{"id":"https://openalex.org/W7224828889","doi":"https://doi.org/10.51219/urforum.2026.nesrine-atitallah","title":"The Global Lens: Revolutionizing Healthcare Diagnostics through Vision Transformers and Strategic Education","display_name":"The Global Lens: Revolutionizing Healthcare Diagnostics through Vision Transformers and Strategic Education","publication_year":2026,"publication_date":"2026-10-26","ids":{"openalex":"https://openalex.org/W7224828889","doi":"https://doi.org/10.51219/urforum.2026.nesrine-atitallah"},"language":"en","primary_location":{"id":"doi:10.51219/urforum.2026.nesrine-atitallah","doi":"https://doi.org/10.51219/urforum.2026.nesrine-atitallah","is_oa":true,"landing_page_url":"https://doi.org/10.51219/urforum.2026.nesrine-atitallah","pdf_url":"https://doi.org/10.51219/urforum.2026.nesrine-atitallah","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"6th International Conference on Artificial Intelligence and Machine Learning","raw_type":"proceedings-article"},"volume":null,"type":"conference-abstract","is_traditional":false,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.51219/urforum.2026.nesrine-atitallah","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5028802882","display_name":"Nesrine Atitallah","orcid":"https://orcid.org/0000-0002-5992-174X","observed_orcids":["https://orcid.org/0000-0002-5992-174X"]},"institutions":[{"id":"https://openalex.org/I4210139873","display_name":"Arab Open University","ror":"https://ror.org/03vfnky71","country_code":"SA","type":"education","lineage":["https://openalex.org/I4210093932","https://openalex.org/I4210139873"]}],"countries":["SA"],"is_corresponding":true,"raw_author_name":"Nesrine Atitallah","raw_affiliation_strings":["Faculty of Computer Studies , Arab Open University , Madinah , Saudi Arabia","United Research Forum , London , UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computer Studies , Arab Open University , Madinah , Saudi Arabia","institution_ids":["https://openalex.org/I4210139873"]},{"raw_affiliation_string":"United Research Forum , London , UK","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5028802882"],"corresponding_institution_ids":["https://openalex.org/I4210139873"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"15","last_page":"15"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.7050999999046326,"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"}},"topics":[{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.7050999999046326,"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/T11438","display_name":"Retinal Imaging and Analysis","score":0.1941000074148178,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.032600000500679016,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/vision-transformer","display_name":"vision transformer","score":0.9829999804496765},{"id":"https://openalex.org/keywords/medical-image-analysis","display_name":"medical image analysis","score":0.6489999890327454},{"id":"https://openalex.org/keywords/diabetic-retinopathy","display_name":"diabetic retinopathy","score":0.9290000200271606},{"id":"https://openalex.org/keywords/self-attention","display_name":"self-attention","score":0.8949999809265137},{"id":"https://openalex.org/keywords/explainable-ai","display_name":"explainable AI","score":0.6779999732971191},{"id":"https://openalex.org/keywords/attention-maps","display_name":"attention maps","score":0.9769999980926514},{"id":"https://openalex.org/keywords/artificial-intelligence-in-education","display_name":"artificial intelligence in education","score":0.5440000295639038},{"id":"https://openalex.org/keywords/quality-assurance","display_name":"quality assurance","score":0.7099999785423279},{"id":"https://openalex.org/keywords/artificial-intelligence-in-auditing","display_name":"artificial intelligence in auditing","score":0.9129999876022339},{"id":"https://openalex.org/keywords/patient-safety","display_name":"patient safety","score":0.7139999866485596},{"id":"https://openalex.org/keywords/artificial-intelligence-in-clinical-practice","display_name":"clinical implementation of AI","score":0.5899999737739563}],"concepts":[{"id":"https://openalex.org/C70587473","wikidata":"https://www.wikidata.org/wiki/Q7834111","display_name":"Transformative learning","level":2,"score":0.5903000235557556},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.47929999232292175},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.438400000333786},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.4018000066280365},{"id":"https://openalex.org/C110354214","wikidata":"https://www.wikidata.org/wiki/Q6314146","display_name":"Engineering management","level":1,"score":0.39149999618530273},{"id":"https://openalex.org/C48243021","wikidata":"https://www.wikidata.org/wiki/Q932522","display_name":"Strategic planning","level":2,"score":0.375900000333786},{"id":"https://openalex.org/C199521495","wikidata":"https://www.wikidata.org/wiki/Q181487","display_name":"Audit","level":2,"score":0.37540000677108765},{"id":"https://openalex.org/C189645446","wikidata":"https://www.wikidata.org/wiki/Q350865","display_name":"Mirroring","level":2,"score":0.37299999594688416},{"id":"https://openalex.org/C55587333","wikidata":"https://www.wikidata.org/wiki/Q1133029","display_name":"Engineering