Evidence map›Paper›PMID 40493367›Full record

ArticleJAMA network open2025

Multinational Attitudes Toward AI in Health Care and Diagnostics Among Hospital Patients.

Felix Busch, Lena Hoffmann, Lina Xu, Long Jiang Zhang, Bin Hu, Ignacio García-Juárez, Liz N Toapanta-Yanchapaxi, Natalia Gorelik, Valérie Gorelik, Gaston A Rodriguez-Granillo and 137 more

Abstract read
In one paragraph

Article in JAMA network open, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 59 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
59citing papers in PubMed, 1 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

59 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
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  7. The use of generative AI tools among individuals with cancer and their caregivers: a cross-sectional study of awareness, attitudes, and experiences.Supportive care in cancer : official journal of the Multinational Association of Supportive Care in Cancer · 2026
    Article
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  17. Digital Dermatology.Journal der Deutschen Dermatologischen Gesellschaft = Journal of the German Society of Dermatology : JDDG · 2026
    Review
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

147 authors.

Felix BuschDepartment of Diagnostic and Interventional Radiology, School of Medicine and Health, Klinikum rechts der Isar, TUM University Hospital, Technical University of Munich, Munich, Germany.
Lena HoffmannDepartment of Radiology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt Universität zu Berlin, Berlin, Germany.
Lina XuDepartment of Radiology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt Universität zu Berlin, Berlin, Germany.
Long Jiang ZhangDepartment of Radiology, Jinling Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, China.
Bin HuDepartment of Radiology, Jinling Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, China.
Ignacio García-JuárezDepartment of Gastroenterology, National Institute of Medical Sciences and Nutrition Salvador Zubirán, Mexico City, Mexico.
Liz N Toapanta-YanchapaxiDepartment of Neurology, National Institute of Medical Sciences and Nutrition Salvador Zubirán, Mexico City, Mexico.
Natalia GorelikDepartment of Radiology, McGill University Health Center, Montreal, Quebec, Canada.
Valérie GorelikDawson College, Montreal, Quebec, Canada.
Gaston A Rodriguez-GranilloCenter for Medical Education and Clinical Research-National Council for Scientific and Technical Research (CEMIC-CONICET), Autonomous City of Buenos Aires, Argentina.
Carlos FerrarottiDepartment of Diagnostic Imaging, Center for Medical Education and Clinical Research "Norberto Quirno" (CEMIC), Autonomous City of Buenos Aires, Argentina.
Nguyen N CuongRadiology Center Hanoi, Medical University Hospital Hanoi, Hanoi, Vietnam.
Chau A P ThiHanoi Medical University, Hanoi, Vietnam.
Murat TuncelDepartment of Nuclear Medicine, Faculty of Medicine, Hacettepe University, Ankara, Turkey.
Gürsan KayaDepartment of Nuclear Medicine, Faculty of Medicine, Hacettepe University, Ankara, Turkey.
Sergio M Solis-BarqueroDepartment of Diagnostic and Therapeutic Imaging, Escuela de Tecnologias en Salud, Universidad de Costa Rica, San José, Costa Rica.
Maria C Mendez AvilaDepartment of Diagnostic and Therapeutic Imaging, Escuela de Tecnologias en Salud, Universidad de Costa Rica, San José, Costa Rica.
Nevena G IvanovaDepartment of Urology, Medical University of Plovdiv, Plovdiv, Bulgaria.
Felipe C KitamuraDepartment of Radiology, Universidade Federal de São Paulo, São Paulo, Brazil.
Karina Y I HayamaDepartment of Radiology, Universidade Federal de São Paulo, São Paulo, Brazil.
