Predicting opioid consumption after surgical discharge: a multinational derivation and validation study using a foundation model
Opioids are frequently overprescribed after surgery. We applied a tabular foundation model to predict the risk of post-discharge opioid consumption. The model was trained and internally validated on an 80:20 training/test split of the 'Opioid PrEscRiptions and usage After Surgery' (ACTRN12621001451897p) study cohort, including adult patients undergoing general, orthopaedic, gynaecological and urological operations (n = 4267), with external validation in a distinct cohort of patients discharged after general surgical procedures (n = 826). The area under the receiver operator curve was 0.84 (95% confidence interval [CI] 0.81-0.88) at internal testing and 0.77 (95% CI 0.74-0.80) at external validation. Brier scores were 0.13 (95% CI 0.12-0.14) and 0.19 (95% CI 0.17-0.2). Patients with a <50% predicted risk of opioid consumption consumed a median of 0 oral morphine equivalents in the first week after surgery. Applying this model would reduce opioid prescriptions by 4.5% globally, and counterfactual modelling suggests without increasing time in severe pain (-4.3%, 95% CI -17.7 to 8.6).
Authors
- David Singer (ORCID: https://orcid.org/0000-0001-8008-8003)
- Andi Lu
- Omar Hamdy
- Fatima Mustafa (ORCID: https://orcid.org/0000-0001-6721-8758)
- A. I. Sabry
- Damon Li
- Fraser Jeffery (ORCID: https://orcid.org/0000-0002-9421-977X)
- F. Faris (ORCID: https://orcid.org/0000-0002-8131-5711)
- Kevin D. Bird (ORCID: https://orcid.org/0000-0002-9018-6640)
- Solomon Nyame (ORCID: https://orcid.org/0000-0001-7931-7948)
- Thomas Wilson (ORCID: https://orcid.org/0000-0003-3112-4682)
- Vijayaragavan Muralidharan (ORCID: https://orcid.org/0000-0001-8247-8937)
- Maxim Bozhko
- Raffaele Labriola
- Caterina Chiappe (ORCID: https://orcid.org/0000-0002-4710-1461)
- Jennifer Martin (ORCID: https://orcid.org/0000-0002-8614-0199)
- Yuxin Lin (ORCID: https://orcid.org/0000-0001-6543-0317)
- Dominico Ciranni
- Adel Mohamed Ads
- Ali Alsoudani
- Alexandra Arvanitaki (ORCID: https://orcid.org/0000-0003-3180-7280)
- Sarah Goh
- Jian Blundell (ORCID: https://orcid.org/0000-0002-5011-2727)
- David I. Watson (ORCID: https://orcid.org/0000-0002-7683-2693)
- Bemi Kala
- Celeste Lee
- Sleiman El Jamal (ORCID: https://orcid.org/0000-0002-4732-0170)
- Lachlan Hou
- Kyle Mckinnon
- Yizhuo Liu (ORCID: https://orcid.org/0000-0002-4889-9698)
- Ibrahim Mazrou
- Elizabeth B. Agnew
- Izza Tahir (ORCID: https://orcid.org/0000-0001-7620-5561)
- Rachael Loughnan
- Richard L. Snider
- Tarik Dogan
- Jennifer C. Lim
- Nagendra N. Dudi‐Venkata (ORCID: https://orcid.org/0000-0002-9775-3599)
- Wen Po Jonathan Tan (ORCID: https://orcid.org/0000-0003-1227-6322)
- Savvas Symeonidis
- Yasir Adnan Zwain
- Amina Mohammed-Durosinlorun (ORCID: https://orcid.org/0000-0002-3219-4589)
- A CHAN
- Aditya Patil (ORCID: https://orcid.org/0000-0001-9057-7724)
- Abdelrahman Shaaban
- Ademola Adeyeye (ORCID: https://orcid.org/0000-0003-1739-5013)
- Kadir Uzel (ORCID: https://orcid.org/0000-0002-3695-9884)
- C.L. O'NEIL
- Hamdy Hendawy (ORCID: https://orcid.org/0000-0002-3282-136X)
- Janindu Goonawardena
- Waqas Sami (ORCID: https://orcid.org/0000-0001-7948-1190)
- Han-Pil Choi (ORCID: https://orcid.org/0000-0002-0103-3889)
- Sharfuddin Chowdhury (ORCID: https://orcid.org/0000-0002-3794-4158)
- Ihab Abu Hilail
- Sara Alhudhairy
- Server Sezgin Uludağ (ORCID: https://orcid.org/0000-0002-0563-3769)
- Andrew Hardidge (ORCID: https://orcid.org/0000-0002-1036-9974)
- Dheba Almukhtar Abdulla
- Mustafa Şahi̇n (ORCID: https://orcid.org/0000-0002-4718-0083)
- Hasan Awad
- Andrew MacCormick (ORCID: https://orcid.org/0000-0001-5678-5087)
- Alpha K. Gebeh (ORCID: https://orcid.org/0000-0003-4907-7239)
- Matthew McGuinness (ORCID: https://orcid.org/0000-0002-0842-5922)
- Bilal Sulaiman (ORCID: https://orcid.org/0000-0002-5718-1274)
- G. Umar
- Angela Romano (ORCID: https://orcid.org/0000-0003-1923-9401)
- Aditya Narayan (ORCID: https://orcid.org/0000-0002-2427-6445)
- Ignacio Miranda (ORCID: https://orcid.org/0000-0001-5691-7350)
- Enrico Restini
- Sanya Wadhwa (ORCID: https://orcid.org/0000-0002-1840-6426)
- Véronique Phan (ORCID: https://orcid.org/0000-0001-5391-1578)
- Oliver Wells (ORCID: https://orcid.org/0009-0000-4841-2360)
- Alejandro Quiroga‐Garza (ORCID: https://orcid.org/0000-0002-5398-247X)
- Jonathan Hong
- Neil M. Ferguson (ORCID: https://orcid.org/0000-0002-1154-8093)
- Hsien‐Chung Yu (ORCID: https://orcid.org/0000-0001-8151-705X)
- Asad Umar (ORCID: https://orcid.org/0000-0002-6239-8494)
- Aaron Lam (ORCID: https://orcid.org/0000-0001-6087-3565)
- LEANDRO R RAMIREZ
- Andrew Pham
- А Г Бутырский (ORCID: https://orcid.org/0000-0001-5415-3756)
- Ana-Maria Mușină (ORCID: https://orcid.org/0000-0003-2970-2041)
- Faseeh Zaidi (ORCID: https://orcid.org/0000-0002-5610-7582)
- Elynn Ong
- Ali Ababneh
- Ahmed Abdulrahman (ORCID: https://orcid.org/0000-0002-1839-1535)
- M. Akbar (ORCID: https://orcid.org/0000-0001-7837-2072)
- Julia De Groot (ORCID: https://orcid.org/0000-0002-0425-3801)
- Liam Ferguson (ORCID: https://orcid.org/0000-0002-2795-9452)
- Felicity Cheng (ORCID: https://orcid.org/0009-0009-3154-1516)
- Markus K. Müller (ORCID: https://orcid.org/0000-0002-0307-5046)
- Esen Akkaya (ORCID: https://orcid.org/0000-0001-7092-088X)
- Kim Goddard
- Simran Vinod Benyani
- Ashley Pereira
- Mohammed Bello Fufore (ORCID: https://orcid.org/0000-0002-6927-9981)
- Abdallah Aladna
- Tayfun Bişgin (ORCID: https://orcid.org/0000-0001-7040-4228)
- Ahmed Ben Mahmoud (ORCID: https://orcid.org/0000-0003-4158-6661)
- Emily Benham
- Ali Adel Dawood (ORCID: https://orcid.org/0000-0001-8988-5957)
- Moheb Ghaly
- Osama Samir Gaarour (ORCID: https://orcid.org/0000-0001-6636-6775)
- Karim Badr
- Erica Wang
- Andrew B. Harris (ORCID: https://orcid.org/0000-0002-8158-4364)
- Paul A. Anderson (ORCID: https://orcid.org/0000-0001-5833-9179)
- Justin S. Gundara (ORCID: https://orcid.org/0000-0003-1699-1665)
- Ahmed Mohamed Hashem
- Franklin Joseph
- Georgia Doulami (ORCID: https://orcid.org/0000-0002-3653-3154)
- Annie Ho (ORCID: https://orcid.org/0009-0005-6842-3194)
- Ramanathan Rm Palaniappan
- Shravankrishna Ananthapadmanabhan (ORCID: https://orcid.org/0000-0002-5043-5905)
- Ayoub Akwaisah (ORCID: https://orcid.org/0000-0002-4446-2747)
- Hope E. Werenski (ORCID: https://orcid.org/0000-0002-3882-0325)
- Rawia Ghmagh
- Hatice Telci (ORCID: https://orcid.org/0000-0003-4483-8449)
- Dhruv Kapoor (ORCID: https://orcid.org/0000-0002-9151-2786)
- Stephen Yusuf (ORCID: https://orcid.org/0000-0002-6032-4862)
- Jonathan Loo (ORCID: https://orcid.org/0000-0002-2197-8126)
- Brooke Macnab
- Abir Ben Ashur (ORCID: https://orcid.org/0000-0001-7265-313X)
- Faisel Matoug
- Zaswiza Mohamad Noor (ORCID: https://orcid.org/0000-0003-3300-5441)
- Ahmad Mahmud
- Mustafa Öncel (ORCID: https://orcid.org/0000-0003-2357-5387)
- Rashid Ahmed (ORCID: https://orcid.org/0000-0002-6512-769X)
- Mario F. Pantoja (ORCID: https://orcid.org/0000-0003-1074-3396)
- Tarik Sammour (ORCID: https://orcid.org/0000-0002-4918-8871)
- Aarash Saleh (ORCID: https://orcid.org/0000-0001-5076-770X)
- Elangovan Thaya Needi
- Khawla Derwish
- Orestis Ioannidis (ORCID: https://orcid.org/0000-0002-0861-8783)
- Amie Sweetapple
- Zeynep Tuğba Özdemir (ORCID: https://orcid.org/0000-0002-3659-1354)
- Sincy Samarawickrama
- Sean Suttor
- Stefanos Bitsianis (ORCID: https://orcid.org/0000-0001-8281-1189)
- Rani Haj Yahya (ORCID: https://orcid.org/0000-0002-0936-4252)
- Caroline E. Reinke (ORCID: https://orcid.org/0000-0003-4056-3054)
- Penelope Fotheringham (ORCID: https://orcid.org/0000-0003-1853-8194)
- Sharon Laura (ORCID: https://orcid.org/0000-0003-1888-9058)
- Andreas Larentzakis (ORCID: https://orcid.org/0000-0002-8286-531X)
- Tabish Chawla
- Alexandra Seldon
- Heejun Park (ORCID: https://orcid.org/0009-0003-4458-1409)
- Mohammed Gaafar
- Ruishuang Geng
- Mihail Gabriel Dimofte
- Ayman Mohamed
- Nan Hu (ORCID: https://orcid.org/0000-0002-7505-5001)
- Mohamed Addalla (ORCID: https://orcid.org/0000-0002-1576-5765)
- Lubabatu Abdulrasheed
- Mohamad Faiz Noorman (ORCID: https://orcid.org/0000-0002-3080-5825)
- M. Akif YAŞAR
- William Rumble (ORCID: https://orcid.org/0000-0002-7902-0754)
- Davina Daudu (ORCID: https://orcid.org/0000-0003-1962-8212)
- Sarah Tan
- Gamal Elsayed Fares
- M. Zambon
- Entisar Alshareea
- Mengge Shang
- Stephen Bodam Bature
- Ahmed Usman Khalid
- Zumnan Songden
- Anwaar Abozid
- Georgios Kapetanios (ORCID: https://orcid.org/0000-0002-8021-7693)
