-
Something wrong with this record ?
Multinational Attitudes Toward AI in Health Care and Diagnostics Among Hospital Patients
F. Busch, L. Hoffmann, L. Xu, LJ. Zhang, B. Hu, I. García-Juárez, LN. Toapanta-Yanchapaxi, N. Gorelik, V. Gorelik, GA. Rodriguez-Granillo, C. Ferrarotti, NN. Cuong, CAP. Thi, M. Tuncel, G. Kaya, SM. Solis-Barquero, MC. Mendez Avila, NG. Ivanova,...
Language English Country United States
Document type Journal Article
NLK
Directory of Open Access Journals
from 2018
ProQuest Central
from 2018-01-01
Health & Medicine (ProQuest)
from 2018-01-01
ROAD: Directory of Open Access Scholarly Resources
from 2018
- MeSH
- Adult MeSH
- Trust MeSH
- Internationality MeSH
- Middle Aged MeSH
- Humans MeSH
- Hospitals MeSH
- Delivery of Health Care * MeSH
- Cross-Sectional Studies MeSH
- Surveys and Questionnaires MeSH
- Aged MeSH
- Artificial Intelligence * MeSH
- Check Tag
- Adult MeSH
- Middle Aged MeSH
- Humans MeSH
- Male MeSH
- Aged MeSH
- Female MeSH
- Publication type
- Journal Article MeSH
IMPORTANCE: The successful implementation of artificial intelligence (AI) in health care depends on its acceptance by key stakeholders, particularly patients, who are the primary beneficiaries of AI-driven outcomes. OBJECTIVES: To survey hospital patients to investigate their trust, concerns, and preferences toward the use of AI in health care and diagnostics and to assess the sociodemographic factors associated with patient attitudes. DESIGN, SETTING, AND PARTICIPANTS: This cross-sectional study developed and implemented an anonymous quantitative survey between February 1 and November 1, 2023, using a nonprobability sample at 74 hospitals in 43 countries. Participants included hospital patients 18 years of age or older who agreed with voluntary participation in the survey presented in 1 of 26 languages. EXPOSURE: Information sheets and paper surveys handed out by hospital staff and posted in conspicuous hospital locations. MAIN OUTCOMES AND MEASURES: The primary outcome was participant responses to a 26-item instrument containing a general data section (8 items) and 3 dimensions (trust in AI, AI and diagnosis, preferences and concerns toward AI) with 6 items each. Subgroup analyses used cumulative link mixed and binary mixed-effects models. RESULTS: In total, 13 806 patients participated, including 8951 (64.8%) in the Global North and 4855 (35.2%) in the Global South. Their median (IQR) age was 48 (34-62) years, and 6973 (50.5%) were male. The survey results indicated a predominantly favorable general view of AI in health care, with 57.6% of respondents (7775 of 13 502) expressing a positive attitude. However, attitudes exhibited notable variation based on demographic characteristics, health status, and technological literacy. Female respondents (3511 of 6318 [55.6%]) exhibited fewer positive attitudes toward AI use in medicine than male respondents (4057 of 6864 [59.1%]), and participants with poorer health status exhibited fewer positive attitudes toward AI use in medicine (eg, 58 of 199 [29.2%] with rather negative views) than patients with very good health (eg, 134 of 2538 [5.3%] with rather negative views). Conversely, higher levels of AI knowledge and frequent use of technology devices were associated with more positive attitudes. Notably, fewer than half of the participants expressed positive attitudes regarding all items pertaining to trust in AI. The lowest level of trust was observed for the accuracy of AI in providing information regarding treatment responses (5637 of 13 480 respondents [41.8%] trusted AI). Patients preferred explainable AI (8816 of 12 563 [70.2%]) and physician-led decision-making (9222 of 12 652 [72.9%]), even if it meant slightly compromised accuracy. CONCLUSIONS AND RELEVANCE: In this cross-sectional study of patient attitudes toward AI use in health care across 6 continents, findings indicated that tailored AI implementation strategies should take patient demographics, health status, and preferences for explainable AI and physician oversight into account.
2nd Department Orthopaedic Hospital Vienna Speising Vienna Austria
Associação de Investigação de Cuidados de Suporte em Oncologia Vila Nova de Gaia Portugal
AXA Chair in Healthcare Quality CIEE National Institute of Public Health Cuernavaca Mexico
Berlin University of Applied Sciences and Technology Berlin Germany
Centre for Eye Research Australia Royal Victorian Eye and Ear Hospital Melbourne Victoria Australia
Clinical Pharmacology and Therapeutics KIST Medical College and Teaching Hospital Kathmandu Nepal
Comprehensive Health Research Center University of Évora Évora Portugal
Dawson College Montreal Quebec Canada
Department of 1 Surgical Diseases Azerbaijan Medical University Baku Azerbaijan
Department of Advanced Biomedical Sciences University of Naples Federico 2 Naples Italy
Department of Anesthesia University of Ilorin Teaching Hospital Ilorin Nigeria
Department of Cardiology Chiba University Hospital Chiba Japan
Department of Cardiology Hospital Universitario Fundación Jiménez Díaz Madrid Spain
Department of Cardiovascular Medicine Chiba University Graduate School of Medicine Chiba Japan
Department of Clinical Physiology Clinical Sciences Lund University Lund Sweden
Department of Clinical Physiology Research and Development Växjö Central Hospital Växjö Sweden
Department of Clinical Sciences College of Dentistry Ajman University Ajman United Arab Emirates
Department of Clinical Surgical Diagnostic and Pediatric Sciences University of Pavia Pavia Italy
Department of Collective Health Federal University of Rio Grande do Norte Natal Brazil
Department of Computing Science Umeå University Umeå Sweden
Department of Dermatology Hiroshima Citizens Hospital Hiroshima Japan