ethics","level":1,"score":0.3555999994277954},{"id":"https://openalex.org/C20136886","wikidata":"https://www.wikidata.org/wiki/Q749647","display_name":"Interoperability","level":2,"score":0.33980000019073486},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.3273000121116638},{"id":"https://openalex.org/C106436119","wikidata":"https://www.wikidata.org/wiki/Q836575","display_name":"Quality assurance","level":3,"score":0.31940001249313354},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3181999921798706},{"id":"https://openalex.org/C199776023","wikidata":"https://www.wikidata.org/wiki/Q202875","display_name":"Negotiation","level":2,"score":0.31679999828338623},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.2964000105857849},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2874000072479248},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.27459999918937683},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.2614000141620636},{"id":"https://openalex.org/C2780233690","wikidata":"https://www.wikidata.org/wiki/Q535347","display_name":"Transparency (behavior)","level":2,"score":0.25619998574256897},{"id":"https://openalex.org/C42525527","wikidata":"https://www.wikidata.org/wiki/Q1209955","display_name":"Formative assessment","level":2,"score":0.25380000472068787}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.51219/urforum.2026.nesrine-atitallah","doi":"https://doi.org/10.51219/urforum.2026.nesrine-atitallah","is_oa":true,"landing_page_url":"https://doi.org/10.51219/urforum.2026.nesrine-atitallah","pdf_url":"https://doi.org/10.51219/urforum.2026.nesrine-atitallah","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"6th International Conference on Artificial Intelligence and Machine Learning","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.51219/urforum.2026.nesrine-atitallah","doi":"https://doi.org/10.51219/urforum.2026.nesrine-atitallah","is_oa":true,"landing_page_url":"https://doi.org/10.51219/urforum.2026.nesrine-atitallah","pdf_url":"https://doi.org/10.51219/urforum.2026.nesrine-atitallah","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"6th International Conference on Artificial Intelligence and Machine Learning","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.5683000087738037}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7224828889.pdf","grobid_xml":"https://content.openalex.org/works/W7224828889.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4390730164","https://openalex.org/W7171402666","https://openalex.org/W7217961860","https://openalex.org/W7162117524","https://openalex.org/W7127633122","https://openalex.org/W7140220233","https://openalex.org/W7171505729","https://openalex.org/W7150830958","https://openalex.org/W7212313978","https://openalex.org/W4416379898"],"abstract_inverted_index":{"As":[0],"Artificial":[1],"Intelligence":[2],"enters":[3],"a":[4,45,96,107,161,175,178],"new":[5],"era":[6],"of":[7,36,49,68,99,106,113],"clinical":[8],"integration,":[9],"the":[10,31,34,65,103,110,125],"transition":[11],"from":[12,152],"local":[13],"feature":[14],"extraction":[15],"to":[16,89,190],"global":[17],"contextual":[18],"understanding":[19],"is":[20,146],"redefining":[21],"medical":[22,83,100,168],"diagnostics.While":[23],"Convolutional":[24],"Neural":[25],"Networks":[26],"(CNNs)":[27],"have":[28],"long":[29],"been":[30],"gold":[32],"standard,":[33],"emergence":[35],"Vision":[37],"Transformers":[38],"(ViTs)":[39],"and":[40,81,169,183,194],"Self-Attention":[41],"mechanisms":[42],"has":[43],"unlocked":[44],"\"Global":[46],"Lens\"":[47],"capable":[48],"identifying":[50],"long-range":[51],"spatial":[52],"dependencies":[53],"that":[54,143],"traditional":[55],"architectures":[56,182],"often":[57],"overlook.In":[58],"this":[59],"keynote,":[60],"Dr.":[61],"Nesrine":[62],"Atitallah":[63,123],"explores":[64],"transformative":[66],"impact":[67,145],"ViTs":[69,93],"across":[70],"high-stakes":[71],"healthcare":[72],"sectors,":[73],"specifically":[74],"focusing":[75],"on":[76],"breakthroughs":[77],"in":[78,155,188],"Diabetic":[79],"Retinopathy":[80],"complex":[82],"imaging.By":[84],"moving":[85],"beyond":[86],"pixellevel":[87],"analysis":[88],"sequence-based":[90],"patch":[91],"processing,":[92],"allow":[94],"for":[95,139,163,177],"holistic":[97],"interpretation":[98],"data,":[101],"mirroring":[102],"comprehensive":[104],"approach":[105],"senior":[108],"clinician.However,":[109],"\"Next":[111],"Era":[112],"AI\"":[114],"demands":[115],"more":[116],"than":[117],"technical":[118],"precision;":[119],"it":[120],"requires":[121],"Responsibility.Dr.":[122],"addresses":[124],"critical":[126],"\"Black":[127],"Box\"":[128],"challenge":[129],"by":[130],"demonstrating":[131],"how":[132],"ViT":[133],"attention":[134],"maps":[135],"provide":[136],"built-in":[137],"explainability":[138],"doctors.Furthermore,":[140],"she":[141,159],"argues":[142],"real-world":[144],"only":[147],"sustainable":[148],"through":[149],"Educational":[150],"Governance.Drawing":[151],"her":[153],"expertise":[154],"Quality":[156],"Assurance":[157],"(QAA),":[158],"presents":[160],"framework":[162],"integrating":[164],"AI":[165],"auditing":[166],"into":[167],"engineering":[170],"curricula.The":[171],"session":[172],"concludes":[173],"with":[174],"vision":[176],"future":[179],"where":[180],"high-performance":[181],"rigorous":[184],"academic":[185],"standards":[186],"work":[187],"symmetry":[189],"ensure":[191],"patient":[192],"safety":[193],"technological":[195],"trust.":[196]},"counts_by_year":[],"updated_date":"2026-11-01T11:40:01.658920","created_date":"2026-10-31T00:00:00"}