- Tony Lin (ORCID: https://orcid.org/0000-0003-1962-860X)
- Timothy Cordingley
- Ahmad Moustafa (ORCID: https://orcid.org/0000-0001-9295-3105)
- Mathew Chum Taingson
- Gavriella Zoi Vrakopoulou (ORCID: https://orcid.org/0000-0001-8371-8074)
- Nassib Algatanesh
- Ametov As (ORCID: https://orcid.org/0000-0002-7936-7619)
- Mustafa Soytaş (ORCID: https://orcid.org/0000-0002-3474-3510)
- Mustafa Abu Jayyab
- Matthew Chin Heng Chua (ORCID: https://orcid.org/0000-0002-5200-5079)
- Joan Farré (ORCID: https://orcid.org/0000-0003-0430-5242)
- Jacinta Cover
- Pola Mikhail (ORCID: https://orcid.org/0000-0003-2734-2046)
- Mohamed Suliman (ORCID: https://orcid.org/0000-0002-6224-4452)
- Ioannis Kalogiannidis (ORCID: https://orcid.org/0000-0002-6007-5341)
- Howard M. Gross
- Mohamed Abdelmaksoud
- King Tung Cheung (ORCID: https://orcid.org/0000-0001-7661-6256)
- Flavio Ordones (ORCID: https://orcid.org/0000-0003-3489-1545)
- Adeshina A. Ajulo
- Sherman Lai
- Eslam Albayadi
- Olivia M. Lin (ORCID: https://orcid.org/0000-0003-0747-9782)
- Scott McLaughlin (ORCID: https://orcid.org/0000-0002-7876-3468)
- Aygün Dindar (ORCID: https://orcid.org/0000-0003-2801-6672)
- Damien Michael Bolton (ORCID: https://orcid.org/0000-0002-5145-6783)
- Ahmed Aboulfotouh (ORCID: https://orcid.org/0000-0001-5539-7111)
- Bashiru Aminu
- Danushka S. Seneviratne (ORCID: https://orcid.org/0000-0001-7272-0398)
- Domenico Gattulli
- Mouna Gara
- Tam Tran (ORCID: https://orcid.org/0000-0002-7750-3592)
- A. Paul Monk (ORCID: https://orcid.org/0000-0002-1673-2148)
- Marcelo Kanczuk
- Ahmed Mohamed Sayed (ORCID: https://orcid.org/0000-0003-4724-3686)
- Mishka Amarasekara
- Gerti Dajti (ORCID: https://orcid.org/0000-0002-3074-4524)
- Isini Dharmaratne
- Dennis K. King
- Ahmad Zain (ORCID: https://orcid.org/0000-0001-9424-6383)
- Faiqa Binte Aamir (ORCID: https://orcid.org/0000-0002-1314-9117)
- Abdulhakim Hezam
- Ayeshmanthe Rathnayake (ORCID: https://orcid.org/0000-0003-1901-4675)
- Mei Luo (ORCID: https://orcid.org/0009-0008-9371-8797)
- Sara Elfallah
- Razali Omar (ORCID: https://orcid.org/0000-0001-5215-6363)
- Najat Ben Hasan
- Wah Yang (ORCID: https://orcid.org/0000-0003-2341-3310)
- Abdil Yetkin Keskin (ORCID: https://orcid.org/0000-0002-6580-2843)
- Dana Amro
- Miloš Buhavac (ORCID: https://orcid.org/0000-0002-5904-824X)
- Luke Peters (ORCID: https://orcid.org/0000-0002-2489-2707)
- Makama Baje Salihu (ORCID: https://orcid.org/0000-0001-9895-8572)
- Lisa Marie Knowlton (ORCID: https://orcid.org/0000-0001-6046-5035)
- Ashley L. Titan (ORCID: https://orcid.org/0000-0002-5461-9832)
- Oliver Goldsmith
- Ahmed Mahdy (ORCID: https://orcid.org/0000-0003-4939-0057)
- Muhammet Yaytokgi̇l (ORCID: https://orcid.org/0000-0002-4956-2659)
- Julio Cantón
- İlker KAYABAŞ (ORCID: https://orcid.org/0000-0001-9707-496X)
- Samuel Ali Sani (ORCID: https://orcid.org/0000-0002-5127-2503)
- Zsolt J. Balogh (ORCID: https://orcid.org/0000-0002-0277-4822)
- Ali Alaa
- Stylianos Kykalos (ORCID: https://orcid.org/0000-0002-8687-685X)
- Remi Sanyaolu Solagbade
- Ambrose O. Isah (ORCID: https://orcid.org/0000-0001-5622-7720)
- Shiva M. Nair (ORCID: https://orcid.org/0000-0002-1075-3730)
- Jennifer Dang (ORCID: https://orcid.org/0000-0002-6121-637X)
- Baturay Kansu Kazbek (ORCID: https://orcid.org/0000-0002-1230-7814)
- Rawan Elnoman Hamadelniel Elhadi
- Giulia Guizzardi (ORCID: https://orcid.org/0000-0002-1603-8738)
- Peter Pockney (ORCID: https://orcid.org/0000-0002-7648-4916)
- İlke Kurt (ORCID: https://orcid.org/0000-0001-5911-9282)
- Kiang Hiong Tay (ORCID: https://orcid.org/0000-0002-9609-8043)
- Laure Taher Mansour (ORCID: https://orcid.org/0000-0001-8396-6123)
- Alaa Mohamed Ads
- Zachary Bunjo (ORCID: https://orcid.org/0000-0002-1398-3857)
- Sarah Aljamal
- Bing Yue (ORCID: https://orcid.org/0000-0002-3279-9676)
- Abdelrhman Alshawadfy (ORCID: https://orcid.org/0000-0002-2539-497X)
- H. B. W. Greig
- David M. Chye (ORCID: https://orcid.org/0000-0003-1514-2450)
- M. Elía (ORCID: https://orcid.org/0000-0002-0094-4728)
- Ella Harrison (ORCID: https://orcid.org/0000-0003-3098-2773)
- Hytham K. S. Hamid (ORCID: https://orcid.org/0000-0001-8068-0154)
- Pérez Morales (ORCID: https://orcid.org/0000-0002-5490-5396)
- Hager Maher
- Sally Barker (ORCID: https://orcid.org/0000-0002-2981-3748)
- Mireia Duart
- İbrahim Ethem Cakcak (ORCID: https://orcid.org/0000-0001-8885-514X)
- Abdullah Emre Askin (ORCID: https://orcid.org/0000-0003-0672-0335)
- Surayne Segaran
- Divyanshu Joshi (ORCID: https://orcid.org/0000-0002-7058-8108)
- Mariam Motunrayo Shiru (ORCID: https://orcid.org/0000-0002-8564-3122)
- Edward Zhang (ORCID: https://orcid.org/0000-0003-3717-1367)
- Peishan Zou
- I. Pozzi
- Saeed Abdallah (ORCID: https://orcid.org/0000-0002-6174-4770)
- Ibrahim Shaphat Shuaibu
- Saket Srivastava (ORCID: https://orcid.org/0000-0001-5208-5286)
- Scott M. Bolam (ORCID: https://orcid.org/0000-0002-0197-307X)
- Christos K. Yiannakopoulos (ORCID: https://orcid.org/0000-0002-4768-6236)
- Sarah Bowman (ORCID: https://orcid.org/0000-0002-7426-7328)
- J Peker
- Bassam Omar (ORCID: https://orcid.org/0000-0002-2987-9800)
- Jessica C. F. Kwok (ORCID: https://orcid.org/0000-0002-9798-9083)
- John A. Windsor (ORCID: https://orcid.org/0000-0001-5995-5432)
- GH Ibraheem (ORCID: https://orcid.org/0000-0003-2139-6019)
- Ioannis Tsakiridis
- Amanda Dawson (ORCID: https://orcid.org/0000-0003-2447-3251)
- Gbadebo T C Adeleye
- Marco Maestri
- Salha Salah
- David Bell (ORCID: https://orcid.org/0000-0002-9357-9298)
- R.E. Loder
- James Sharp
- Lauren Byrnes (ORCID: https://orcid.org/0000-0001-5991-8201)
- Ibrahim Taha (ORCID: https://orcid.org/0000-0001-7770-7993)
- Seevakan Chidambaram
- Nicholas Beatson (ORCID: https://orcid.org/0009-0009-5470-2802)
- Stephanie Fuentes
- Zutoia Balciscueta (ORCID: https://orcid.org/0000-0002-2318-3693)
- Alfred WY Chua (ORCID: https://orcid.org/0000-0003-2273-0752)
- Muhammad Fihmi Zainal Abidin
- Benjamin Just
- K Joshi
- Kayla Gallert
- Salma Morsi
- Kaviya Kalyanasundaram
- Abdullah Rawashdeh (ORCID: https://orcid.org/0000-0001-6400-2361)
- Peter Williams (ORCID: https://orcid.org/0000-0003-2311-5559)
- Olushola Fasiku (ORCID: https://orcid.org/0000-0001-9547-7191)
- H Suliman
- Graziana Trotta
- Charles Lam (ORCID: https://orcid.org/0000-0001-6856-1830)
- Deniz Serim Korkmaz
- Michael Elias Hantes (ORCID: https://orcid.org/0000-0001-9494-6048)
- Shakir Mohamed (ORCID: https://orcid.org/0000-0002-9119-778X)
- Terkaa Atim (ORCID: https://orcid.org/0000-0001-7640-3517)
- Hadeer Elsaeed AboElfarh (ORCID: https://orcid.org/0000-0003-2632-3775)
- Jonathan Lescheid
- Robert Ali (ORCID: https://orcid.org/0000-0003-2905-8153)
- Charles Y. Lin (ORCID: https://orcid.org/0000-0002-9155-090X)
- Ritwik Kejriwal (ORCID: https://orcid.org/0000-0001-8771-429X)
- H. El Obeid
- Matteo Rottoli (ORCID: https://orcid.org/0000-0003-0278-4139)
- Akansha Sinha
- Mohamed Bakari
- Peter Hamer (ORCID: https://orcid.org/0000-0002-4513-0277)
- Kevin A. Nguyen (ORCID: https://orcid.org/0000-0003-3167-1803)
- C S Smith (ORCID: https://orcid.org/0000-0003-2677-9991)
- Dinesh Kumar Vadioaloo
- Andee Dzulkarnaen Zakaria (ORCID: https://orcid.org/0000-0002-4826-9725)
- Alejandro Roselló‐Añón (ORCID: https://orcid.org/0000-0001-9801-1012)
- A Morsi (ORCID: https://orcid.org/0009-0006-5528-0355)
- Mohamed Elmasry (ORCID: https://orcid.org/0000-0002-9984-7783)
- Mehmet Abdussamet Bozkurt (ORCID: https://orcid.org/0000-0003-3222-9363)
- Syed Faraz Moin (ORCID: https://orcid.org/0000-0002-6058-623X)
- Patricia Muñoz García (ORCID: https://orcid.org/0000-0001-5492-1137)
- Maytham Al-Juaifari (ORCID: https://orcid.org/0000-0002-8106-9354)
- Laith Alamlih (ORCID: https://orcid.org/0000-0003-1356-0835)
- A Mustafa (ORCID: https://orcid.org/0009-0000-4922-437X)
- Mohammed Salah Nasr (ORCID: https://orcid.org/0000-0003-0866-8526)
- Siang Wei Gan (ORCID: https://orcid.org/0000-0002-4718-7904)
- Vyoma Mistry (ORCID: https://orcid.org/0000-0001-8464-6877)
- Natalia Velenciuc
- Clare Bayram (ORCID: https://orcid.org/0000-0002-7955-3286)
- Mohamed Abdelaziz Elghazy (ORCID: https://orcid.org/0000-0001-6905-2835)
- Rosalina Lin
- Shimaa A. Al-Touny
- Dominique Tynan (ORCID: https://orcid.org/0000-0002-0852-3119)
- Oscar Guo
- Taofiq Olayinka Mohammed (ORCID: https://orcid.org/0000-0002-7533-9362)
- Asmaa Badawy (ORCID: https://orcid.org/0000-0002-9644-6706)
- Yıldız Büyükdereli Atadağ (ORCID: https://orcid.org/0000-0002-8516-6477)
- Arthur Landy (ORCID: https://orcid.org/0009-0001-6543-4227)
- Ann Monis
- Haitham Elmehdawi (ORCID: https://orcid.org/0000-0002-3504-1887)
- Nejo Joseph (ORCID: https://orcid.org/0000-0003-2872-0977)