Department of Diagnostic and Imaging Services Fondazione IRCCS Policlinico S Matteo Pavia Italy
Department of Diagnostic and Interventional Radiology University Hospital Aachen Aachen Germany
Department of Gastroenterology Lakeshore Hospital Kochi India
Department of General Medicine Medical University of Plovdiv Plovdiv Bulgaria
Department of Hematology Clinical Hospital Dubrava Zagreb Croatia
Department of Imaging A C Camargo Cancer Center São Paulo Brazil
Department of Infectious Diseases Faculty of Medicine Masaryk University Brno Czech Republic
Department of Infectious Diseases University Hospital Brno Brno Czech Republic
Department of Internal Medicine School of Medicine University of Zagreb Zagreb Croatia
Department of Medical Imaging and Physiology Skåne University Hospital Malmö Sweden
Department of Medical Oncology Hospital Universitario 12 de Octubre Madrid Spain
Department of Medicine and Optometry Linnaeus University Kalmar Sweden
Department of Medicine Surgery and Dentistry University of Salerno Baronissi Italy
Department of Medicine Universidad Autónoma de Madrid Madrid Spain
Department of Neurology Bielanski Hospital Warsaw Poland
Department of Neurology Faculty of Medicine and Dentistry Medical University of Warsaw Warsaw Poland
Department of Neurology Faculty of Medicine Universitas Muhammadiyah Palembang Palembang Indonesia
Department of Neuroscience Monash University Central Clinical School Melbourne Victoria Australia
Department of Neurosurgery Mie Chuo Medical Center Tsu Japan
Department of Neurosurgery Mie University Graduate School of Medicine Tsu Japan
Department of Nuclear Medicine Faculty of Medicine Hacettepe University Ankara Turkey
Department of Oncosurgery Max Institute of Cancer Care Vaishali Delhi India
Department of Ophthalmology Alrijne Hospital Leiderdorp the Netherlands
Department of Ophthalmology Leiden University Medical Center Leiden the Netherlands
Department of Orthopaedics and Trauma Surgery Medical University of Vienna Vienna Austria
Department of Otolaryngology Coimbra University and Medical School Coimbra Portugal
Department of Otolaryngology Head and Neck Surgery Wroclaw Medical University Wroclaw Poland
Department of Otorhinolaryngology Head and Neck Surgery Semmelweis University Budapest Hungary
Department of Pediatrics KIST Medical College and Teaching Hospital Kathmandu Nepal
Department of Radiology Alfred Health Melbourne Victoria Australia
Department of Radiology Algarve University Hospital Center Faro Portugal
Department of Radiology Faculty of Medicine Chiang Mai University Chiang Mai Thailand
Department of Radiology Hiroshima Citizens Hospital Hiroshima Japan
Department of Radiology Hospital Italiano de Buenos Aires Autonomous City of Buenos Aires Argentina
Department of Radiology Hospital Italiano de Buenos Aires Ciudad Autónoma de Buenos Aires Argentina
Department of Radiology McGill University Health Center Montreal Quebec Canada
Department of Radiology Pontifical Catholic University of Rio Grande do Sul Porto Alegre Brazil
Department of Radiology Ramón y Cajal University Hospital IRYCIS Madrid Spain
Department of Radiology Universidade Federal de São Paulo São Paulo Brazil
Department of Radiology University of Algarve Faro Portugal
Department of Radiology University of Florida Gainesville
Department of Radiology University of Medicine and Pharmacy Hue University Hue Vietnam
Department of Radiology Wenchi Methodist Hospital Wenchi Ghana
Department of Radiology Zhongda Hospital Southeast University Nanjing China
Department of Surgery Monash University Central Clinical School Melbourne Victoria Australia
Department of Surgery University of Ilorin Teaching Hospital Ilorin Nigeria
Department of Surgical Oncology Institute of Oncology Ljubljana Ljubljana Slovenia
Department of Urology Aristotle University of Thessaloniki Thessaloniki Greece
Department of Urology Bordeaux Pellegrin University Hospital Bordeaux France
Department of Urology Medical University of Plovdiv Plovdiv Bulgaria
Department of Urology Oncology and Robotic Surgery Max Institute of Cancer Care Vaishali Delhi India
Department of Urology University Hospital Ludwig Maximilians University of Munich Munich Germany
Diagnostic Radiology Department of Translational Medicine Lund University Malmö Sweden
Diagnósticos da América SA São Paulo Brazil
Division of Surgery and Interventional Sciences University College London London United Kingdom
European Cancer Patient Coalition Brussels Belgium
Faculty of Medicine University of Ljubljana Ljubljana Slovenia
Fraunhofer MEVIS Institute for Digital Medicine Bremen Germany
Hanoi Medical University Hanoi Vietnam
Institute for Research in Ophthalmology Foundation for Ophthalmology Development Poznań Poland
Medical Biology Faculty of Medicine Universitas Muhammadiyah Palembang Palembang Indonesia
Michael Ogon Laboratory for Orthopaedic Research Hospital Vienna Speising Vienna Austria
Ministry of Health Byumba Hospital Byumba Rwanda
National Trauma Research Institute Melbourne Victoria Australia
One Health Research Group Faculty of Health Science Universidad de Las Américas Quito Ecuador
Ophthalmology Department of Surgery University of Melbourne Melbourne Victoria Australia
Orthopaedic Department University of Cape Town Cape Town South Africa
Radiology and Nuclear Medicine CARIM and GROW Maastricht University Maastricht the Netherlands
Radiology Center Hanoi Medical University Hospital Hanoi Hanoi Vietnam
Research and Development Department Region Kronoberg Växjö Sweden
School of Health Sciences Londonderry Northern Ireland United Kingdom
Society of Radiography of Uganda Mulago National Referral Hospital Mulago Kampala Uganda
St Karidad MHAT Karidad Medical Health Center Cardiology Plovdiv Bulgaria