Monserrat L Puntunet BatesUnidad de Calidad, National Institute of Cardiology Ignacio Chávez, Mexico City, Mexico.
Pedro Iturralde TorresSubdirection of Diagnosis and Treatment, National Institute of Cardiology Ignacio Chávez, Mexico City, Mexico.
Esteban Ortiz-PradoOne Health Research Group, Faculty of Health Science, Universidad de Las Américas, Quito, Ecuador.
Juan S Izquierdo-CondoyOne Health Research Group, Faculty of Health Science, Universidad de Las Américas, Quito, Ecuador.
Gilbert M SchwarzDepartment of Orthopaedics and Trauma Surgery, Medical University of Vienna, Vienna, Austria.
Jochen G HofstaetterMichael Ogon Laboratory for Orthopaedic Research, Hospital Vienna-Speising, Vienna, Austria.
Michihiro HideDepartment of Dermatology, Hiroshima Citizens Hospital, Hiroshima, Japan.
Konagi TakedaDepartment of Radiology, Hiroshima Citizens Hospital, Hiroshima, Japan.
Barbara PericDepartment of Surgical Oncology, Institute of Oncology Ljubljana, Ljubljana, Slovenia.
Gašper PilkoDepartment of Surgical Oncology, Institute of Oncology Ljubljana, Ljubljana, Slovenia.
Hans O ThulesiusResearch and Development Department Region Kronoberg, Växjö, Sweden.
Thomas LindowDepartment of Clinical Physiology, Research and Development, Växjö Central Hospital, Växjö, Sweden.
Israel K KolawoleDepartment of Anesthesia, University of Ilorin/Teaching Hospital, Ilorin, Nigeria.
Samuel Adegboyega OlatokeDepartment of Surgery, University of Ilorin/Teaching Hospital, Ilorin, Nigeria.
Andrzej GrzybowskiInstitute for Research in Ophthalmology, Foundation for Ophthalmology Development, Poznań, Poland.
Alexandru CorlateanuDepartment of Respiratory Medicine and Allergology, Nicolae Testemițanu State University of Medicine and Pharmacy, Chișinău, Republic of Moldova.
Oana-Simina IaconiResearch Cooperation Unit, Research Department, National Institute of Research in Medicine and Health, Nicolae Testemițanu State University of Medicine and Pharmacy, Chișinău, Republic of Moldova.
Ting LiDepartment of Rheumatology, Shanghai Jiao Tong University School of Medicine, Renji Hospital, Shanghai, China.
Izabela DomitrzDepartment of Neurology, Faculty of Medicine and Dentistry, Medical University of Warsaw, Warsaw, Poland.
Katarzyna KepczynskaDepartment of Neurology, Faculty of Medicine and Dentistry, Medical University of Warsaw, Warsaw, Poland.
Matúš MihalcinDepartment of Infectious Diseases, Faculty of Medicine, Masaryk University, Brno, Czech Republic.
Lenka FašanekováDepartment of Infectious Diseases, Faculty of Medicine, Masaryk University, Brno, Czech Republic.
Tomasz ZatonskiDepartment of Otolaryngology, Head and Neck Surgery, Wroclaw Medical University, Wroclaw, Poland.
Katarzyna FulekDepartment of Otolaryngology, Head and Neck Surgery, Wroclaw Medical University, Wroclaw, Poland.
András MolnárDepartment of Otorhinolaryngology, Head and Neck Surgery, Semmelweis University, Budapest, Hungary.
Stefani MaihoubDepartment of Otorhinolaryngology, Head and Neck Surgery, Semmelweis University, Budapest, Hungary.
Zenewton A da Silva GamaDepartment of Collective Health, Federal University of Rio Grande do Norte, Natal, Brazil.
Luca SabaDepartment of Radiology, Azienda Ospedaliero Universitaria (A.O.U.), di Cagliari-Polo di Monserrato s.s. 554 Monserrato, Cagliari, Italy.
Petros SountoulidesDepartment of Urology, Aristotle University of Thessaloniki, Thessaloniki, Greece.
Marcus R MakowskiDepartment of Diagnostic and Interventional Radiology, School of Medicine and Health, Klinikum rechts der Isar, TUM University Hospital, Technical University of Munich, Munich, Germany.
Hugo J W L AertsArtificial Intelligence in Medicine (AIM) Program, Mass General Brigham, Harvard Medical School, Boston, Massachusetts.