- Sahil Gera
- Silvia Jasmine Barbara
- Ahmed Ragab (ORCID: https://orcid.org/0000-0002-7600-728X)
- Carlo V. Feo (ORCID: https://orcid.org/0000-0003-0699-5689)
- Aiden Jabur (ORCID: https://orcid.org/0000-0001-7380-6134)
- Εvangelos C. Fradelos (ORCID: https://orcid.org/0000-0003-0244-9760)
- Selami İlgaz Kayılıoğlu (ORCID: https://orcid.org/0000-0002-2933-8983)
- Mahmoud Abdel Hameed Shahin (ORCID: https://orcid.org/0000-0001-5145-3702)
- Mahmoud Laymon (ORCID: https://orcid.org/0000-0001-7929-0407)
- Karanjeet Chauhan (ORCID: https://orcid.org/0000-0001-7152-0220)
- Taha Ismail (ORCID: https://orcid.org/0009-0003-5989-3552)
- Aleah Kink (ORCID: https://orcid.org/0000-0002-6034-2833)
- Raymond S. Douglas (ORCID: https://orcid.org/0000-0002-3435-8161)
- Catherine Reed (ORCID: https://orcid.org/0000-0002-4150-4569)
- Pasquale Cianci (ORCID: https://orcid.org/0000-0003-2839-2520)
- Nicolas Copertino
- Ali Fahmy Shehab
- Afnan Morad
- Jainil Shah (ORCID: https://orcid.org/0000-0002-8552-2961)
- Quang Vĩnh Trần (ORCID: https://orcid.org/0000-0002-2902-0262)
- Noon Mohamed
- Ülkü Ceren Köksoy (ORCID: https://orcid.org/0000-0003-3815-9220)
- Mary Giurgius (ORCID: https://orcid.org/0000-0003-4693-0791)
- Grace G. Ezeoke (ORCID: https://orcid.org/0000-0001-9330-4748)
- Ashley Bailey (ORCID: https://orcid.org/0000-0001-6494-4527)
- Michael Innes (ORCID: https://orcid.org/0000-0003-3387-4663)
- Anupam Parange
- Goutham Sivasuthan
- Maria Kristina Vanguardia (ORCID: https://orcid.org/0000-0002-2766-6641)
- Waleed Osman
- Peter Smitham (ORCID: https://orcid.org/0000-0002-1481-5695)
- G Ding (ORCID: https://orcid.org/0000-0002-3700-3024)
- Charles Pilgrim (ORCID: https://orcid.org/0000-0003-2193-7305)
- Hamza Mahmoud Agilla
- Cecilia Kehinde Okunlola (ORCID: https://orcid.org/0000-0002-0582-6931)
- Vitalija Nutautienė (ORCID: https://orcid.org/0000-0002-8867-5568)
- F Casciola
- Konstantinos Zapsalis
- Megan Singhal
- Ha Seong You
- Hakim Fong (ORCID: https://orcid.org/0009-0009-6948-1248)
- Di̇lek Gogas Yavuz (ORCID: https://orcid.org/0000-0002-0075-6313)
- Juliette Gentle (ORCID: https://orcid.org/0000-0002-1932-5150)
- Saad Ghanem (ORCID: https://orcid.org/0000-0001-5823-422X)
- Samantha Polo
- Muhammed Elhadi (ORCID: https://orcid.org/0000-0001-6406-4212)
- Mert Candan
- Terrence D. Hill (ORCID: https://orcid.org/0000-0003-3798-7753)
- Massimiliano Bernabei
- Tessa English
- Justin T. Hsieh (ORCID: https://orcid.org/0000-0002-9701-0998)
- Andrew Stokes (ORCID: https://orcid.org/0000-0002-8502-3636)
- P. Sarat Chandra (ORCID: https://orcid.org/0000-0002-3375-6803)
- Sehar Salim Virani (ORCID: https://orcid.org/0000-0003-4654-4209)
- Adebayo Augustine Adeniyi (ORCID: https://orcid.org/0000-0002-6748-4631)
- Helen Zheng
- Isabella Ludbrook (ORCID: https://orcid.org/0000-0001-6110-0345)
- Leo R. Quinlan (ORCID: https://orcid.org/0000-0002-4011-6732)
- Kritika Mishra (ORCID: https://orcid.org/0000-0001-6509-8908)
- Bashir Abobaker Albakosh
- Diya Patel
- Nikolaos Machairas (ORCID: https://orcid.org/0000-0003-3239-3905)
- Uzair Ahmad
- Ammar Niazi
- Murat Emre Reis (ORCID: https://orcid.org/0000-0002-0316-6001)
- Islam Ibrahim (ORCID: https://orcid.org/0000-0002-3330-1761)
- Sebnem Bektas (ORCID: https://orcid.org/0000-0002-9787-1536)
- Iulian Nusem (ORCID: https://orcid.org/0000-0001-7489-0577)
- Spyridon Skoufias
- Ivana Conversano
- Aaron Lawrence
- Kenneth A McLean (ORCID: https://orcid.org/0000-0001-6482-9086)
- John R. Forsythe
- Ehab M. Moawad (ORCID: https://orcid.org/0000-0002-6548-4216)
- Semra Demirli Atıcı (ORCID: https://orcid.org/0000-0002-8287-067X)
- İbrahim Azboy (ORCID: https://orcid.org/0000-0003-0926-3029)
- Mehmet Uluşahin (ORCID: https://orcid.org/0000-0002-0212-2103)
- Jared Chang
- Hayat Ben Hasan
- Jemma Green
- A. Banerjee (ORCID: https://orcid.org/0000-0002-4780-0641)
- Josh N. Collins (ORCID: https://orcid.org/0000-0002-7608-2167)
- Angeline Lee (ORCID: https://orcid.org/0000-0001-6068-2689)
- Hammad Ali Fadlalmola
- Murat Öncel (ORCID: https://orcid.org/0000-0001-8381-7961)
- Soo Bin Yoon (ORCID: https://orcid.org/0000-0002-3793-8823)
- Wail Khraise
- Tayyiba Wasim (ORCID: https://orcid.org/0000-0003-2444-9817)
- Yusuf Hassan (ORCID: https://orcid.org/0000-0002-6644-8225)
- Caleb Mohammed
- Meriem Abdoun (ORCID: https://orcid.org/0000-0003-4055-1571)
- Khaled Suleiman (ORCID: https://orcid.org/0000-0002-8602-3670)
- M. J. Sangüesa
- Amna Safar
- Isobel Taylor
- O Khalil
- Rohan Nandurkar (ORCID: https://orcid.org/0000-0002-9763-5656)
- Joma Elzoubia
- Abdelrahman Ali Nimeri (ORCID: https://orcid.org/0000-0001-7844-163X)
- Yasemin Yıldırım (ORCID: https://orcid.org/0000-0002-3152-6481)
- San-Hui Anita Leow
- Kyle Raubenheimer (ORCID: https://orcid.org/0000-0002-1361-0700)
- Angus Franks (ORCID: https://orcid.org/0000-0002-0691-4220)
- Ha Jin Kim (ORCID: https://orcid.org/0000-0002-7632-0882)
- Alaa Ayyad (ORCID: https://orcid.org/0000-0003-4186-1125)
- Iqra Fatima Munawar Ali (ORCID: https://orcid.org/0000-0003-4721-7779)
- Anastasia Malliora (ORCID: https://orcid.org/0000-0001-5839-4151)
- Mahmoud Abdel‐Aziz Soliman
- Samina Ismail (ORCID: https://orcid.org/0000-0001-6138-1810)
- Matías Álvarez (ORCID: https://orcid.org/0000-0002-7199-3033)
- Simon W. Young (ORCID: https://orcid.org/0000-0002-0286-8052)
- Cristina Larotonda (ORCID: https://orcid.org/0000-0002-5451-4336)
- Amel Ouyahia
- Sophie St Clair (ORCID: https://orcid.org/0000-0001-7747-9978)
- David J. Jollow
- Shahryar Noordin (ORCID: https://orcid.org/0000-0001-7056-3085)
- William Xu (ORCID: https://orcid.org/0000-0002-1270-2769)
- Carlos S. Cabalag (ORCID: https://orcid.org/0000-0002-9087-0936)
- Tarik Ahmed Eldarat
- Melek Yalçın Mutlu (ORCID: https://orcid.org/0000-0003-0598-5737)
- Usama Waqar (ORCID: https://orcid.org/0000-0002-9447-5810)
- A Li
- Nuri Okkabaz (ORCID: https://orcid.org/0000-0001-8962-2057)
- Kohmal Solanki (ORCID: https://orcid.org/0000-0003-2229-708X)
- Mehmet Ali Demırkıran
- Antara Karmakar
- Berke Manoğlu
- Bahiyah Abdullah (ORCID: https://orcid.org/0000-0002-6102-8344)
- Mohammad A. AL Hamoud (ORCID: https://orcid.org/0000-0001-7596-665X)
- Stephanie S. Yee (ORCID: https://orcid.org/0000-0002-3469-9775)
- Adelaide Andriani
- Mohammed Salem
- Haktan Övül Bozkır (ORCID: https://orcid.org/0000-0002-8174-0515)
- Mohammed Bakeer (ORCID: https://orcid.org/0000-0002-0662-125X)
- Doua Ali
- Mustafa Ümit Uğurlu (ORCID: https://orcid.org/0000-0002-4757-5560)
- Rehab Alarabi
- Manar Osama
- Joseph Furey
- Mirna Sadek (ORCID: https://orcid.org/0000-0002-5413-9476)
- Sharwany Ahmed
- Peter Rehfisch
- Vishwajeeth Pai
- Siti Mayuha Rusli (ORCID: https://orcid.org/0000-0002-9271-3563)
- Russell Hodgson (ORCID: https://orcid.org/0000-0002-4772-516X)
- Sehrish Aqeel
- Andy Khye Soon Yew (ORCID: https://orcid.org/0000-0001-7299-2166)
- Wesam Alnatsheh
- Lucinda Hogan
- Andrew A. Li (ORCID: https://orcid.org/0000-0002-1295-8115)
- Pepijn O. Sun (ORCID: https://orcid.org/0000-0002-3200-1935)
- Daniel Swan (ORCID: https://orcid.org/0000-0001-8978-8129)
- Eithar M Ali
- Marwa Amary (ORCID: https://orcid.org/0000-0003-4333-3430)
- Hassan Abdelsalam (ORCID: https://orcid.org/0000-0002-3103-6159)
- Upanmanyu Nath
- M. Garba (ORCID: https://orcid.org/0000-0002-8161-763X)
- M Hammad Ather (ORCID: https://orcid.org/0000-0002-7758-0395)
- Kamar Selim
- Abubaker Abdalla (ORCID: https://orcid.org/0000-0002-7022-1074)
- Syed Roohan Aamir (ORCID: https://orcid.org/0000-0002-8931-254X)
- Gabriel Schamberg (ORCID: https://orcid.org/0000-0002-4188-9614)
- Nur Ayuni Khirul Ashar (ORCID: https://orcid.org/0000-0003-3556-0721)
- Mona M. Saber (ORCID: https://orcid.org/0000-0001-7916-7863)
- Kamran Zargar‐Shoshtari (ORCID: https://orcid.org/0000-0001-8241-4386)
- Ayten Saraçoğlu (ORCID: https://orcid.org/0000-0002-1186-0933)
- Henry Abiyere
- Erfan Hussain (ORCID: https://orcid.org/0000-0003-4817-3800)
- Eman Ali Abdulwahed (ORCID: https://orcid.org/0000-0002-0570-4678)
- Grace J. Wang (ORCID: https://orcid.org/0000-0003-3241-9669)
- Arome Achem
- Armia Azer
- Mohd Razi Ismail (ORCID: https://orcid.org/0000-0001-5670-9279)
- Layth Al-Karaja (ORCID: https://orcid.org/0000-0002-6974-1793)
- Tesleem Olayinka Orewole (ORCID: https://orcid.org/0000-0003-1980-1433)
- Nicole Kaiser (ORCID: https://orcid.org/0000-0001-8270-3217)
- W.J.R. Currie
- Yan Chen (ORCID: https://orcid.org/0000-0002-5962-5713)
- Rouchelle Sriranjan (ORCID: https://orcid.org/0000-0002-9515-1201)
- Cuiting Min (ORCID: https://orcid.org/0000-0001-6728-3680)
- Amy Nicholson
- Ajay Kumar Dabas (ORCID: https://orcid.org/0000-0002-0561-0460)