Unidad de Calidad National Institute of Cardiology Ignacio Chávez Mexico City Mexico
References provided by Crossref.org
- 000
- 00000naa a2200000 a 4500
- 001
- bmc25015385
- 003
- CZ-PrNML
- 005
- 20250731090938.0
- 007
- ta
- 008
- 250708s2025 xxu f 000 0|eng||
- 009
- AR
- 024 7_
- $a 10.1001/jamanetworkopen.2025.14452 $2 doi
- 035 __
- $a (PubMed)40493367
- 040 __
- $a ABA008 $b cze $d ABA008 $e AACR2
- 041 0_
- $a eng
- 044 __
- $a xxu
- 100 1_
- $a Busch, Felix $u Department of Diagnostic and Interventional Radiology, School of Medicine and Health, Klinikum rechts der Isar, TUM University Hospital, Technical University of Munich, Munich, Germany
- 245 10
- $a Multinational Attitudes Toward AI in Health Care and Diagnostics Among Hospital Patients / $c F. Busch, L. Hoffmann, L. Xu, LJ. Zhang, B. Hu, I. García-Juárez, LN. Toapanta-Yanchapaxi, N. Gorelik, V. Gorelik, GA. Rodriguez-Granillo, C. Ferrarotti, NN. Cuong, CAP. Thi, M. Tuncel, G. Kaya, SM. Solis-Barquero, MC. Mendez Avila, NG. Ivanova, FC. Kitamura, KYI. Hayama, ML. Puntunet Bates, PI. Torres, E. Ortiz-Prado, JS. Izquierdo-Condoy, GM. Schwarz, JG. Hofstaetter, M. Hide, K. Takeda, B. Peric, G. Pilko, HO. Thulesius, T. Lindow, IK. Kolawole, SA. Olatoke, A. Grzybowski, A. Corlateanu, OS. Iaconi, T. Li, I. Domitrz, K. Kepczynska, M. Mihalcin, L. Fašaneková, T. Zatonski, K. Fulek, A. Molnár, S. Maihoub, ZA. da Silva Gama, L. Saba, P. Sountoulides, MR. Makowski, HJWL. Aerts, LC. Adams, KK. Bressem, COMFORT consortium, ÁA. Navarro, C. Águas, M. Aineseder, M. Alomar, R. Al Sliman, G. Anand, S. Angkurawaranon, S. Aoki, S. Arkoh, G. Ashraf, Y. Astri, S. Bakhshi, NY. Bayramov, A. Billis, AGV. Bitencourt, A. Bolejko, AJ. Bollas Becerra, J. Bwambale, A. Capela, R. Cau, KR. Chacon-Acevedo, TL. Chaunzwa, R. Chojniak, W. Clements, R. Cuocolo, V. Dahlblom, KM. Sousa, JE. Villarrubia, VB. Desai, AK. Dhakal, V. Dignum, RGF. Andrade, G. Ferraioli, S. Ganguly, H. Garg, CG. Savevska, MG. Radovikj, A. Gkartzoni, L. Gorospe, I. Griffin, M. Hadamitzky, MH. Ndahiro, A. Hering, B. Hochhegger, MR. Huseynova, F. Ishida, N. Jha, L. Jiang, R. Kader, H. Kavnoudias, C. Klein, G. Kolostoumpis, A. Koshy, NA. Kruger, A. Löser, M. Lucijanic, D. Mantziari, G. Margue, S. McFadden, M. Miyake, W. Morakote, I. Ngabonziza, TT. Nguyen, SM. Niehues, M. Nortje, S. Palaian, NV. Pentara, RPP. de Almeida, G. Poma, M. Purwoko, N. Pyrgidis, V. Rafailidis, C. Rainey, JC. Ribeiro, NR. Agudelo, K. Sado, JM. Saidman, PJ. Saturno-Hernandez, V. Suryadevara, GB. Schulz, E. Soric, J. Soto-Pérez-Olivares, A. Stanzione, JP. Struck, H. Takaoka, S. Tanioka, TTM. Huyen, D. Truhn, EHC. van Dijk, P. van Wijngaarden, YC. Wang, M. Weidlich, S. Zhang
- 520 9_
- $a IMPORTANCE: The successful implementation of artificial intelligence (AI) in health care depends on its acceptance by key stakeholders, particularly patients, who are the primary beneficiaries of AI-driven outcomes. OBJECTIVES: To survey hospital patients to investigate their trust, concerns, and preferences toward the use of AI in health care and diagnostics and to assess the sociodemographic factors associated with patient attitudes. DESIGN, SETTING, AND PARTICIPANTS: This cross-sectional study developed and implemented an anonymous quantitative survey between February 1 and November 1, 2023, using a nonprobability sample at 74 hospitals in 43 countries. Participants included hospital patients 18 years of age or older who agreed with voluntary participation in the survey presented in 1 of 26 languages. EXPOSURE: Information sheets and paper surveys handed out by hospital staff and posted in conspicuous hospital locations. MAIN OUTCOMES AND MEASURES: The primary outcome was participant responses to a 26-item instrument containing a general data section (8 items) and 3 dimensions (trust in AI, AI and diagnosis, preferences and concerns toward AI) with 6 items each. Subgroup analyses used cumulative link mixed and binary mixed-effects models. RESULTS: In total, 13 806 patients participated, including 8951 (64.8%) in the Global North and 4855 (35.2%) in the Global South. Their median (IQR) age was 48 (34-62) years, and 6973 (50.5%) were male. The survey results indicated a predominantly favorable general view of AI in health care, with 57.6% of respondents (7775 of 13 502) expressing a positive attitude. However, attitudes exhibited notable variation based on demographic characteristics, health status, and technological literacy. Female respondents (3511 of 6318 [55.6%]) exhibited fewer positive attitudes toward AI use in medicine than male respondents (4057 of 6864 [59.1%]), and participants with poorer health status exhibited fewer positive attitudes toward AI use in medicine (eg, 58 of 199 [29.2%] with rather negative views) than patients with very good health (eg, 134 of 2538 [5.3%] with rather negative views). Conversely, higher levels of AI knowledge and frequent use of technology devices were associated with more positive attitudes. Notably, fewer than half of the participants expressed positive attitudes regarding all items pertaining to trust in AI. The lowest level of trust was observed for the accuracy of AI in providing information regarding treatment responses (5637 of 13 480 respondents [41.8%] trusted AI). Patients preferred explainable AI (8816 of 12 563 [70.2%]) and physician-led decision-making (9222 of 12 652 [72.9%]), even if it meant slightly compromised accuracy. CONCLUSIONS AND RELEVANCE: In this cross-sectional study of patient attitudes toward AI use in health care across 6 continents, findings indicated that tailored AI implementation strategies should take patient demographics, health status, and preferences for explainable AI and physician oversight into account.
