stanford School of Medicine , Redwood City , CA","institution_ids":["https://openalex.org/I4210137306","https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040799470","display_name":"Paige Petrone","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210137306","display_name":"Stanford Medicine","ror":"https://ror.org/03mtd9a03","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210137306","https://openalex.org/I97018004"]},{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Petrone, Paige","raw_affiliation_strings":[". Department of Dermatology , Stanford School of Medicine , Redwood City , CA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":". Department of Dermatology , Stanford School of Medicine , Redwood City , CA","institution_ids":["https://openalex.org/I4210137306","https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005779176","display_name":"James Zou","orcid":"https://orcid.org/0000-0001-8880-4764","observed_orcids":["https://orcid.org/0000-0001-8880-4764"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zou, James","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5014300312","display_name":"Roxana Daneshjou","orcid":"https://orcid.org/0000-0001-7988-9356","observed_orcids":["https://orcid.org/0000-0001-7988-9356"]},"institutions":[{"id":"https://openalex.org/I4210137306","display_name":"Stanford Medicine","ror":"https://ror.org/03mtd9a03","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210137306","https://openalex.org/I97018004"]},{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Daneshjou, Roxana","raw_affiliation_strings":[". Department of Biomedical Data Science , Stanford School of Medicine , Stanford , CA",". Department of Dermatology , Stanford School of Medicine , Redwood City , CA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":". Department of Biomedical Data Science , Stanford School of Medicine , Stanford , CA","institution_ids":["https://openalex.org/I4210137306","https://openalex.org/I97018004"]},{"raw_affiliation_string":". Department of Dermatology , Stanford School of Medicine , Redwood City , CA","institution_ids":["https://openalex.org/I4210137306","https://openalex.org/I97018004"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"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/T10912","display_name":"Telemedicine and Telehealth Implementation","score":0.48969998955726624,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"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/T10912","display_name":"Telemedicine and Telehealth Implementation","score":0.48969998955726624,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.19760000705718994,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"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/T13953","display_name":"Digital Imaging in Medicine","score":0.11129999905824661,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"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/telemedicine","display_name":"telemedicine","score":0.9279999732971191},{"id":"https://openalex.org/keywords/skin-diseases","display_name":"skin diseases","score":0.6959999799728394},{"id":"https://openalex.org/keywords/image-quality-assessment","display_name":"image quality assessment","score":0.7239999771118164},{"id":"https://openalex.org/keywords/patient-physician-interaction","display_name":"patient-physician interaction","score":0.4819999933242798}],"concepts":[{"id":"https://openalex.org/C2779891985","wikidata":"https://www.wikidata.org/wiki/Q46994","display_name":"Telemedicine","level":3,"score":0.932493269443512},{"id":"https://openalex.org/C58471807","wikidata":"https://www.wikidata.org/wiki/Q327120","display_name":"Receiver operating characteristic","level":2,"score":0.6640402674674988},{"id":"https://openalex.org/C3008058167","wikidata":"https://www.wikidata.org/wiki/Q84263196","display_name":"Coronavirus disease 2019 (COVID-19)","level":4,"score":0.6344968676567078},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5936769247055054},{"id":"https://openalex.org/C2779346075","wikidata":"https://www.wikidata.org/wiki/Q7268763","display_name":"Quality Score","level":3,"score":0.5712075233459473},{"id":"https://openalex.org/C55020928","wikidata":"https://www.wikidata.org/wiki/Q3813865","display_name":"Image quality","level":3,"score":0.5476812124252319},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.539695680141449},{"id":"https://openalex.org/C19527891","wikidata":"https://www.wikidata.org/wiki/Q1120908","display_name":"Medical