- Alara Ece Dagsali
- Ian Incoll (ORCID: https://orcid.org/0000-0001-8082-2976)
- Mena Shehata (ORCID: https://orcid.org/0000-0002-6358-1573)
- Ibrahim Mohammed
- Metaxia Bareka (ORCID: https://orcid.org/0000-0002-1392-0135)
- Geoffrey Ying (ORCID: https://orcid.org/0000-0001-8339-9130)
- Siyuan Pang
- Henry L. K. Shaw
- Haiyan Qian (ORCID: https://orcid.org/0000-0001-8480-8928)
- Doaa Gidiem
- Bashar Alzghoul (ORCID: https://orcid.org/0000-0002-4224-0892)
- Karen Zhou (ORCID: https://orcid.org/0009-0008-9749-1008)
- Jiting Li (ORCID: https://orcid.org/0000-0002-2625-0935)
- Ayman Abdelrahman
- Rakesh Mehra
- Ming Y. Tung (ORCID: https://orcid.org/0009-0006-1098-2775)
- Duron Prinsloo (ORCID: https://orcid.org/0000-0001-7879-0282)
- Hamza Alsaid (ORCID: https://orcid.org/0000-0001-6051-364X)
- Mohamed S. Donia (ORCID: https://orcid.org/0000-0002-9604-2912)
- Rosie Luo
- Edmund Leung (ORCID: https://orcid.org/0000-0003-3710-1035)
- Mohamed Yousri (ORCID: https://orcid.org/0009-0004-2775-0351)
- Elif Tutku Durmuş (ORCID: https://orcid.org/0000-0002-2743-957X)
- Holly Cook
- Vitalijus Eismontas (ORCID: https://orcid.org/0000-0002-2753-9255)
- Reham S. Ibrahim (ORCID: https://orcid.org/0000-0002-8208-5014)
- Ahmet Necati Şanlı (ORCID: https://orcid.org/0000-0002-1483-8176)
- Athanasios Syllaios (ORCID: https://orcid.org/0000-0002-5053-0953)
- Rupesh Kumar Natarajan (ORCID: https://orcid.org/0000-0001-8542-8679)
- Hareem Iftikhar
- Qiwen Wang (ORCID: https://orcid.org/0000-0002-4255-3960)
- Ramnik Singh
- Ana Karina Flores-González (ORCID: https://orcid.org/0000-0002-8010-6459)
- İşıl Başara Akin (ORCID: https://orcid.org/0000-0002-0786-1490)
- Aya Hussien
- Stefano Cardelli
- Abiodun Idowu Okunlola (ORCID: https://orcid.org/0000-0003-0272-200X)
- Bernardo Reyes (ORCID: https://orcid.org/0000-0002-4729-286X)
- Jessica Chambers
- Jason Luong (ORCID: https://orcid.org/0000-0001-9207-5445)
- Theresa M. Boyd
- Chao Fang (ORCID: https://orcid.org/0000-0002-3903-9303)
- Yetkin Özer (ORCID: https://orcid.org/0000-0001-6641-9494)
- Shelley Wang
- Abdallah I. Husein
- Brian Chen (ORCID: https://orcid.org/0000-0001-6384-1673)
- Mahmoud M. Zakaria (ORCID: https://orcid.org/0000-0002-7288-8374)
- Christine Teng (ORCID: https://orcid.org/0000-0002-8768-581X)
- Jonas Jurgaitis (ORCID: https://orcid.org/0000-0003-3208-5697)
- Erhan Onur Aydoğdu
- Kuang Chung Wong
- Omima T. Taha (ORCID: https://orcid.org/0000-0001-8743-5434)
- Marcos López Vega (ORCID: https://orcid.org/0000-0001-7732-7472)
- Natalie Evans (ORCID: https://orcid.org/0000-0001-7124-9282)
- Kevin Cyr
- Nikolaos Ouzounidis
- Francesco Traina (ORCID: https://orcid.org/0000-0002-0196-101X)
- Lorane Gaborit (ORCID: https://orcid.org/0000-0002-0044-1792)
- Emily Luu
- Antonio Barbaro (ORCID: https://orcid.org/0000-0003-2992-8999)
- Briar Garton
- Themistoklis Dagklis (ORCID: https://orcid.org/0000-0002-2863-5839)
- Nasya Thompson (ORCID: https://orcid.org/0000-0003-0037-9244)
- Melissa G.Y. Lee (ORCID: https://orcid.org/0000-0003-4023-4891)
- Parisse Moore (ORCID: https://orcid.org/0000-0002-7768-862X)
- Mohamed Izzad Isahak (ORCID: https://orcid.org/0000-0002-4524-8013)
- Argyrios Gyftopoulos
- Tevfik Kıvılcım Uprak (ORCID: https://orcid.org/0000-0002-6480-7431)
- Jessie Liu (ORCID: https://orcid.org/0000-0002-1089-7005)
- Konrad Klaus Richter (ORCID: https://orcid.org/0000-0003-0299-8751)
- Olukayode Abiola (ORCID: https://orcid.org/0000-0002-3331-3666)
- Venesa Siribaddana
- Elizabeth Lun
- Fotios Zachomitros
- A. Leal (ORCID: https://orcid.org/0009-0005-7249-7671)
- Pallavi Shrestha (ORCID: https://orcid.org/0000-0001-8677-1954)
- Mariolyn D. Raj
- Ammar Alemam Diab Alnour
- Gonzalo Hernández (ORCID: https://orcid.org/0000-0003-2261-4487)
- Samantha Hauptman
- Senad Kalkan (ORCID: https://orcid.org/0000-0001-6000-8504)
- Enas Soula (ORCID: https://orcid.org/0000-0003-4830-0451)
- Apostolos Mamopoulos (ORCID: https://orcid.org/0000-0002-2605-0765)
- Beatriz Cuneo
- Colin Chan‐Min Choi (ORCID: https://orcid.org/0000-0002-1256-604X)
- Nicolò Fabbri
- Elif Çolak (ORCID: https://orcid.org/0000-0002-1893-6427)
- EMMET F. FERGUSON
- Omnia Talaat
- Mehmet Faik Özçelık (ORCID: https://orcid.org/0000-0002-5249-7106)
- Elizabeth Greenwood (ORCID: https://orcid.org/0000-0001-5208-1269)
- Cameron I. Wells (ORCID: https://orcid.org/0000-0001-9221-6674)
- Yusuf Yazgan (ORCID: https://orcid.org/0000-0002-8083-0463)
- Ahmet Yıldız (ORCID: https://orcid.org/0000-0001-9477-0740)
- Justin Chan (ORCID: https://orcid.org/0000-0002-2164-4724)
- Stevie Young
- Muhammad Jamil (ORCID: https://orcid.org/0000-0002-2889-6676)
- Lydia Regina Airede
- Amir Babiker (ORCID: https://orcid.org/0000-0001-7538-852X)
- Howard Tang (ORCID: https://orcid.org/0000-0002-9652-9018)
- Felicia Asudo
- K. Sabuncu (ORCID: https://orcid.org/0000-0002-1905-0302)
- Ahmed A. Ellilly
- Muhammad Muhib (ORCID: https://orcid.org/0000-0002-8598-2212)
- Vivien Graziadei (ORCID: https://orcid.org/0000-0002-5967-7847)
- Mohammed Adam (ORCID: https://orcid.org/0000-0002-4228-2494)
- Lily Davies
- Rod Studd
- Warren Seow (ORCID: https://orcid.org/0000-0002-5024-1000)
- Ramin Odisho (ORCID: https://orcid.org/0000-0002-3988-3416)
- Muzaffer Çapar (ORCID: https://orcid.org/0000-0002-7933-9968)
- Quintin Smith
- Randy Bindra (ORCID: https://orcid.org/0000-0003-1552-9057)
- Haitham S. Mohammed (ORCID: https://orcid.org/0000-0002-6055-9514)
- H.M. Suliman (ORCID: https://orcid.org/0000-0002-7403-3054)
- Amira S. Ashour (ORCID: https://orcid.org/0000-0003-3217-6185)
- Alexandra Limmer (ORCID: https://orcid.org/0000-0001-6653-4409)
- Lyndsay Pearce (ORCID: https://orcid.org/0000-0003-0868-8746)
- Aleksandra Rašić-Marković (ORCID: https://orcid.org/0000-0003-1131-2328)
- Zixuan Wang (ORCID: https://orcid.org/0009-0003-0120-4734)
- Cenk Aral (ORCID: https://orcid.org/0000-0002-6044-1372)
- Souad Bouaoud
- Myrto D. Keramida (ORCID: https://orcid.org/0000-0003-1834-7443)
- Godwin Akaba (ORCID: https://orcid.org/0000-0002-8149-5492)
- Karin Yeung (ORCID: https://orcid.org/0000-0002-9194-4650)
- Emalee Burrows (ORCID: https://orcid.org/0000-0002-4231-1304)
- Antonio Pesce
- Babatunde Awoyinka
- Samira Syed (ORCID: https://orcid.org/0000-0002-3872-5870)
- Tamara Glyn (ORCID: https://orcid.org/0000-0001-7156-5779)
- Aditi Kamath
- Hossam Elfeki (ORCID: https://orcid.org/0000-0003-0704-4068)
- Ahmed K El-Taher
- Muhannud Binnawara
- Aishwarya Jangam
- Nourhan Shaheen
- Mohamed Alsori
- Martin Cameron (ORCID: https://orcid.org/0000-0002-0166-2036)
- Melissa Canny
- Beverley Vollenhoven (ORCID: https://orcid.org/0000-0002-8756-3994)
- Oscar Morice
- Filiz Tüzüner (ORCID: https://orcid.org/0000-0002-3082-9069)
- Emine Vasfiye KORKMAZ (ORCID: https://orcid.org/0000-0001-7202-6849)
- Hala Abdelhalim Mohamed Taha
- Jason Wong (ORCID: https://orcid.org/0000-0002-7681-7573)
- Khamis Elessi (ORCID: https://orcid.org/0000-0002-9313-9401)
- Nicholas Chan (ORCID: https://orcid.org/0000-0002-8765-7798)
- Christopher Harmston (ORCID: https://orcid.org/0000-0001-5045-5191)
- Ahmet Sarı (ORCID: https://orcid.org/0000-0002-7368-8147)
- Oleg Aliosin (ORCID: https://orcid.org/0000-0003-4790-7761)
- Mohamed Fayez Fouda
- Mostafa Elsaied
- Ronika Devi Ukrani (ORCID: https://orcid.org/0000-0001-9129-9041)
- Omer Bin Khalid
- Mahnoor Tariq (ORCID: https://orcid.org/0000-0002-5135-1076)
- Paul Chen (ORCID: https://orcid.org/0000-0002-8006-5562)
- Aya Mostafa (ORCID: https://orcid.org/0000-0002-2803-2608)
- Hongyi Wu
- James Blake (ORCID: https://orcid.org/0000-0001-9769-8529)
- Ahmad Bassam (ORCID: https://orcid.org/0000-0002-6004-3112)
- Hari Gopal
- Jerry Godfrey Makama (ORCID: https://orcid.org/0000-0001-7316-7344)
- Davide Muschitiello (ORCID: https://orcid.org/0000-0001-8206-7388)
- Caitlin Zhang
- Ahmed Atia (ORCID: https://orcid.org/0000-0002-9951-1921)
- Ahmad Alkhatib (ORCID: https://orcid.org/0000-0002-1244-1861)
- Hasthika Ellepola
- Rahma Elnagar
- Osman Sıbıç (ORCID: https://orcid.org/0000-0002-7600-9154)
- Asanka Wijetunga (ORCID: https://orcid.org/0000-0003-1332-5974)
- Bekir Serhat Yıldız (ORCID: https://orcid.org/0000-0001-7810-0624)
- Ahmed Elkhodary
- Yuan Ge (ORCID: https://orcid.org/0000-0003-2037-319X)
- Sara Mohammed
- Christine Y. Lu (ORCID: https://orcid.org/0000-0002-7550-6837)
- Matthew D. Painter (ORCID: https://orcid.org/0000-0003-1626-5612)
- Manal Ali
- Sultan Ahmeed
- Iris Shari Russo
- Julio Doménech (ORCID: https://orcid.org/0000-0001-9488-8159)
- Ali Güner (ORCID: https://orcid.org/0000-0001-7801-8081)
- Miguel Ángel Mercado (ORCID: https://orcid.org/0000-0002-1998-771X)