- 650 _2
- $a lidé $7 D006801
- 650 _2
- $a mužské pohlaví $7 D008297
- 650 _2
- $a ženské pohlaví $7 D005260
- 650 _2
- $a průřezové studie $7 D003430
- 650 _2
- $a lidé středního věku $7 D008875
- 650 12
- $a umělá inteligence $7 D001185
- 650 _2
- $a dospělí $7 D000328
- 650 _2
- $a průzkumy a dotazníky $7 D011795
- 650 _2
- $a důvěra $7 D035502
- 650 _2
- $a senioři $7 D000368
- 650 12
- $a poskytování zdravotní péče $7 D003695
- 650 _2
- $a nemocnice $7 D006761
- 650 _2
- $a internacionalita $7 D038622
- 655 _2
- $a časopisecké články $7 D016428
- 700 1_
- $a Hoffmann, Lena $u Department of Radiology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt Universität zu Berlin, Berlin, Germany
- 700 1_
- $a Xu, Lina $u Department of Radiology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt Universität zu Berlin, Berlin, Germany
- 700 1_
- $a Zhang, Long Jiang $u Department of Radiology, Jinling Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, China
- 700 1_
- $a Hu, Bin $u Department of Radiology, Jinling Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, China
- 700 1_
- $a García-Juárez, Ignacio $u Department of Gastroenterology, National Institute of Medical Sciences and Nutrition Salvador Zubirán, Mexico City, Mexico $u Unit of Liver Transplantation, National Institute of Medical Sciences and Nutrition Salvador Zubirán, Mexico City, Mexico
- 700 1_
- $a Toapanta-Yanchapaxi, Liz N $u Department of Neurology, National Institute of Medical Sciences and Nutrition Salvador Zubirán, Mexico City, Mexico
- 700 1_
- $a Gorelik, Natalia $u Department of Radiology, McGill University Health Center, Montreal, Quebec, Canada
- 700 1_
- $a Gorelik, Valérie $u Dawson College, Montreal, Quebec, Canada
- 700 1_
- $a Rodriguez-Granillo, Gaston A $u Center for Medical Education and Clinical Research-National Council for Scientific and Technical Research (CEMIC-CONICET), Autonomous City of Buenos Aires, Argentina
- 700 1_
- $a Ferrarotti, Carlos $u Department of Diagnostic Imaging, Center for Medical Education and Clinical Research "Norberto Quirno" (CEMIC), Autonomous City of Buenos Aires, Argentina
- 700 1_
- $a Cuong, Nguyen N $u Radiology Center Hanoi, Medical University Hospital Hanoi, Hanoi, Vietnam
- 700 1_
- $a Thi, Chau A P $u Hanoi Medical University, Hanoi, Vietnam
- 700 1_
- $a Tuncel, Murat $u Department of Nuclear Medicine, Faculty of Medicine, Hacettepe University, Ankara, Turkey
- 700 1_
- $a Kaya, Gürsan $u Department of Nuclear Medicine, Faculty of Medicine, Hacettepe University, Ankara, Turkey
- 700 1_
- $a Solis-Barquero, Sergio M $u Department of Diagnostic and Therapeutic Imaging, Escuela de Tecnologias en Salud, Universidad de Costa Rica, San José, Costa Rica
- 700 1_
- $a Mendez Avila, Maria C $u Department of Diagnostic and Therapeutic Imaging, Escuela de Tecnologias en Salud, Universidad de Costa Rica, San José, Costa Rica
- 700 1_
- $a Ivanova, Nevena G $u Department of Urology, Medical University of Plovdiv, Plovdiv, Bulgaria $u St Karidad MHAT, Karidad Medical Health Center, Cardiology, Plovdiv, Bulgaria $u Department of General Medicine, Medical University of Plovdiv, Plovdiv, Bulgaria
- 700 1_
- $a Kitamura, Felipe C $u Department of Radiology, Universidade Federal de São Paulo, São Paulo, Brazil $u Diagnósticos da América SA (DASA), São Paulo, Brazil
- 700 1_
- $a Hayama, Karina Y I $u Department of Radiology, Universidade Federal de São Paulo, São Paulo, Brazil
- 700 1_
- $a Puntunet Bates, Monserrat L $u Unidad de Calidad, National Institute of Cardiology Ignacio Chávez, Mexico City, Mexico
- 700 1_
- $a Torres, Pedro Iturralde $u Subdirection of Diagnosis and Treatment, National Institute of Cardiology Ignacio Chávez, Mexico City, Mexico
- 700 1_
- $a Ortiz-Prado, Esteban $u One Health Research Group, Faculty of Health Science, Universidad de Las Américas, Quito, Ecuador
- 700 1_
- $a Izquierdo-Condoy, Juan S $u One Health Research Group, Faculty of Health Science, Universidad de Las Américas, Quito, Ecuador
- 700 1_
- $a Schwarz, Gilbert M $u Department of Orthopaedics and Trauma Surgery, Medical University of Vienna, Vienna, Austria
- 700 1_
- $a Hofstaetter, Jochen G $u Michael Ogon Laboratory for Orthopaedic Research, Hospital Vienna-Speising, Vienna, Austria $u 2nd Department, Orthopaedic Hospital Vienna-Speising, Vienna, Austria
- 700 1_
- $a Hide, Michihiro $u Department of Dermatology, Hiroshima Citizens Hospital, Hiroshima, Japan
- 700 1_
- $a Takeda, Konagi $u Department of Radiology, Hiroshima Citizens Hospital, Hiroshima, Japan
- 700 1_
- $a Peric, Barbara $u Department of Surgical Oncology, Institute of Oncology Ljubljana, Ljubljana, Slovenia $u Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia
- 700 1_
- $a Pilko, Gašper $u Department of Surgical Oncology, Institute of Oncology Ljubljana, Ljubljana, Slovenia $u Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia
- 700 1_
- $a Thulesius, Hans O $u Research and Development Department Region Kronoberg, Växjö, Sweden $u Department of Medicine and Optometry, Linnaeus University, Kalmar, Sweden
- 700 1_
- $a Lindow, Thomas $u Department of Clinical Physiology, Research and Development, Växjö Central Hospital, Växjö, Sweden $u Department of Clinical Physiology, Clinical Sciences, Lund University, Lund, Sweden
- 700 1_
- $a Kolawole, Israel K $u Department of Anesthesia, University of Ilorin/Teaching Hospital, Ilorin, Nigeria
- 700 1_
- $a Olatoke, Samuel Adegboyega $u Department of Surgery, University of Ilorin/Teaching Hospital, Ilorin, Nigeria
- 700 1_
- $a Grzybowski, Andrzej $u Institute for Research in Ophthalmology, Foundation for Ophthalmology Development, Poznań, Poland
- 700 1_
- $a Corlateanu, Alexandru $u Department of Respiratory Medicine and Allergology, Nicolae Testemițanu State University of Medicine and Pharmacy, Chișinău, Republic of Moldova
- 700 1_
- $a Iaconi, Oana-Simina $u Research Cooperation Unit, Research Department, National Institute of Research in Medicine and Health, Nicolae Testemițanu State University of Medicine and Pharmacy, Chișinău, Republic of Moldova
- 700 1_
- $a Li, Ting $u Department of Rheumatology, Shanghai Jiao Tong University School of Medicine, Renji Hospital, Shanghai, China
- 700 1_
- $a Domitrz, Izabela $u Department of Neurology, Faculty of Medicine and Dentistry, Medical University of Warsaw, Warsaw, Poland $u Department of Neurology, Bielanski Hospital, Warsaw, Poland
- 700 1_
- $a Kepczynska, Katarzyna $u Department of Neurology, Faculty of Medicine and Dentistry, Medical University of Warsaw, Warsaw, Poland $u Department of Neurology, Bielanski Hospital, Warsaw, Poland
- 700 1_
- $a Mihalcin, Matúš $u Department of Infectious Diseases, Faculty of Medicine, Masaryk University, Brno, Czech Republic $u Department of Infectious Diseases, University Hospital Brno, Brno, Czech Republic
- 700 1_
- $a Fašaneková, Lenka $u Department of Infectious Diseases, Faculty of Medicine, Masaryk University, Brno, Czech Republic $u Department of Infectious Diseases, University Hospital Brno, Brno, Czech Republic
- 700 1_
- $a Zatonski, Tomasz $u Department of Otolaryngology, Head and Neck Surgery, Wroclaw Medical University, Wroclaw, Poland
- 700 1_
- $a Fulek, Katarzyna $u Department of Otolaryngology, Head and Neck Surgery, Wroclaw Medical University, Wroclaw, Poland
- 700 1_
- $a Molnár, András $u Department of Otorhinolaryngology, Head and Neck Surgery, Semmelweis University, Budapest, Hungary
- 700 1_
- $a Maihoub, Stefani $u Department of Otorhinolaryngology, Head and Neck Surgery, Semmelweis University, Budapest, Hungary
- 700 1_
- $a da Silva Gama, Zenewton A $u Department of Collective Health, Federal University of Rio Grande do Norte, Natal, Brazil
- 700 1_
- $a Saba, Luca $u Department of Radiology, Azienda Ospedaliero Universitaria (A.O.U.), di Cagliari-Polo di Monserrato s.s. 554 Monserrato, Cagliari, Italy
- 700 1_
- $a Sountoulides, Petros $u Department of Urology, Aristotle University of Thessaloniki, Thessaloniki, Greece
- 700 1_
- $a Makowski, Marcus R $u Department of Diagnostic and Interventional Radiology, School of Medicine and Health, Klinikum rechts der Isar, TUM University Hospital, Technical University of Munich, Munich, Germany
- 700 1_
- $a Aerts, Hugo J W L $u Artificial Intelligence in Medicine (AIM) Program, Mass General Brigham, Harvard Medical School, Boston, Massachusetts $u Department of Radiation Oncology, Dana-Farber Cancer Institute and Brigham and Women's Hospital, Boston, Massachusetts $u Radiology and Nuclear Medicine, CARIM & GROW, Maastricht University, Maastricht, the Netherlands $u Department of Radiology, Dana-Farber Cancer Institute and Brigham and Women's Hospital, Boston, Massachusetts
- 700 1_
- $a Adams, Lisa C $u Department of Diagnostic and Interventional Radiology, School of Medicine and Health, Klinikum rechts der Isar, TUM University Hospital, Technical University of Munich, Munich, Germany
- 700 1_
- $a Bressem, Keno K $u Department of Diagnostic and Interventional Radiology, School of Medicine and Health, Klinikum rechts der Isar, TUM University Hospital, Technical University of Munich, Munich, Germany $u School of Medicine and Health, Institute for Cardiovascular Radiology and Nuclear Medicine, German Heart Center Munich, TUM University Hospital, Technical University of Munich, Munich, Germany