Lisa C AdamsDepartment of Diagnostic and Interventional Radiology, School of Medicine and Health, Klinikum rechts der Isar, TUM University Hospital, Technical University of Munich, Munich, Germany.
Keno K BressemDepartment of Diagnostic and Interventional Radiology, School of Medicine and Health, Klinikum rechts der Isar, TUM University Hospital, Technical University of Munich, Munich, Germany.
COMFORT consortium
Álvaro Aceña NavarroDepartment of Cardiology, Hospital Universitario Fundación Jiménez Díaz, Madrid, Spain.
Catarina ÁguasDepartment of Radiology, Algarve University Hospital Center, Faro, Portugal.
Martina AinesederDepartment of Radiology, Hospital Italiano de Buenos Aires, Autonomous City of Buenos Aires, Argentina.
Muaed AlomarDepartment of Clinical Sciences, College of Pharmacy and Health Sciences, Ajman University, Ajman, United Arab Emirates.
Rashid Al SlimanDepartment of Urology, Faculty of Health Sciences Brandenburg, Brandenburg Medical School Theodor Fontane, Brandenburg an der Havel, Germany.
Gautam AnandDepartment of Oncosurgery, Max Institute of Cancer Care, Vaishali, Delhi, India.
Salita AngkurawaranonDepartment of Radiology, Faculty of Medicine, Chiang Mai University, Chiang Mai, Thailand.
Shuhei AokiDepartment of Cardiovascular Medicine, Chiba University, Graduate School of Medicine, Chiba, Japan.
Samuel ArkohDepartment of Radiology, Wenchi Methodist Hospital, Wenchi, Ghana.
Gizem AshrafCentre for Eye Research Australia, Royal Victorian Eye and Ear Hospital, Melbourne, Victoria, Australia.
Yesi AstriDepartment of Neurology, Faculty of Medicine, Universitas Muhammadiyah Palembang, Palembang, Indonesia.
Sameer BakhshiDepartment of Medical Oncology, Dr B.R.A. Institute Rotary Cancer Hospital, All India Institute of Medical Sciences, New Delhi, India.
Nuru Y BayramovDepartment of I Surgical Diseases, Azerbaijan Medical University, Baku, Azerbaijan.
Antonis BillisLab of Medical Physics & Digital Innovation, School of Medicine, Aristotle University of Thessaloniki, Thessaloniki, Greece.
Almir G V BitencourtDepartment of Imaging, A.C. Camargo Cancer Center, São Paulo, Brazil.
Anetta BolejkoDiagnostic Radiology, Department of Translational Medicine, Lund University, Malmö, Sweden.
Antonio J Bollas BecerraDepartment of Cardiology, Hospital Universitario Fundación Jiménez Díaz, Madrid, Spain.
Joe BwambaleSociety of Radiography of Uganda, Mulago National Referral Hospital, Mulago, Kampala, Uganda.
Andreia CapelaDepartment of Medical Oncology, Centro Hospitalar Vila Nova de Gaia-Espinho, Vila Nova de Gaia, Portugal.
Riccardo CauDepartment of Radiology, Azienda Ospedaliero Universitaria (A.O.U.), di Cagliari-Polo di Monserrato s.s. 554 Monserrato, Cagliari, Italy.
Kelly R Chacon-AcevedoInstituto Global de Excelencia Clínica, Grupo de investigación Traslacional, Keralty, Bogotá D.C., Colombia.
Tafadzwa L ChaunzwaDepartment of Radiation Oncology, Dana-Farber Cancer Institute and Brigham and Women's Hospital, Boston, Massachusetts.
Rubens ChojniakDepartment of Imaging, A.C. Camargo Cancer Center, São Paulo, Brazil.
Warren ClementsDepartment of Radiology, Alfred Health, Melbourne, Victoria, Australia.
Renato CuocoloDepartment of Medicine, Surgery and Dentistry, University of Salerno, Baronissi, Italy.
Victor DahlblomDiagnostic Radiology, Department of Translational Medicine, Lund University, Malmö, Sweden.
Kelienny de Meneses SousaDepartment of Collective Health, Federal University of Rio Grande do Norte, Natal, Brazil.
Jorge Esteban VillarrubiaDepartment of Medical Oncology, Hospital Universitario 12 de Octubre, Madrid, Spain.
Vijay B DesaiDepartment of Clinical Sciences, College of Dentistry, Ajman University, Ajman, United Arab Emirates.