- Milad Gahwagi
- Stephen Akau Kache (ORCID: https://orcid.org/0000-0003-1374-5776)
- Gregory D. Jenkins (ORCID: https://orcid.org/0000-0001-6408-6227)
- Eve Hopping (ORCID: https://orcid.org/0000-0002-6165-0264)
- Mohammed Alwash
- Vanessa Ma (ORCID: https://orcid.org/0000-0003-3188-6177)
- Ewen M. Harrison (ORCID: https://orcid.org/0000-0002-5018-3066)
- Cemil Aydın (ORCID: https://orcid.org/0000-0002-7271-5748)
- Yantong Wang (ORCID: https://orcid.org/0009-0006-9467-1885)
- H. W. Boyes
- Claudio Isopi (ORCID: https://orcid.org/0000-0002-4186-8952)
- Akram Alkaseek (ORCID: https://orcid.org/0000-0002-7915-1826)
- Lydia Loutzidou (ORCID: https://orcid.org/0000-0002-8328-1455)
- Jouyee Lee
- Abdulwahab Abdalei (ORCID: https://orcid.org/0000-0002-5273-2823)
- Crystal Vong
- Nicholas Lightfoot (ORCID: https://orcid.org/0000-0002-3109-1561)
- Εlissavet Anestiadou (ORCID: https://orcid.org/0000-0001-5650-7319)
- Teddy E. Agida (ORCID: https://orcid.org/0000-0003-4972-4408)
- Fragkiskos Angelis (ORCID: https://orcid.org/0000-0001-9008-0005)
- David Proud (ORCID: https://orcid.org/0000-0003-3561-0725)
- Chekodi Fearnley-Fitzgerald
- Samantha Wong (ORCID: https://orcid.org/0000-0001-6833-1453)
- Mustafa Safa Uyanık (ORCID: https://orcid.org/0000-0002-2254-9614)
- Abdullahi Musa Kirfi (ORCID: https://orcid.org/0000-0001-8808-1500)
- Ahmed Abdalla (ORCID: https://orcid.org/0000-0003-4608-9381)
- Colin Chandler (ORCID: https://orcid.org/0000-0003-1759-0417)
- Süleyman Polat
- Hsi‐Feng Tu (ORCID: https://orcid.org/0000-0003-0177-6065)
- Hamdi Hamad (ORCID: https://orcid.org/0000-0002-5215-3792)
- Jihad Samer Zalloum (ORCID: https://orcid.org/0000-0002-1309-0880)
- Asmaa Emam
- Albash Sarwar (ORCID: https://orcid.org/0000-0002-3315-6496)
- S Okon
- Aliihsan Gemici (ORCID: https://orcid.org/0000-0002-3385-8359)
- Karen H. Lu (ORCID: https://orcid.org/0000-0002-5317-9927)
- James Shanahan (ORCID: https://orcid.org/0000-0001-8807-276X)
- Ekrem Kaya (ORCID: https://orcid.org/0000-0002-9562-4195)
- LOUIS McLANE TIFFANY
- Nahla Kechiche (ORCID: https://orcid.org/0000-0002-7489-0814)
- Yousra M. Othman
- Kamel Bouchenak
- Aida Renée Assayag Hanan (ORCID: https://orcid.org/0000-0001-6430-1791)
- Omachoko Oguche (ORCID: https://orcid.org/0000-0001-5158-8893)
- Tarek Hemaida
- Aliya Begum Aziz (ORCID: https://orcid.org/0000-0002-5885-459X)
- Hamdi Nawfal
- Farah Tahir
- Ragavi Jeyamohan
- Nicole Qiwen Wang
- Ahsan Ejaz (ORCID: https://orcid.org/0000-0002-9679-6327)
- Wael Shaban
- Mohamed Omer (ORCID: https://orcid.org/0000-0001-6751-6296)
- Nathaniel Adewole (ORCID: https://orcid.org/0000-0002-5803-2174)
- Eleni M. Arnaoutoglou (ORCID: https://orcid.org/0000-0003-0441-9442)
- Mary Theophilus (ORCID: https://orcid.org/0000-0002-6735-4917)
- Simone Bosi
- Panagiotis Dorovinis (ORCID: https://orcid.org/0000-0002-4861-8753)
- Amie Hilder (ORCID: https://orcid.org/0000-0002-5378-2638)
- Ahmed Nabil ElGhamry
- Khadijah Younus
- Haylee Shaw
- Muhammed Enes Taşcı (ORCID: https://orcid.org/0000-0002-9390-3617)
- Fathia Mahmoud
- Ambreen Imran (ORCID: https://orcid.org/0000-0003-1166-9140)
- Arooj Fatima (ORCID: https://orcid.org/0000-0002-2180-6789)
- Khaled Abdelwahab (ORCID: https://orcid.org/0000-0002-3679-8718)
- Kevin Y.L. Tan (ORCID: https://orcid.org/0000-0002-7974-3952)
- Ahmad Al‐Taweel
- Konstantinos Saliaris (ORCID: https://orcid.org/0000-0003-3592-7132)
- Justin Yeung (ORCID: https://orcid.org/0000-0002-7230-149X)
- Anand Pillai (ORCID: https://orcid.org/0000-0001-5308-2669)
- M. Larkin (ORCID: https://orcid.org/0000-0001-6947-0105)
- Fatima Zafar (ORCID: https://orcid.org/0000-0002-4742-0788)
- Mostafa Samy Abbas (ORCID: https://orcid.org/0000-0003-2690-3294)
- Mitali Khattar
- Connor Mcrae
- Chris Varghese (ORCID: https://orcid.org/0000-0001-7369-8639)
- Hakan Akdere (ORCID: https://orcid.org/0000-0003-4978-4312)
- Monica Simonetti
- Jason E. Chung (ORCID: https://orcid.org/0000-0002-1591-584X)
- Aura Colaço (ORCID: https://orcid.org/0000-0003-0076-2630)
- Jeremy I. Rossaak (ORCID: https://orcid.org/0000-0002-9359-8579)
- Ahmed Sallam (ORCID: https://orcid.org/0000-0002-7811-728X)
- Shalvin Prasad (ORCID: https://orcid.org/0000-0002-5945-087X)
- Sarah Huang (ORCID: https://orcid.org/0009-0001-3442-064X)
- Michael Farrell (ORCID: https://orcid.org/0000-0001-7665-2775)
- Konstantinos Lathouras (ORCID: https://orcid.org/0000-0002-9681-7773)
- Abid Qazi (ORCID: https://orcid.org/0000-0002-7440-461X)
- Ahmed Eid (ORCID: https://orcid.org/0000-0002-2784-249X)
- Leanna J. Standish (ORCID: https://orcid.org/0000-0003-3922-1268)
- Yejee Lim (ORCID: https://orcid.org/0000-0002-3540-0202)
- Jin Hyuk Park (ORCID: https://orcid.org/0000-0003-1485-9206)
- James Egerton
- Giacomo Calini (ORCID: https://orcid.org/0000-0002-7460-9578)
- B Sahin (ORCID: https://orcid.org/0000-0001-7697-6841)
- Amr A. Elsawy (ORCID: https://orcid.org/0000-0001-7077-8094)
- Patrick Tang (ORCID: https://orcid.org/0000-0003-1583-5484)
- Eamon Walsh
- Chen Lew (ORCID: https://orcid.org/0000-0001-8901-4027)
- Tim Outhred (ORCID: https://orcid.org/0000-0003-2534-3635)
- Muhammad N. Aslam (ORCID: https://orcid.org/0000-0003-1361-5357)
- Shirahn Ballah
- Federico Rodríguez Garza
- Ahmed Zaghloul (ORCID: https://orcid.org/0000-0002-4725-8557)
- Sorinel Luncă (ORCID: https://orcid.org/0000-0002-9749-0610)
- Atsuko Fujihara (ORCID: https://orcid.org/0000-0001-5213-3831)
- Zeinab Natsheh
- Jonathan V. Nguyen (ORCID: https://orcid.org/0000-0001-6146-2047)
- Ergin Erginöz (ORCID: https://orcid.org/0000-0002-8349-3298)
- Shaimaa A. Dahshan
- Shekhar Saha (ORCID: https://orcid.org/0000-0002-9903-3237)
- Mohamed Ashraf Mohamed Daud (ORCID: https://orcid.org/0000-0002-9434-6015)
- Ahmed Siddique Ammar (ORCID: https://orcid.org/0000-0001-9728-7287)
- Jaime A. Duffield (ORCID: https://orcid.org/0000-0003-4411-1733)
- Surya Singh (ORCID: https://orcid.org/0000-0002-3005-8073)
- Giovanni Terrosu (ORCID: https://orcid.org/0000-0003-2722-7662)
- Dennis Anthony Isah
- Shehrbano Khattak
- D. Hegazy (ORCID: https://orcid.org/0000-0002-3040-7544)
- Munia Rajabi
- David Brewster (ORCID: https://orcid.org/0000-0002-2623-3780)
- Elzem Şen (ORCID: https://orcid.org/0000-0003-3001-7324)
- Russel Krawitz (ORCID: https://orcid.org/0000-0002-0011-1953)
- Paul Gilmore
- Esraa Mahmoud Mostafa (ORCID: https://orcid.org/0000-0001-5609-3056)
- M. Abbal
- Subhi Al-Issawi (ORCID: https://orcid.org/0000-0003-3858-0955)
- Yasi̇n Kara (ORCID: https://orcid.org/0000-0002-9723-1774)
- Niamh Conlon
- Georgia A. Brown (ORCID: https://orcid.org/0000-0002-0791-4126)
- Pietro Matucci Cerinic (ORCID: https://orcid.org/0000-0002-2408-2771)
- Konstantinos Albanopoulos
- Gerasimos Tsourouflis (ORCID: https://orcid.org/0000-0002-9617-6822)
- Bill Wang (ORCID: https://orcid.org/0000-0003-2708-0955)
- Aiman Al-Touny
- Upasana Pathak (ORCID: https://orcid.org/0000-0001-8724-5665)
- Francesco Castagnini (ORCID: https://orcid.org/0000-0002-3567-9194)
- Fatima Osman
- Ștefan Morărașu (ORCID: https://orcid.org/0000-0001-7767-0975)
- Brittany Williams (ORCID: https://orcid.org/0000-0002-6597-619X)
- Francesca Petrarulo
- Marwah Abdalla (ORCID: https://orcid.org/0000-0002-2725-505X)
- Jien Yen Soh (ORCID: https://orcid.org/0000-0002-9225-2795)
- Esther Talavera
- Ahmed Hussien
- Shahnaz M Ayasrah (ORCID: https://orcid.org/0000-0002-6362-7156)
- Sonia Gill
- Hadijat Olaide Raji (ORCID: https://orcid.org/0000-0003-4859-5405)
- P H Wang
- Hind Alameen
- Ahmed Kamel Ali (ORCID: https://orcid.org/0000-0001-7969-4225)
- Ahmet Kale (ORCID: https://orcid.org/0000-0002-1194-6649)
- Aya Tinhinane Kouicem (ORCID: https://orcid.org/0000-0002-5358-5925)
- Qamrah Alhadad
- Abdelhafeez Mashaal
- Smaragda Skalidou (ORCID: https://orcid.org/0000-0002-7635-2876)
- Danniel Badri (ORCID: https://orcid.org/0000-0002-7780-5996)
- Güldane Zehra Koçyiğit (ORCID: https://orcid.org/0000-0001-6799-3711)
- Reem Ghmagh
- Attila Ülkücü (ORCID: https://orcid.org/0000-0003-2820-2686)
- Indrajith Withanage
- Kerollos Shamshoon
- Elifsu Camkıran (ORCID: https://orcid.org/0000-0001-9655-8065)
- Caterina Catalioto
- Davide Gattesco
- Adamu Bala Ningi
- Zacchary Tamsett (ORCID: https://orcid.org/0000-0003-4214-8938)
- Humam Emad
- Abtisam Alharam (ORCID: https://orcid.org/0000-0002-5806-554X)
- Janelle Divinagracia
- Chukwunonso Nnamdi Akpamgbo
- Xènia Carré
- Marco Varesano
- Malak Ghemmied
- Laila Elgherwi (ORCID: https://orcid.org/0000-0002-4917-7005)
- Heba Rhuma
- Oloko Nasirudeen Lanre
- Yusuf Iskender Tandoğan
- Lalitya Chilaka
- Hashem Altabbaa (ORCID: https://orcid.org/0000-0002-8031-838X)