- 700 1_
- $a Navarro, Álvaro Aceña $u Department of Cardiology, Hospital Universitario Fundación Jiménez Díaz, Madrid, Spain $u Department of Medicine, Universidad Autónoma de Madrid, Madrid, Spain
- 700 1_
- $a Águas, Catarina $u Department of Radiology, Algarve University Hospital Center, Faro, Portugal
- 700 1_
- $a Aineseder, Martina $u Department of Radiology, Hospital Italiano de Buenos Aires, Autonomous City of Buenos Aires, Argentina
- 700 1_
- $a Alomar, Muaed $u Department of Clinical Sciences, College of Pharmacy and Health Sciences, Ajman University, Ajman, United Arab Emirates
- 700 1_
- $a Al Sliman, Rashid $u Department of Urology, Faculty of Health Sciences Brandenburg, Brandenburg Medical School Theodor Fontane, Brandenburg an der Havel, Germany
- 700 1_
- $a Anand, Gautam $u Department of Oncosurgery, Max Institute of Cancer Care, Vaishali, Delhi, India
- 700 1_
- $a Angkurawaranon, Salita $u Department of Radiology, Faculty of Medicine, Chiang Mai University, Chiang Mai, Thailand
- 700 1_
- $a Aoki, Shuhei $u Department of Cardiovascular Medicine, Chiba University, Graduate School of Medicine, Chiba, Japan
- 700 1_
- $a Arkoh, Samuel $u Department of Radiology, Wenchi Methodist Hospital, Wenchi, Ghana
- 700 1_
- $a Ashraf, Gizem $u Centre for Eye Research Australia, Royal Victorian Eye and Ear Hospital, Melbourne, Victoria, Australia
- 700 1_
- $a Astri, Yesi $u Department of Neurology, Faculty of Medicine, Universitas Muhammadiyah Palembang, Palembang, Indonesia
- 700 1_
- $a Bakhshi, Sameer $u Department of Medical Oncology, Dr B.R.A. Institute Rotary Cancer Hospital, All India Institute of Medical Sciences, New Delhi, India
- 700 1_
- $a Bayramov, Nuru Y $u Department of I Surgical Diseases, Azerbaijan Medical University, Baku, Azerbaijan
- 700 1_
- $a Billis, Antonis $u Lab of Medical Physics & Digital Innovation, School of Medicine, Aristotle University of Thessaloniki, Thessaloniki, Greece
- 700 1_
- $a Bitencourt, Almir G V $u Department of Imaging, A.C. Camargo Cancer Center, São Paulo, Brazil
- 700 1_
- $a Bolejko, Anetta $u Diagnostic Radiology, Department of Translational Medicine, Lund University, Malmö, Sweden $u Department of Medical Imaging and Physiology, Skåne University Hospital, Malmö, Sweden
- 700 1_
- $a Bollas Becerra, Antonio J $u Department of Cardiology, Hospital Universitario Fundación Jiménez Díaz, Madrid, Spain
- 700 1_
- $a Bwambale, Joe $u Society of Radiography of Uganda, Mulago National Referral Hospital, Mulago, Kampala, Uganda
- 700 1_
- $a Capela, Andreia $u Department of Medical Oncology, Centro Hospitalar Vila Nova de Gaia-Espinho, Vila Nova de Gaia, Portugal $u Associação de Investigação de Cuidados de Suporte em Oncologia (AICSO), Vila Nova de Gaia, Portugal
- 700 1_
- $a Cau, Riccardo $u Department of Radiology, Azienda Ospedaliero Universitaria (A.O.U.), di Cagliari-Polo di Monserrato s.s. 554 Monserrato, Cagliari, Italy
- 700 1_
- $a Chacon-Acevedo, Kelly R $u Instituto Global de Excelencia Clínica, Grupo de investigación Traslacional, Keralty, Bogotá D.C., Colombia
- 700 1_
- $a Chaunzwa, Tafadzwa L $u Department of Radiation Oncology, Dana-Farber Cancer Institute and Brigham and Women's Hospital, Boston, Massachusetts $u Department of Radiology, Dana-Farber Cancer Institute and Brigham and Women's Hospital, Boston, Massachusetts
- 700 1_
- $a Chojniak, Rubens $u Department of Imaging, A.C. Camargo Cancer Center, São Paulo, Brazil
- 700 1_
- $a Clements, Warren $u Department of Radiology, Alfred Health, Melbourne, Victoria, Australia $u Department of Surgery, Monash University, Central Clinical School, Melbourne, Victoria, Australia $u National Trauma Research Institute, Melbourne, Victoria, Australia
- 700 1_
- $a Cuocolo, Renato $u Department of Medicine, Surgery and Dentistry, University of Salerno, Baronissi, Italy
- 700 1_
- $a Dahlblom, Victor $u Diagnostic Radiology, Department of Translational Medicine, Lund University, Malmö, Sweden
- 700 1_
- $a Sousa, Kelienny de Meneses $u Department of Collective Health, Federal University of Rio Grande do Norte, Natal, Brazil
- 700 1_
- $a Villarrubia, Jorge Esteban $u Department of Medical Oncology, Hospital Universitario 12 de Octubre, Madrid, Spain
- 700 1_
- $a Desai, Vijay B $u Department of Clinical Sciences, College of Dentistry, Ajman University, Ajman, United Arab Emirates
- 700 1_
- $a Dhakal, Ajaya K $u Department of Pediatrics, KIST Medical College and Teaching Hospital, Kathmandu, Nepal
- 700 1_
- $a Dignum, Virginia $u Department of Computing Science, Umeå University, Umeå, Sweden
- 700 1_