Ajaya K DhakalDepartment of Pediatrics, KIST Medical College and Teaching Hospital, Kathmandu, Nepal.
Virginia DignumDepartment of Computing Science, Umeå University, Umeå, Sweden.
Rubens G Feijo AndradeDepartment of Radiology, Pontifical Catholic University of Rio Grande do Sul, Porto Alegre, Brazil.
Giovanna FerraioliDepartment of Clinical, Surgical Diagnostic and Pediatric Sciences, University of Pavia, Pavia, Italy.
Shuvadeep GangulyDepartment of Medical Oncology, Dr B.R.A. Institute Rotary Cancer Hospital, All India Institute of Medical Sciences, New Delhi, India.
Harshit GargDepartment of Urology, Oncology and Robotic Surgery, Max Institute of Cancer Care, Vaishali, Delhi, India.
Cvetanka Gjerakaroska SavevskaUniversity Clinic for Physical Medicine and Rehabilitation, Ss Cyril and Methodius University, Skopje, Republic of North Macedonia.
Marija Gjerakaroska RadovikjUniversity Clinic for State Cardiac Surgery, Ss Cyril and Methodius University, Skopje, Republic of North Macedonia.
Anastasia GkartzoniLab of Medical Physics & Digital Innovation, School of Medicine, Aristotle University of Thessaloniki, Thessaloniki, Greece.
Luis GorospeDepartment of Radiology, Ramón y Cajal University Hospital, IRYCIS, Madrid, Spain.
Ian GriffinDepartment of Radiology, University of Florida, Gainesville.
Martin HadamitzkyInstitute for Radiology and Nuclear Medicine, German Heart Center Munich, Technical University of Munich, Munich, Germany.
Martin Hakorimana NdahiroMinistry of Health, Byumba Hospital, Byumba, Rwanda.
Alessa HeringDepartment of Radiology and Nuclear Medicine, Radboud University Medical Center, Nijmegen, the Netherlands.
Bruno HochheggerDepartment of Radiology, University of Florida, Gainesville.
Mehriban R HuseynovaDepartment of I Surgical Diseases, Azerbaijan Medical University, Baku, Azerbaijan.
Fujimaro IshidaDepartment of Neurosurgery, Mie Chuo Medical Center, Tsu, Japan.
Nisha JhaClinical Pharmacology and Therapeutics, KIST Medical College and Teaching Hospital, Kathmandu, Nepal.
Lili JiangDepartment of Computing Science, Umeå University, Umeå, Sweden.
Rawen KaderDivision of Surgery and Interventional Sciences, University College London, London, United Kingdom.
Helen KavnoudiasDepartment of Radiology, Alfred Health, Melbourne, Victoria, Australia.
Clément KleinDepartment of Urology, Bordeaux Pellegrin University Hospital, Bordeaux, France.
George KolostoumpisEuropean Cancer Patient Coalition (ECPC), Brussels, Belgium.
Abraham KoshyDepartment of Gastroenterology, Lakeshore Hospital, Kochi, India.
Nicholas A KrugerOrthopaedic Department, University of Cape Town, Cape Town, South Africa.
Alexander LöserBerlin University of Applied Sciences and Technology (BHT), Berlin, Germany.
Marko LucijanicDepartment of Hematology, Clinical Hospital Dubrava, Zagreb, Croatia.
Despoina MantziariLab of Medical Physics & Digital Innovation, School of Medicine, Aristotle University of Thessaloniki, Thessaloniki, Greece.
Gaelle MargueDepartment of Urology, Bordeaux Pellegrin University Hospital, Bordeaux, France.
Sonyia McFaddenSchool of Health Sciences, Londonderry, Northern Ireland, United Kingdom.
Masahiro MiyakeDepartment of Ophthalmology and Visual Sciences, Kyoto University Graduate School of Medicine, Kyoto, Japan.
Wipawee MorakoteDepartment of Radiology, Faculty of Medicine, Chiang Mai University, Chiang Mai, Thailand.
Issa NgabonzizaMinistry of Health, Byumba Hospital, Byumba, Rwanda.
Thao T NguyenDepartment of Radiology, University of Medicine and Pharmacy, Hue University, Hue, Vietnam.
Stefan M NiehuesDepartment of Radiology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt Universität zu Berlin, Berlin, Germany.