- Muneera Alboridy
- Zoya Tasi
- Salah Abu Wardeh
- Noor Massadeh
- Muhammad Ibtisam
- Emily H. Jaarsma (ORCID: https://orcid.org/0000-0002-1984-7151)
- Heba Al-Smirat
- Nassar Alathameen
- Tesneem Al-Mwajeh
- Reena Makableh
- Amin Shabaneh
- Osama Alzyoud
- Rabab Shannaq
- Sohaib Al-Omary
- Tara Chlebicka
- Alaa Albashaireh
- Ro-a Muqbel
- Maryam Al-jammal
- Ahmad Masarrat
- Alia Al-zawaydeh
- Taima’ Qattawi
- Rayyan Smadi
- Mawadda Altair
- Safa Sasi Albatni
- Hibah Bileid Bakeer
- Sawsan Alsaih
- Asma Abufanas
- Israa Benismai
- Ebtisam Alzarouq
- Boshra Hashem
- Fatheia Elrishi
- Ibrahim Eltaib
- Raneem Egzait
- Sundes Shetwan
- Adel Bezweek
- David Emhimmed
- Sharf Barka
- Ghanisht Juwaheer
- Asil Omar Saleh Alflite
- Hana Yousef Gineeb
- Aisha Alshawesh
- Tahani Elgadi
- Avinash Sathiyaseelan
- Qi Rui Soh
- Stephen Kritharides
- Ehis Afeikhena
- Bilal Shuaibu Yahya
- Ahmed Naqeeb
- Andrew Cobden
- Jennifer Ekwebelam
- Jorge Febré
- Mustafa Alkazali
- Montasir A. Abd-Albain
- Sami Galal-Eldin
- Mariyah Hoosenally
- Aylin Izgiş
- Melis Ozbilen
- Harsha Morisetty
- Lewis Weeda
- Dewmi Abeysirigunawardana
- Alyssa Leano
- Yara Elgindy (ORCID: https://orcid.org/0000-0002-0641-3055)
- Christina Ohis
- Vinogi Sathasivam
- Amy Surkitt
- Emma Haege
- Hilary Leeson
- Kate Meads
- Isabella Dong
- Esraa Rasslan
- Osama AbouHiekal
- Osama Al Shaqran (ORCID: https://orcid.org/0000-0002-6223-8677)
- Esraa Abdelbaset
- Mohammed Al-Quossi
- Dhia Errahmane Abdelmelek
- Karim Elkenawi
- Omar Attiya
- Ikram Fatima Zohra Boussahel
- Oumelaz Kaabache
- Naoual Lemdaoui
- Oualid Nebbar
- Aikaterini Sarafi
- Fotios Stavratis
- Nikolaos Kydonakis
- Wassila Messai
- Zhi Shyuan Choong
- Mahmoud Al-Baw (ORCID: https://orcid.org/0000-0003-3256-3492)
- Dawood Alatefi (ORCID: https://orcid.org/0000-0002-0724-7140)
- Giorgia Grillea
- Ebtihal Alabed
- Saad Bataineh
- Abdulrahim Al Kaddah
- Ali Ahmed (ORCID: https://orcid.org/0000-0002-6832-6424)
- Taehoon Kim (ORCID: https://orcid.org/0000-0001-7157-2119)
- Ahmed Ahmed (ORCID: https://orcid.org/0000-0003-4748-6282)
- Yichi Zhang (ORCID: https://orcid.org/0000-0002-1780-7156)
- Hou Zhen
- Gemma Qian
- Christine Lee (ORCID: https://orcid.org/0000-0001-8953-4823)
- Muhammad Usman Ali (ORCID: https://orcid.org/0000-0002-1853-2369)
- Abdul Rauf (ORCID: https://orcid.org/0000-0002-6176-814X)
- Jennifer Lee (ORCID: https://orcid.org/0000-0002-0849-1006)
- Mustafa Kemal Aslan (ORCID: https://orcid.org/0000-0002-5522-5544)
- Hakan Yılmaz (ORCID: https://orcid.org/0000-0001-9258-3271)
- Heba Mohamed (ORCID: https://orcid.org/0000-0002-6281-6027)
- Mohamed Fawzy Ramadan (ORCID: https://orcid.org/0000-0002-5431-8503)
- Andrew Chen (ORCID: https://orcid.org/0000-0001-7692-3176)
- Hinal Patel (ORCID: https://orcid.org/0000-0002-3144-4267)
- David Liu (ORCID: https://orcid.org/0000-0002-5891-3609)
- Shomik Sengupta (ORCID: https://orcid.org/0000-0003-3357-1216)
- Abhinav Singh
- Supreet Kaur (ORCID: https://orcid.org/0000-0003-3267-8687)
- Chunsheng Yin
- Mohamed Ragab
- Jason Dong
- Jasraaj Singh
- Zainab Abdalla
- Yasir Babkir Ali Al-Shambaty
- Doha Mohammed Ahmed Almakki
- Shubhang Hariharan
- Arwa Faisal
- Mohamed Mahmoud
- K. C. Chang
- Mohammed Salah (ORCID: https://orcid.org/0000-0003-3311-6811)
- Osama Selim (ORCID: https://orcid.org/0000-0003-1304-1293)
- Yong Ning (ORCID: https://orcid.org/0000-0003-4801-1676)
- Mohamed Yassin (ORCID: https://orcid.org/0000-0001-6880-3377)
- Rong Jin (ORCID: https://orcid.org/0000-0002-5666-9497)
- Dora C. Huang (ORCID: https://orcid.org/0000-0003-1261-1741)
- Amna Zaheer (ORCID: https://orcid.org/0009-0006-7031-5333)
- Shiren Sun (ORCID: https://orcid.org/0000-0001-5724-9489)
- Khalid Mohamed (ORCID: https://orcid.org/0000-0002-2190-0783)
- Tamer Hassan (ORCID: https://orcid.org/0000-0003-2136-7875)
- Mahmoud Khalil (ORCID: https://orcid.org/0000-0001-9007-2945)
- Amna Shafaat
- Tiffany M. Yue (ORCID: https://orcid.org/0000-0002-7285-4860)
- Katie Wang (ORCID: https://orcid.org/0000-0001-7041-7782)
- Richard McGee (ORCID: https://orcid.org/0000-0002-3125-8253)
- Peter Stewart (ORCID: https://orcid.org/0000-0002-0771-5477)
- Mingyong Xie (ORCID: https://orcid.org/0000-0003-3004-7638)
- Mingchun Liu (ORCID: https://orcid.org/0000-0002-8828-4807)
- Kenneth Lin (ORCID: https://orcid.org/0000-0001-9643-5858)
- S. Robinson (ORCID: https://orcid.org/0000-0002-5763-2696)
- Tarek Hussein (ORCID: https://orcid.org/0000-0002-3764-2782)
- Mohamed Hassan (ORCID: https://orcid.org/0000-0001-6695-6142)
- Sean Nguyen (ORCID: https://orcid.org/0009-0001-4779-2100)
- Mostafa Shalaby (ORCID: https://orcid.org/0009-0008-7258-6887)
- E. Guerra (ORCID: https://orcid.org/0000-0002-1925-1059)
- Anwar Mohamed
- Sonakshi Sharma
- Ahmed Khairy (ORCID: https://orcid.org/0009-0003-9964-6046)
- Rahavi Senthilrajan
- Michelle Chau
- Amanda Gonzalez Pegorer
- Alyssia De Grandi
- Mehmet Emin Kara
- Akshay Soni
- Kabir Khanna (ORCID: https://orcid.org/0009-0001-4271-1455)
- Maria P. Ntalouka (ORCID: https://orcid.org/0000-0003-2458-9342)
- Sean Stevens (ORCID: https://orcid.org/0000-0003-3522-1412)
- Justin Chou (ORCID: https://orcid.org/0000-0001-5052-031X)
- Mahmoud Hassanein (ORCID: https://orcid.org/0000-0002-1582-6177)
- Victoria Ly (ORCID: https://orcid.org/0009-0005-3988-4266)
- Matthew Heard (ORCID: https://orcid.org/0000-0003-2563-7430)
- M. Mohamed (ORCID: https://orcid.org/0000-0003-3444-5086)
- Elton Edwards (ORCID: https://orcid.org/0000-0002-9455-8069)
- Ahmed Ibrahim Elsakka (ORCID: https://orcid.org/0009-0002-3516-2512)
- Ayesha Akbar Waheed (ORCID: https://orcid.org/0000-0002-3840-1809)
- Kexin Sun (ORCID: https://orcid.org/0009-0008-7190-1830)
- Ally Hui (ORCID: https://orcid.org/0000-0003-1317-4280)
- Hailin Zhao (ORCID: https://orcid.org/0000-0002-4736-5897)
- Yasser A. Noureldin
- Mahmoud Saad (ORCID: https://orcid.org/0000-0002-2270-168X)
- Krishnankutty Rajesh
- Zatul Akmar Ahmad (ORCID: https://orcid.org/0000-0003-0793-5389)
- Christine Wang (ORCID: https://orcid.org/0000-0002-8706-7157)
- Mohamed Adam (ORCID: https://orcid.org/0000-0002-7818-6744)
- Nikolaos Tsakiridis (ORCID: https://orcid.org/0000-0003-0107-6042)
- Peter Nguyen (ORCID: https://orcid.org/0009-0006-6969-003X)
- Shane Zhang
- Narimantas Evaldas Samalavičius (ORCID: https://orcid.org/0000-0001-7056-6980)
- Nader Mohamed (ORCID: https://orcid.org/0000-0002-5686-7848)
- Vincent Jiang (ORCID: https://orcid.org/0000-0002-5829-2056)
- Victor Yu (ORCID: https://orcid.org/0000-0002-7805-3474)
- Mohamed Al Sayed (ORCID: https://orcid.org/0000-0001-9361-7007)
- A. Hammoud (ORCID: https://orcid.org/0000-0002-8724-1717)
- Eman Ayman Nada (ORCID: https://orcid.org/0000-0003-4313-1513)
- M Mohammed (ORCID: https://orcid.org/0009-0003-4586-5913)
- Muhammad Hassan Raza (ORCID: https://orcid.org/0000-0001-9857-1909)
- Melissa Park (ORCID: https://orcid.org/0000-0002-2006-1914)
- Michael Gould (ORCID: https://orcid.org/0000-0003-2784-9576)
- V. Martinez (ORCID: https://orcid.org/0000-0003-0552-3583)
- Mohammad Aljamal (ORCID: https://orcid.org/0009-0002-8813-5753)
- Bruno Laganà (ORCID: https://orcid.org/0000-0002-7660-8974)
- Mohamed Reda Halawa (ORCID: https://orcid.org/0000-0002-6594-7479)
- Hamza Ashraf (ORCID: https://orcid.org/0000-0003-1821-4085)
- Chun-Yen Wu
- Monica Morgan
- M.-F. Huang
- J.A. Struthers
- Maab Ali
- Richard Liang (ORCID: https://orcid.org/0000-0002-6878-3959)
- Christine Gan
- Dikshya Parajuli
- P.C. Wong (ORCID: https://orcid.org/0009-0001-6999-8839)
- Patrick Ross
- Saif Ur Rehman
- Madhavi Singh
- Neel Kamal Mishra
- S Sivakumar
- Aml Ali
- Rosemary Kirk
- Wahiba Ahmed
- N A Matheson
- Cindy Xu
- Juliet Chan
- Serien Hossain Bensalem
- David Thornton-Hume
- Fraizer Mulder
- Dwain Quadros
- Yijia Shen
- Anas Alwahaib
- Eleanor Horsburgh
- Konstantinos S. Giannakopoulos
- Isabel Soh
- Jamal Yaghmour
- Majd Hassan
- Jainam Shah (ORCID: https://orcid.org/0000-0003-0387-4427)
- Ikranur Yavuz
- Aiden Cheung
- Elodie Honore
- Alnazeer Y Abdelbagi
- Michelle S. Yao
- Emanuele Di Marco (ORCID: https://orcid.org/0000-0002-5920-2438)
- Yasmeen Sayed
- Adnan Gündoğdu (ORCID: https://orcid.org/0000-0003-2341-3572)
- Taylor Frost
- A. Omer
- Mara Gorgone
- Hawa Mohammed Hassan Mohammed (ORCID: https://orcid.org/0009-0009-7113-3170)
- Muhammad Baffah Aminu (ORCID: https://orcid.org/0000-0003-2162-8115)
- Dimitrios Schizas
- Selman Sökmen
- M Pottier
- S Hassan (ORCID: https://orcid.org/0009-0004-3369-873X)
- Nasrullah Khan
- Dimitrios Korkolis
- Fouad Yousif
- Will Tran
- Shereen Allam
- Christine Keng (ORCID: https://orcid.org/0000-0003-4550-4141)