- $a Andrade, Rubens G Feijo $u Department of Radiology, Pontifical Catholic University of Rio Grande do Sul, Porto Alegre, Brazil
- 700 1_
- $a Ferraioli, Giovanna $u Department of Clinical, Surgical Diagnostic and Pediatric Sciences, University of Pavia, Pavia, Italy
- 700 1_
- $a Ganguly, Shuvadeep $u Department of Medical Oncology, Dr B.R.A. Institute Rotary Cancer Hospital, All India Institute of Medical Sciences, New Delhi, India
- 700 1_
- $a Garg, Harshit $u Department of Urology, Oncology and Robotic Surgery, Max Institute of Cancer Care, Vaishali, Delhi, India
- 700 1_
- $a Savevska, Cvetanka Gjerakaroska $u University Clinic for Physical Medicine and Rehabilitation, Ss Cyril and Methodius University, Skopje, Republic of North Macedonia
- 700 1_
- $a Radovikj, Marija Gjerakaroska $u University Clinic for State Cardiac Surgery, Ss Cyril and Methodius University, Skopje, Republic of North Macedonia
- 700 1_
- $a Gkartzoni, Anastasia $u Lab of Medical Physics & Digital Innovation, School of Medicine, Aristotle University of Thessaloniki, Thessaloniki, Greece
- 700 1_
- $a Gorospe, Luis $u Department of Radiology, Ramón y Cajal University Hospital, IRYCIS, Madrid, Spain
- 700 1_
- $a Griffin, Ian $u Department of Radiology, University of Florida, Gainesville
- 700 1_
- $a Hadamitzky, Martin $u Institute for Radiology and Nuclear Medicine, German Heart Center Munich, Technical University of Munich, Munich, Germany
- 700 1_
- $a Ndahiro, Martin Hakorimana $u Ministry of Health, Byumba Hospital, Byumba, Rwanda
- 700 1_
- $a Hering, Alessa $u Department of Radiology and Nuclear Medicine, Radboud University Medical Center, Nijmegen, the Netherlands $u Fraunhofer MEVIS, Institute for Digital Medicine, Bremen, Germany
- 700 1_
- $a Hochhegger, Bruno $u Department of Radiology, University of Florida, Gainesville
- 700 1_
- $a Huseynova, Mehriban R $u Department of I Surgical Diseases, Azerbaijan Medical University, Baku, Azerbaijan
- 700 1_
- $a Ishida, Fujimaro $u Department of Neurosurgery, Mie Chuo Medical Center, Tsu, Japan
- 700 1_
- $a Jha, Nisha $u Clinical Pharmacology and Therapeutics, KIST Medical College and Teaching Hospital, Kathmandu, Nepal
- 700 1_
- $a Jiang, Lili $u Department of Computing Science, Umeå University, Umeå, Sweden
- 700 1_
- $a Kader, Rawen $u Division of Surgery and Interventional Sciences, University College London, London, United Kingdom
- 700 1_
- $a Kavnoudias, Helen $u Department of Radiology, Alfred Health, Melbourne, Victoria, Australia $u Department of Surgery, Monash University, Central Clinical School, Melbourne, Victoria, Australia $u National Trauma Research Institute, Melbourne, Victoria, Australia $u Department of Neuroscience, Monash University, Central Clinical School, Melbourne, Victoria, Australia
- 700 1_
- $a Klein, Clément $u Department of Urology, Bordeaux Pellegrin University Hospital, Bordeaux, France
- 700 1_
- $a Kolostoumpis, George $u European Cancer Patient Coalition (ECPC), Brussels, Belgium
- 700 1_
- $a Koshy, Abraham $u Department of Gastroenterology, Lakeshore Hospital, Kochi, India
- 700 1_
- $a Kruger, Nicholas A $u Orthopaedic Department, University of Cape Town, Cape Town, South Africa
- 700 1_
- $a Löser, Alexander $u Berlin University of Applied Sciences and Technology (BHT), Berlin, Germany
- 700 1_
- $a Lucijanic, Marko $u Department of Hematology, Clinical Hospital Dubrava, Zagreb, Croatia $u Department of Internal Medicine, School of Medicine, University of Zagreb, Zagreb, Croatia
- 700 1_
- $a Mantziari, Despoina $u Lab of Medical Physics & Digital Innovation, School of Medicine, Aristotle University of Thessaloniki, Thessaloniki, Greece
- 700 1_
- $a Margue, Gaelle $u Department of Urology, Bordeaux Pellegrin University Hospital, Bordeaux, France
- 700 1_
- $a McFadden, Sonyia $u School of Health Sciences, Londonderry, Northern Ireland, United Kingdom
- 700 1_
- $a Miyake, Masahiro $u Department of Ophthalmology and Visual Sciences, Kyoto University Graduate School of Medicine, Kyoto, Japan
- 700 1_
- $a Morakote, Wipawee $u Department of Radiology, Faculty of Medicine, Chiang Mai University, Chiang Mai, Thailand
- 700 1_
- $a Ngabonziza, Issa $u Ministry of Health, Byumba Hospital, Byumba, Rwanda
- 700 1_
- $a Nguyen, Thao T $u Department of Radiology, University of Medicine and Pharmacy, Hue University, Hue, Vietnam
- 700 1_
- $a Niehues, Stefan M $u Department of Radiology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt Universität zu Berlin, Berlin, Germany
- 700 1_
- $a Nortje, Marc $u Orthopaedic Department, University of Cape Town, Cape Town, South Africa
- 700 1_