physics","level":1,"score":0.44802364706993103},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4461129307746887},{"id":"https://openalex.org/C71405471","wikidata":"https://www.wikidata.org/wiki/Q757012","display_name":"Quality management","level":3,"score":0.44362303614616394},{"id":"https://openalex.org/C3007834351","wikidata":"https://www.wikidata.org/wiki/Q82069695","display_name":"Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2)","level":5,"score":0.4259943962097168},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3982798457145691},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.2310371696949005},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.15111330151557922},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.14977335929870605},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.1267676055431366},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10708513855934143},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C198783460","wikidata":"https://www.wikidata.org/wiki/Q629173","display_name":"Management system","level":2,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C524204448","wikidata":"https://www.wikidata.org/wiki/Q788926","display_name":"Infectious disease (medical specialty)","level":3,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2209.09105","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2209.09105","pdf_url":"https://arxiv.org/pdf/2209.09105","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,"listed_in":[],"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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2209.09105","doi":"https://doi.org/10.48550/arxiv.2209.09105","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2209.09105","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,"listed_in":[],"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":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2209.09105","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2209.09105","pdf_url":"https://arxiv.org/pdf/2209.09105","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,"listed_in":[],"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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.9476000070571899,"id":"https://metadata.un.org/sdg/3"}],"study_designs":[{"display_name":"Clinical Trial","id":"https://openalex.org/study-designs/clinical-trial"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4324307216","https://openalex.org/W3090324641","https://openalex.org/W4210858662","https://openalex.org/W2893105385","https://openalex.org/W4414659142","https://openalex.org/W4319063565","https://openalex.org/W7166039413","https://openalex.org/W3092516577","https://openalex.org/W4405489118","https://openalex.org/W3036298167"],"abstract_inverted_index":{"Telemedicine":[0],"utilization":[1],"was":[2,60],"accelerated":[3],"during":[4],"the":[5,17,92,97,144],"COVID-19":[6],"pandemic,":[7],"and":[8,48,96,114],"skin":[9,115],"conditions":[10],"were":[11],"a":[12,25,73,133,149],"common":[13],"use":[14],"case.":[15],"However,":[16],"quality":[18,45,56,85,101,131],"of":[19,76,146],"photographs":[20],"sent":[21],"by":[22,67,152],"patients":[23,53,147],"remains":[24],"major":[26],"limitation.":[27],"To":[28],"address":[29],"this":[30],"issue,":[31],"we":[32,118],"developed":[33],"TrueImage":[34,58,80,141],"2.0,":[35],"an":[36,126],"artificial":[37],"intelligence":[38],"(AI)":[39],"model":[40],"for":[41,46,54,69,99],"assessing":[42],"patient":[43],"photo":[44,55,70,130],"telemedicine":[47,64,78],"providing":[49],"real-time":[50],"feedback":[51],"to":[52,125],"improvement.":[57],"2.0":[59,81,122,142],"trained":[61],"on":[62],"1700":[63],"images":[65,86],"annotated":[66],"clinicians":[68],"quality.":[71],"On":[72],"retrospective":[74],"dataset":[75],"357":[77],"images,":[79],"effectively":[82],"identified":[83],"poor":[84,100],"(Receiver":[87],"operator":[88],"curve":[89,93],"area":[90],"under":[91],"(ROC-AUC)":[94],"=0.78)":[95],"reason":[98],"(Blurry":[102],"ROC-AUC=0.84,":[103],"Lighting":[104],"issues":[105],"ROC-AUC=0.70).":[106],"The":[107],"performance":[108],"is":[109],"consistent":[110],"across":[111],"age,":[112],"gender,":[113],"tone.":[116],"Next,":[117],"assessed":[119],"whether":[120],"patient-TrueImage":[121],"interaction":[123],"led":[124],"improvement":[127],"in":[128],"submitted":[129],"through":[132],"prospective":[134],"clinical":[135],"pilot":[136],"study":[137],"with":[138,148],"98":[139],"patients.":[140],"reduced":[143],"number":[145],"poor-quality":[150],"image":[151],"68.0%.":[153]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-10-11T09:32:39.932853","created_date":"2022-09-21T00:00:00"}