- Ashraf Rasheed
- S. Dilip Chand Raja
- A. Salameh
- Steve Tao
- Yara Sherif
- Cristian Ene Roată
- Sahar Mahmoud Elkhedr Abdelgawad
- Lisa Matthews
- Emeka Ayogu
- A Waraich
- Luisa Moretti
- Jaspreet Kaur Sandhu
- Apostolos Athanasiadis (ORCID: https://orcid.org/0000-0002-6354-5716)
- M.A. Baccar
- Magdy Mahdy
- Randa Soliman (ORCID: https://orcid.org/0000-0003-2730-7398)
- N. Patrick McCabe (ORCID: https://orcid.org/0000-0003-3131-4523)
- Ossama T. Osman
- Ziya Çetinkaya
- Seung-Kee Min (ORCID: https://orcid.org/0000-0002-9795-0410)
- Rohit Paul
- Abdelhadi Elmubark
- Noori Chowdhury (ORCID: https://orcid.org/0000-0002-6650-7352)
- Chris Nahm
- A Collins
- Alisha Rawal
- Adedayo Idris Salawu
- Mounira Rais (ORCID: https://orcid.org/0000-0002-2327-3453)
- Kenneth K. Wong (ORCID: https://orcid.org/0000-0001-8560-9007)
- Ibrahim Abdullahi (ORCID: https://orcid.org/0000-0003-1285-2086)
- Ahmed Sakr (ORCID: https://orcid.org/0000-0003-0292-9086)
- Rohan Patel
- Matt Kumove
- Emma Gunn
- Mohamed Abdulaziz
- Mazin Akasha
- Yannick De Silva
- K Atherton
- M. Diab
- Nandini Karthikeyan
- Asmaa Salah
- Rasool Maala
- Ahmed Mosaad
- Wikus Vermeulen
- Mithra Sritharan
- Nakjun Sung
- Mohamed Taman
- Ria George
- Joel Amwe Adze (ORCID: https://orcid.org/0000-0002-7577-5244)
- K E F Hobbs
- U Ogbonna
- Joel I. Ward (ORCID: https://orcid.org/0009-0006-3757-3306)
- Chris Fraser
- Tayseer Athamneh
- B K McLeod
- Emily Ahmed
- Jennifer Addley
- A D Toft
- Hamish Rae
- Ahmed Elewa
- Richard Cade
- Bryan Fong
- Kim Dung Nguyen
- Charles Roth
- Eithar Adam
- Pin‐Zhir Chao
- Vittorio Bresàdola
- Ahmed Hamdy
- S. L. Tsui
- J. Barker
- Chris Walters
- J. Ross
- Natalie Chand
- Craig House
- Ataul Hafeez Imran
- Y. M. Fu
- Reem Ahmed
- Elisabeth Goldfinch
- Abdulhamid Shaban
- James Wong
- C.P. Patil
- Mohammed Nasereddin
- Radwa Ali
- Hatem Soltan
- M. Ben Nasr (ORCID: https://orcid.org/0009-0000-0971-3312)
- Annie George
- Jonathan Luo
- Ashraf Hamza
- Naveen Nara
- Hanaa Mohamed
- Imran Javed
- Marya Bensalem
- Olabisi Timothy Adeyemo (ORCID: https://orcid.org/0000-0002-8862-7611)
- Indrajit Fernando (ORCID: https://orcid.org/0000-0002-1432-145X)
- Mohamed Moftah
- A Canavese
- A. Patiño Bravo
- Ali Alzarga
- A.R. Askar
- Morgan Mckenzie
- L O'Brien
- Edward Latif
- Jennifer Vu
- Mahesh Sakthivel (ORCID: https://orcid.org/0000-0002-7254-5232)
- Suqi Tan
- A. B. Corrigan
- Raymond Zeng
- Ming Zhou How
- Shalni Golani
- Kevin Yi
- Michael Bei
- S. Jayatilleke
- William Lai
- Yida Zhou
- J. Fletcher
- A Chua
- Deborah Wright (ORCID: https://orcid.org/0000-0003-3764-868X)
- Mustafa Elfadli
- S.R. Ramphal
- Habeeba Ahmed
- Thomas W. Mackay (ORCID: https://orcid.org/0000-0002-4546-9334)
- William Ju
- Ahmed Al-Barki
- Abdalla Ahmed
- P Onwuhafua
- Prabhath T. Wagaarachchi
- Luis A. Sánchez (ORCID: https://orcid.org/0000-0003-1724-7491)
- Omer Elfaroug Amin Mohammed
- Esraa Nasser
- C L McGuinness
- Mahmoud B Alhassan
- Marryum Mukhtar
- Dina Othman
- R. L. Keenan
- Sawssen Chakroun
- Eu Ling Neo
- Shahda Ali
- Malaz Azhari
- Anthony Tran
- Janice Lim
- A. E. Karrar
- Majjd Alnajjar
- Michael C. K. Khoo (ORCID: https://orcid.org/0000-0001-7680-5989)
- A Galal
- Matthew Brown
- Emily Taylor
- Angela Carlos
- Habiba Ibrahim Abdullahi
- Adewumi Bakare (ORCID: https://orcid.org/0000-0002-7044-1392)
- A. Betts
- Wai Ka Hung (ORCID: https://orcid.org/0009-0001-4206-2985)
- A.A. Ebrahim
- N. Soliman (ORCID: https://orcid.org/0009-0002-6082-7408)
- Munya Ali Talab Khairy
- Safaa Othman
- Mohamed Mohamed
- Abdelrahman Farag
- Suat Li Ng
- Nicholas Quek
- Paul Chimezie Andrew
- Monira Sarih
- Ayse Nilufer Yuzgec
- John Glynatsis
- Alex Mesecke
- Leannedra Kang
- Brodee Lockwood
- L A Bland
- Haotian Xiao
- Jeff Fu
- Jonathon Foo
- Rachel Sara
- O Donaldson
- Sakshar Nagpal
- Diana Sofía Garcés Palacios
- Mansour Khalifa
- Michael Adly
- Hind Saada
- Clarissa Ting
- Clara Forbes
- Enrique Ruíz
- A. Ravi
- G Sivakumar
- Faiza Qureshi
- S. Prasad
- Rumnea Sok
- Amanda Shui
- M. Hassan
- Kunyuan Gan
- Billy Wu
- Kağan Zengin
- Clare O’sullivan
- O. Sierra
- T. J. Law
- Emad A. Salem
- Issa Matar
- S. Awadallah
- Yi Xin Kwan
- Samir Jamali
- M. F. Cuthbert
- Walid Abdullah
- Temiloluwa Peace Maxwell
- T.E.J. HEALY
- Alaa A. Salih
- Jodie Jamieson
- Greg O’Grady
- Olakunle Fatai Babalola
- S. Ren (ORCID: https://orcid.org/0009-0003-1201-1452)
- C Ong
- Evangelos Papanikolaou
- Najwa Abdelrahim
- Hoda Salem Alhaddad
- Nurtac Kıralı
- Raneem Atta
- Aya Basam
- Pei Jun Fong
- Aly Sanad
- A.M. Abdelrahman
- Joseph C. Kong
- T. Tun (ORCID: https://orcid.org/0009-0006-5900-717X)
- Nadir Hilal
- Fatma A. Monib
- Sara Sánchez García
- Mohammed Maali
- Marwan Aldeges
- Dima Khassawneh
- Bader Abo fadalah
- Ayah Alhaleem
- Mosab Alboon
- Fadwa Elreaid
- Omar A. Elkharaz
- Tariq Alfrjani
- Khaled Khafifi
- Hassan Bushaala
- Fatima Asedeq Abdulali
- Alzahra Lemhaishi
- Maram Alameen
- Husam Enaami
- Yesika Alejandra Guerra-Juárez
- Christian Woodbridge
- Jainey Bhikha
- Levi Simiona
- Oghenekaro Samuel Ifoto (ORCID: https://orcid.org/0000-0003-3240-0706)
- Hope Isaac
- Timothy Jawa
- Bolarinwa Eniola
- Ghaida Manasrah
- Fatima Khouja
- Esin Ozkan
- Hale Nur Tiras
- Dilan Pehlivan
- Beyza Durdu
- Ziya Can Kus
- Charlotte Cornwell
- Ropafadzo Muchabaiwa
- Leshya Naicker
- Liberty Marrison
- Behzad Niknami
- Caitlin Del Solar
- Katie Vanzuylekom
- Muskan Jangra
- Stephen Dzator
- Pavatharane Sarangadasa
- Mahmoud Mongy
- Osama Albarhomy
- Reham Aboelela
- Wesam Kussaili
- Fotios Kontidis
- Saif Alhaleeq
- Lana Osher
- Hamza Abuuqteish
- Sireen Shehahda
- Risan Alrosan
- Tariq Khaldoon
- Lara Alnajjar
- Mohammad Khadrawi
- Omar Hazaymeh
- Leen Karasneh
- Safa’ Al-Haek
- Marin Almahroush
- Tamam Alfrijat
- Aya Elporgay
- Hadeel Shanag
- Rima Gweder
- Amal Alzarroug
- Fatma Fathi Elreaid
- Salima Algabbasi
- Salma Esaiti
- Fatima Alariby
- Mohamed Isweesi
- Ahmed Mohammed Abodina
- Aya Alqaarh
- Husein Aboudlal
- Aisha Swalem
- Esra Shagroun
- Hoda El Mugassabi
- Fatima Abushaala
- Amany Abuzaho
- Nida Juha
- Bushra Altughar
- Donia Elferis
- Maren Grada
- Ahlam Elkheshebi
- Zahra Alragig
- Atab Kharim
- Ghaliya Mohamed H Alrifae
- Jaber Arebi
- Fatma Alagelli
- Retaj Alaqoubi
- Yara Talal Mohammed Bariun
- Abdulhadi Mohammed Alhadi Alhashimi
- Asraa Ali Alboueishi
- Najah Alsari
- Khaled Abushanab
- Afiq Aizat Ramlee
- Ahmad Anuar Sofian
- Siti Nasyirah Nisya Adnan
- Héctor Erasmo Alcocer Mey
- Jorge Arath Rosales Isais
- Juventino Tadeo Guerrero Zertuche
- Lucy Waldin
- Lily Winthrop
- Sai Harshitha Penneru
- Kenya Brooke
- Nayanika Podder
- Puja Jinu
- Ibrahim S Al Busaidi
- Grace Coomber
- Tanya Divekar
- Erin Gernhoefer
- Fatima Hakak
- Jenny Soek
- Jess Radovanovich
- Kushan Ghandi
- Vineeth Vimalan
- Nicholas Waaka
- Ethan Figgitt
- Rebecca Luu
- Shadie Asadyari-Lupo
- Omar Nosseir
- Sof'ya Zyul'korneeva
- Ohia Ernest Ukwuoma
- Isa Mienda Sajo
- Liman Haruna Usman
- Favour Chinenye Nnaji
- Joy Onyekachi Agu
- Oluwatosin Olakunle Motajo
- Abdulkarim Iya
- Farida Onimisi-Yusuf
- David Wujika Ngwan
- Abraham L Filikus
- Daniel Wycliff
- Taiwo Buari
- Adetolu Ogidi
- Asi-oqua Bassey
- Peter Ejembi
- Femi Ibiyemi
- Hafeez Salawu
- Justina Oruade
- Anoosha Marium
- Syed Musa Mufarrih
- Maliha Taufiq
- Urauba Kaleem
- Urwah Muneer
- Yumna Kashaf
- Tabish Atiq
- Daniyal Babar
- Ibraheem Hammouri
- Sa'ed Shalalfeh
- Mohammed Astal
- Mosheer Al-Dahdouh
- Nimatee Dawod
- Mohammad Malasah
- Shehab Abuhashem
- Doaa Bagazi
- Pablo Clemente-Navarro
- Jorge Sanz-Romera
- Rocio Valverde-Vazquez
- Loreto Bacariza
- Violeta Ureña
- Mohamed Salaheldein
- Enas Mohammedtom Abdulhameed Babekir
- Menhag Abdelbast
- Noon Moawia
- Rowa Abdalsadeg
- Naomi Rigby
- Amna Elaagib
- Mubarak Abdelkhalig
- Khalid Nour Eldaim
- Mansour Wedatalla
- Ruaa Yasir
- Sara Mohmmed
- Reem Rafea
- Mohamed Altahir
- Essam Eldien Abuobaida Banaga
- Noon Ezzeldien Abdalmahmoud
- Rofuida Hussien Nafie
- Abdullah Aljoumaa
- Oumayma Benamor
- Tolga Gover
- Kerem Rifaioglu
- Duygu Ece Benek
- Mert Arslangilay
- Mert Aslangilay
- Ahmet Can Alagoz
- Ramazan Kemal Sivrikaya
- Duygu Baysallar
- Hale Cepe
- Taha Anıl Kodalak (ORCID: https://orcid.org/0000-0002-7855-7955)
- Mehmet Emre Gecici
- Zeynep Düzyol
- Güşta Elieyioğlu
- Zeynep Hazal Baltacı
- Cem Fergar
- Elif Zeynep Tabak
- Alperen Taha Certel
- Mert Omur
- Mirac Ajredini
- Eylül Şenödeyici
- Furkan Hokelekli
- Seyma Orcan Akbuz
- Alayna Craig-Lucas
- Aashrinee De Silva Abeweera Gunasekara
- Bushra Zamanbandhon
- Mason Crossman
- Lewis Hewton
- Benjamin Dowdle
- Deepak Rajan Jeyarajan
- Sarahjane Norton-Smith