- $a Palaian, Subish $u Department of Clinical Sciences, College of Pharmacy and Health Sciences, Ajman University, Ajman, United Arab Emirates
- 700 1_
- $a Pentara, Natalia V $u Department of Clinical Radiology, AHEPA General University Hospital, Aristotle University of Thessaloniki, Thessaloniki, Greece
- 700 1_
- $a de Almeida, Rui P Pereira $u Department of Radiology, University of Algarve, Faro, Portugal $u Comprehensive Health Research Center, University of Évora, Évora, Portugal
- 700 1_
- $a Poma, Gianluigi $u Department of Diagnostic and Imaging Services, Fondazione IRCCS Policlinico S. Matteo, Pavia, Italy
- 700 1_
- $a Purwoko, Mitayani $u Medical Biology, Faculty of Medicine, Universitas Muhammadiyah Palembang, Palembang, Indonesia
- 700 1_
- $a Pyrgidis, Nikolaos $u Department of Urology, University Hospital, Ludwig-Maximilians-University of Munich, Munich, Germany
- 700 1_
- $a Rafailidis, Vasileios $u Department of Clinical Radiology, AHEPA General University Hospital, Aristotle University of Thessaloniki, Thessaloniki, Greece
- 700 1_
- $a Rainey, Clare $u School of Health Sciences, Londonderry, Northern Ireland, United Kingdom
- 700 1_
- $a Ribeiro, João C $u Department of Otolaryngology, Coimbra University and Medical School, Coimbra, Portugal
- 700 1_
- $a Agudelo, Nicolás Rozo $u Instituto Global de Excelencia Clínica, Grupo de investigación Traslacional, Keralty, Bogotá D.C., Colombia
- 700 1_
- $a Sado, Keina $u Department of Ophthalmology and Visual Sciences, Kyoto University Graduate School of Medicine, Kyoto, Japan
- 700 1_
- $a Saidman, Julia M $u Department of Radiology, Hospital Italiano de Buenos Aires, Ciudad Autónoma de Buenos Aires, Argentina
- 700 1_
- $a Saturno-Hernandez, Pedro J $u AXA Chair in Healthcare Quality, CIEE, National Institute of Public Health, Cuernavaca, Mexico
- 700 1_
- $a Suryadevara, Vidyani $u Department of Radiology, Molecular Imaging Program at Stanford (MIPS), Stanford University School of Medicine, Stanford, California
- 700 1_
- $a Schulz, Gerald B $u Department of Urology, University Hospital, Ludwig-Maximilians-University of Munich, Munich, Germany
- 700 1_
- $a Soric, Ena $u Department of Hematology, Clinical Hospital Dubrava, Zagreb, Croatia
- 700 1_
- $a Soto-Pérez-Olivares, Javier $u Department of Radiology, Ramón y Cajal University Hospital, IRYCIS, Madrid, Spain
- 700 1_
- $a Stanzione, Arnaldo $u Department of Advanced Biomedical Sciences, University of Naples "Federico II", Naples, Italy
- 700 1_
- $a Struck, Julian Peter $u Department of Urology, Faculty of Health Sciences Brandenburg, Brandenburg Medical School Theodor Fontane, Brandenburg an der Havel, Germany
- 700 1_
- $a Takaoka, Hiroyuki $u Department of Cardiology, Chiba University Hospital, Chiba, Japan
- 700 1_
- $a Tanioka, Satoru $u Department of Neurosurgery, Mie University Graduate School of Medicine, Tsu, Japan $u Charité Lab for Artificial Intelligence in Medicine, Corporate Member of Freie Universität Berlin and Humboldt Universität zu Berlin, Berlin, Germany
- 700 1_
- $a Huyen, Tran T M $u Department of Radiology, University of Medicine and Pharmacy, Hue University, Hue, Vietnam
- 700 1_
- $a Truhn, Daniel $u Department of Diagnostic and Interventional Radiology, University Hospital Aachen, Aachen, Germany
- 700 1_
- $a van Dijk, Elon H C $u Department of Ophthalmology, Leiden University Medical Center, Leiden, the Netherlands $u Department of Ophthalmology, Alrijne Hospital, Leiderdorp, the Netherlands
- 700 1_
- $a van Wijngaarden, Peter $u Centre for Eye Research Australia, Royal Victorian Eye and Ear Hospital, Melbourne, Victoria, Australia $u Ophthalmology, Department of Surgery, University of Melbourne, Melbourne, Victoria, Australia
- 700 1_
- $a Wang, Yuan-Cheng $u Department of Radiology, Zhongda Hospital Southeast University, Nanjing, China
- 700 1_
- $a Weidlich, Matthias $u Department of Radiology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt Universität zu Berlin, Berlin, Germany
- 700 1_
- $a Zhang, Shuhang $u Department of Radiology, Zhongda Hospital Southeast University, Nanjing, China
- 710 2_
- $a COMFORT consortium
- 773 0_
- $w MED00205674 $t JAMA network open $x 2574-3805 $g Roč. 8, č. 6 (2025), s. e2514452
- 856 41
- $u https://pubmed.ncbi.nlm.nih.gov/40493367 $y Pubmed
- 910 __
- $a ABA008 $b sig $c sign $y - $z 0
- 990 __
- $a 20250708 $b ABA008
- 991 __
- $a 20250731090932 $b ABA008
- 999 __
- $a ok $b bmc $g 2366303 $s 1252510
- BAS __
- $a 3
- BAS __
- $a PreBMC-MEDLINE
- BMC __
- $a 2025 $b 8 $c 6 $d e2514452 $e 20250602 $i 2574-3805 $m JAMA network open $n JAMA Netw Open $x MED00205674
- LZP __
- $a Pubmed-20250708