Marc NortjeOrthopaedic Department, University of Cape Town, Cape Town, South Africa.
Subish PalaianDepartment of Clinical Sciences, College of Pharmacy and Health Sciences, Ajman University, Ajman, United Arab Emirates.
Natalia V PentaraDepartment of Clinical Radiology, AHEPA General University Hospital, Aristotle University of Thessaloniki, Thessaloniki, Greece.
Rui P Pereira de AlmeidaDepartment of Radiology, University of Algarve, Faro, Portugal.
Gianluigi PomaDepartment of Diagnostic and Imaging Services, Fondazione IRCCS Policlinico S. Matteo, Pavia, Italy.
Mitayani PurwokoMedical Biology, Faculty of Medicine, Universitas Muhammadiyah Palembang, Palembang, Indonesia.
Nikolaos PyrgidisDepartment of Urology, University Hospital, Ludwig-Maximilians-University of Munich, Munich, Germany.
Vasileios RafailidisDepartment of Clinical Radiology, AHEPA General University Hospital, Aristotle University of Thessaloniki, Thessaloniki, Greece.
Clare RaineySchool of Health Sciences, Londonderry, Northern Ireland, United Kingdom.
João C RibeiroDepartment of Otolaryngology, Coimbra University and Medical School, Coimbra, Portugal.
Nicolás Rozo AgudeloInstituto Global de Excelencia Clínica, Grupo de investigación Traslacional, Keralty, Bogotá D.C., Colombia.
Keina SadoDepartment of Ophthalmology and Visual Sciences, Kyoto University Graduate School of Medicine, Kyoto, Japan.
Julia M SaidmanDepartment of Radiology, Hospital Italiano de Buenos Aires, Ciudad Autónoma de Buenos Aires, Argentina.
Pedro J Saturno-HernandezAXA Chair in Healthcare Quality, CIEE, National Institute of Public Health, Cuernavaca, Mexico.
Vidyani SuryadevaraDepartment of Radiology, Molecular Imaging Program at Stanford (MIPS), Stanford University School of Medicine, Stanford, California.
Gerald B SchulzDepartment of Urology, University Hospital, Ludwig-Maximilians-University of Munich, Munich, Germany.
Ena SoricDepartment of Hematology, Clinical Hospital Dubrava, Zagreb, Croatia.
Javier Soto-Pérez-OlivaresDepartment of Radiology, Ramón y Cajal University Hospital, IRYCIS, Madrid, Spain.
Arnaldo StanzioneDepartment of Advanced Biomedical Sciences, University of Naples "Federico II", Naples, Italy.
Julian Peter StruckDepartment of Urology, Faculty of Health Sciences Brandenburg, Brandenburg Medical School Theodor Fontane, Brandenburg an der Havel, Germany.
Hiroyuki TakaokaDepartment of Cardiology, Chiba University Hospital, Chiba, Japan.
Satoru TaniokaDepartment of Neurosurgery, Mie University Graduate School of Medicine, Tsu, Japan.
Tran T M HuyenDepartment of Radiology, University of Medicine and Pharmacy, Hue University, Hue, Vietnam.
Daniel TruhnDepartment of Diagnostic and Interventional Radiology, University Hospital Aachen, Aachen, Germany.
Elon H C van DijkDepartment of Ophthalmology, Leiden University Medical Center, Leiden, the Netherlands.
Peter van WijngaardenCentre for Eye Research Australia, Royal Victorian Eye and Ear Hospital, Melbourne, Victoria, Australia.
Yuan-Cheng WangDepartment of Radiology, Zhongda Hospital Southeast University, Nanjing, China.
Matthias WeidlichDepartment of Radiology, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt Universität zu Berlin, Berlin, Germany.
Shuhang ZhangDepartment of Radiology, Zhongda Hospital Southeast University, Nanjing, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

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.

Indexed as

Artificial IntelligenceDelivery of Health CareAdultAgedCross-Sectional StudiesFemaleHospitalsHumansInternationalityMaleMiddle AgedSurveys and QuestionnairesTrust

Identifiers

PMID40493367
PMCPMC12152705

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.