- Ashleigh Lown
- Aneel Blassey
- Henry Kocatekin
- Felix Ziergiebel
- Karan Chandiok
- Lynette Ngothanh
- Rivindu Wijayaratne
- Emma Carnuccio
- John Van Bockxmeer
- Francesca Orchard-Hall
- Jessica Boyley
- Varun Changati
- Tanishq Khandelwal
- Hannah Legge-Wilkinson
- Mia Komesaroff
- Manideep Namburi
- Rachael Heigan
- Yasmine Butterworth
- Tomas Sadauskas
- Kajal Mandhan
- Sai Keerthana Nukala
- Anna Crotty
- Adriana Esho
- Mark Slavec
- Nick Clarnette
- Sean Flintoft
- Will Swansson
- Daniel Abulafia
- Katie Van Zuylekom
- Kate Van Zuylekom
- Jazmina Tarmidi
- Mahmoud Ugool
- Leshya Naiker
- Armitesh Nagaratnam
- Mohamed Haseef Mohamed Yunos
- Rachel Phu
- Aki Flame
- Elizabeth Crostella
- Sriya Bobba
- Yin Chi Hebe Hau
- Emily Heaney
- Akeedh Razmi
- Prasanna Pothukuchi
- Matthew Clanfield
- Rami Dennaoui
- Kristian Baziotis-Kalfas
- Hannah Denby
- Rana Abdelmeguid
- Xireaili Feierdaiweisi
- Sasini Vidanagama
- Tharushi Sampatha-Waduge
- Chatnapa Yodkitydomying
- Julia Silverii
- Ridvan Atilhan
- Kristina Vanguardia
- Hodo Haximolla
- Danielle Chéné
- Philip Jakanovski
- Pattarapan Tang-Ieam
- Damian Golja
- Amy Gojnich
- Luca Burruso
- Nathan Mcorist
- Daniel Mauricio Bolanos Nanez
- Donia Eldomiaty
- Rawan Rafaei
- Youssef Elghoul
- Yousef Tarek
- Zeyad Haggag
- Dina Atef
- Mostafa Abdelbaky
- Ahmed Shipa
- Samah Abdelnaeam
- Fady Barsoum (ORCID: https://orcid.org/0000-0003-2422-5290)
- Doaa Abdelbaset
- Nour Salah Khairallah
- Enas Abdelbaset Abdelsamed
- Esraa Hamoda
- Fatma Harb
- Kerollos Henes
- Ola Haroon
- Tarek A Hussien
- George Sobhy
- Osama Fathy Ali Ali Rashed
- Bassant Maged Maged
- Bassma Raslan
- Eman Teema
- Asmaa Deafallah
- Rabiaa Alomar
- Issa AbuShawareb
- Georgios Korovesis
- Olga Maria Valaroutsou
- Stergios Kopatsaris
- Apostolos Champipis (ORCID: https://orcid.org/0000-0002-6702-3608)
- Fragkiskos Angeslis
- Mohammed Khorsheed
- Giulia Giuzzardi
- Farah Banihani
- Nada Massadeh
- Dima Al-issawi
- Basel Elyan
- Qotadah Al-Shami
- Gopal Singh
- A Youssef (ORCID: https://orcid.org/0000-0002-7728-0077)
- Arfaan Sheriff (ORCID: https://orcid.org/0000-0002-9643-3008)
- James Fung (ORCID: https://orcid.org/0000-0002-8492-7377)
- Uzair Ahmed (ORCID: https://orcid.org/0000-0001-7354-3696)
- Mohamd A. A. Alkchr
- Mahammed Aldreawi
- Sharifah Nor Amirah Syed Abdul Lati Alsagoff
- Doha Amir AtaAlmanan
- men Roshdy
- Mohammed Fargaly
- Reham Silem
- Ahmed Zaharia
- Mohammed Attiah
- Abdalqader Al Smadi
- ath Al-Hazaimeh
Institutions
- University of Aleppo (SY)
- Suez Canal University (EG)
- Griffith University (AU)
- Australian National University (AU)
- Hebron University (PS)
- Texas Tech University (US)
- Trakya University (TR)
- Camden and Campbelltown Hospitals (AU)
- University of Udine (IT)
- The University of Sydney (AU)
- University of Tasmania (AU)
- New South Wales Department of Health (AU)
- Ekiti State University (NG)
- Lehigh Valley Hospital-Pocono (US)
- Royal Adelaide Hospital (AU)
- The Royal Melbourne Hospital (AU)
- Izmir University (TR)
- Box Hill Hospital (AU)
- King Edward Medical University (PK)
- Deakin University (AU)
- Misurata University (LY)
- University of Cauca (CO)
- University of Auckland (NZ)
- Nil Ratan Sircar Medical College and Hospital (IN)
- Mansoura University (EG)
- Karadeniz Technical University (TR)
- Ufuk University (TR)
- Universidad Autónoma de Nuevo León (MX)
- Flinders University (AU)
- Abubakar Tafawa Balewa University (NG)
- The University of Western Australia (AU)
- Alzaiem Alazhari University (SD)
- Zagazig University (EG)
- Dokuz Eylül University (TR)
- Mutah University (JO)
- University of Tripoli (LY)
- Hitit Üniversitesi (TR)
- Goulburn Base Hospital (AU)
- Royal Prince Alfred Hospital (AU)
- Royal Perth Hospital (AU)
- Lahore General Hospital (PK)
- Queen Elizabeth II Jubilee Hospital (AU)
- Gold Coast Hospital (AU)
- Jordan Hospital (JO)
- Tripoli Central Hospital (LY)
- King Abdullah University Hospital (JO)
- Palestinian Hydrology Group (PS)
- Middlemore Hospital (NZ)
- Austin Hospital (AU)
- John Hunter Hospital (AU)
- Civil Hospital Karachi (PK)
- Logan Hospital (AU)
- King Saud Medical City (SA)
- Wellington Hospital (NZ)
- Gosford Hospital (AU)
- Hunter Water (AU)
- Women's and Children's Hospital (AU)
- Monash Medical Centre (AU)
- Wollongong Hospital (AU)
- Auckland City Hospital (NZ)
- Waikato Hospital (NZ)
- Lyell McEwin Hospital (AU)
- Frankston Hospital (AU)
- The Alfred Hospital (AU)
- North Shore Hospital (NZ)
- Sir Charles Gairdner Hospital (AU)
- Services Hospital (PK)
- Dunedin Public Hospital (NZ)
- Christchurch Hospital (NZ)
- Northern Hospital (AU)
- Aga Khan University Hospital (PK)
- Flinders Medical Centre (AU)
- Canberra Hospital (AU)
- Westmead Hospital (AU)
- Afe Babalola University (NG)
- Kaduna State University (NG)
- Bezmiâlem Vakıf Üniversitesi (TR)
- Istanbul Medipol University (TR)
- National Ribat University (SD)
- Korean Council for University Education (KR)
- University of Benghazi (LY)
- Klaipėda University (LT)
- Palestine Polytechnic University (PS)
- Auckland University of Technology (NZ)
- University Ferhat Abbas of Setif (DZ)
- Institutul Regional de Oncologie (RO)
- Moscow City Hospital No 29 (RU)
- Tanta University Hospital (EG)
- Hospital Universiti Sains Malaysia (MY)
- Mansoura University Hospital (EG)
- Northland District Health Board (NZ)
- Department of the Premier and Cabinet (AU)
- Gaziantep Children's Hospital (TR)
- Lehigh Valley Health Network (US)
- Latrobe Regional Hospital (AU)
- Tauranga Hospital (NZ)
- Azienda Unità Sanitaria Locale di Ferrara (IT)
- Queen Elizabeth Hospital (AU)
- Centre Hospito Universitaire de Sétif (DZ)
- Rotorua Hospital (NZ)
- Ipswich Hospital (AU)
- Sunshine Coast University Hospital (AU)
- Western NSW Local Health District (AU)
- Dr Lütfi Kırdar Kartal Eğitim ve Araştırma Hastanesi (TR)
- Clinical Hospital No. 8 (RU)
- Atrium Medical Cente (US)
- Stanford Health Care (US)
- University Hospital of Larissa (GR)
- Ballarat Health Services (AU)
- Sina Hospital (IR)
- Bowral & District Hospital (AU)
- Istanbul University-Cerrahpaşa (TR)
- Counties Manukau District Health Board (NZ)
- Laiko General Hospital of Athens (GR)
- Samsun University (TR)
- Western Health (AU)
- Ippokrateio General Hospital of Thessaloniki (GR)
- WA Country Health Service (AU)
- Albury Wodonga Health (AU)
- Northern Sydney Local Health District (AU)
- Azienda USL di Bologna (IT)
- Hospital Arnau de Vilanova (ES)
- Lishman Health Foundation (AU)
- Istituto Ortopedico Rizzoli (IT)
- St Savas Hospital (GR)
- Assiut University Hospitals (EG)
- Gazi Hastanesi (TR)
- Mayo Clinic in Arizona (US)
- Western Regional Hospital (NP)
- University of Abuja Teaching Hospital (NG)
- Sağlık Bilimleri Üniversitesi (TR)
- Hospital Universitario Dr José Eleuterio Gonzalez (MX)
- City Clinical Hospital (RU)
- Ospedale L. Bonomo (IT)
- Sudan Medical Specialization Board (SD)
- St John of God Hospital (AU)
- IASO General Hospital (GR)
- Mayo Clinic in Florida (US)
- Taranaki Base Hospital (NZ)
- Hospital General de Elda (ES)
- University of Bahri (SD)
- Hospital Universitari Sant Joan de Reus (ES)
- Southland Hospital (NZ)
- Melbourne Clinic (AU)
- Ibn Sina Hospital (KW)
- University of Ilorin Teaching Hospital (NG)
- Hunter New England Local Health District (AU)
- Phipps Houses (US)
- G. Papanikolaou General Hospital (GR)
- Republic Klaipeda Hospital (LT)
- Médecins Sans Frontières (JO)
- First Affiliated Hospital of Jinan University (CN)
- Plymouth Hospital (GB)
- İstanbul Kanuni Sultan Süleyman Eğitim ve Araştırma Hastanesi (TR)
- Hospital Fatuma Bourguiba Monastir (TN)
- Armadale Health Service
- Royal Australasian College of Surgeons (AU)
- Monash University (AU)
- The University of Adelaide (AU)
- Gadarif University (SD)
- Modibbo Adama University of Technology (NG)
- Western Sydney University (AU)
- Menoufia University (EG)
- Medical College and Hospital, Kolkata (IN)
- Marmara University (TR)
- ZTE (United States) (US)
- University of Newcastle Australia (AU)
- Muğla University (TR)
- University of Otago (NZ)
- Universiti Teknologi MARA (MY)
- Alexandria University (EG)
- Poultry CRC (AU)
- Aswan University (EG)
- Port Said University (EG)
- Texas Tech University Health Sciences Center (US)
- University of Edinburgh (GB)
Publication Details
- Journal
- npj Digital Medicine
- Published
- 2025-08-26
- DOI
- https://doi.org/10.1038/s41746-025-01798-6
- Primary Topic
- Opioid Use Disorder Treatment
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- Maurice and Phyllis Paykel Trust
- University of Newcastle Australia
- Health Research Council of New Zealand