Predicting opioid consumption after surgical discharge: a multinational derivation and validation study using a foundation model

Varghese, Chris

;Peters, Luke;Gaborit, Lorane;Xu, William;Kalyanasundaram, Kaviya;Basam, Aya;Park, Melissa;Wells, Cameron;McLean, Kenneth A.;Schamberg, Gabriel;O'Grady, Greg;Wright, Deborah;Martin, Jennifer;Harrison, Ewen;Pockney, Peter;null, null;Varghese, Chris;Peters, Luke;Gaborit, Lorane;Kalyanasundaram, Kaviya;Basam, Aya;Wright, Deborah;Martin, Jennifer;Park, Melissa;Pockney, Peter;Xu, William;Wells, Cameron;Schamberg, Gabriel;O'Grady, Greg;McLean, Kenneth A.;Harrison, Ewen;Wu, Billy;Goh, Sarah;Li, Jiting;Shah, Jainil;Waraich, Abdullah;Pathak, Upasana;Hilder, Amie;Elhadi, Muhammed;Jabur, Aiden;Ohis, Christina;Ong, Chui Foong;Siribaddana, Venesa;Raubenheimer, Kyle;Vu, Jennifer;Liu, Gordon;Ferguson, Liam;Atherton, Kristy;Dawson, Amanda;Banerjee, Arnab;Dudi-Venkata, Nagendra;Lightfoot, Nicholas;Ludbrook, Isabella;Peters, Luke;Sara, Rachel;Watson, David;Adeyeye, Ademola;Alvarez-Lozada, Luis Adrian;Atici, Semra Demirli;Buhavac, Milos;Calini, Giacomo;Ioannidis, Orestis;Tepe, Mustafa Deniz;Nath, Upanmanyu;Uzair, Ahmad;Yang, Wah;Zaidi, Faseeh;Singh, Surya;Abdullah, Bahiyah;Palacios, Diana Sofia Garces;Ragab, Ahmed;Ahmed, Ahmed;Raubenheimer, Kyle;Daudu, Davina;Benyani, Simran Vinod;Karthikeyan, Nandini;Mansour, Laure Taher;Seow, Warren;Tasi, Zoya;Abdelmelek, Dhia Errahmane;Boussahel, Ikram Fatima Zohra;Kaabache, Oumelaz;Lemdaoui, Naoual;Nebbar, Oualid;Rais, Mounira;Abdoun, Meriem;Kouicem, Aya Tinhinane;Bouaoud, Souad;Bouchenak, Kamel;Saada, Hind;Ouyahia, Amel;Messai, Wassila;Choong, Zhi Shyuan;Ting, Clarissa;Larkin, Michelle;Fong, Pei Jun;Soh, Isabel;De Grandi, Alyssia;Iftikhar, Hareem;Sinha, Akansha;Kapoor, Dhruv;Chlebicka, Tara;Singer, David;Goddard, Kim;Matthews, Lisa;Lin, Rosalina;Chambers, Jessica;Chan, Juliet;Macnab, Brooke;Barker, John;Mckenzie, Morgan;Ferguson, Neil;Juwaheer, Ghanisht;Muralidharan, Vijayaragavan;Gill, Sonia;Sung, Nakjun;Patel, Rohan;Walters, Chris;Nguyen, Kevin;Liu, David;Cabalag, Carlos;Lee, Jennifer;Leow, San-Hui Anita;Ng, Suat Li;Ashraf, Hamza;Mulder, Fraizer;Loo, Jonathan;Proud, David;Wong, Samantha;Zhou, Yida;Soh, Qi Rui;Chye, David;Stevens, Sean;Tang, Patrick;Kritharides, Stephen;Dong, Jason;Morice, Oscar;Huang, Dora;Hardidge, Andrew;Amarasekara, Mishka;Kink, Aleah;Bolton, Damien;Rawal, Alisha;Singh, Jasraaj;Heard, Matthew;Hassan, Yusuf;Naqeeb, Ahmed;Cobden, Andrew;Prinsloo, Duron;Quadros, Dwain;Gunn, Emma;Kim, Ha Jin;Ekwebelam, Jennifer;Shanahan, James;Alkazali, Mustafa;Hoosenally, Mariyah;Nara, Naveen;Nguyen, Peter;Barker, Sally;Tamsett, Zacchary;Rigby, Naomi;Patel, Hinal;Ferguson, Eloise;Byrnes, Lauren;Bravo, Alexander;Hilder, Amie;Hui, Ally;Karmakar, Antara;Wang, Bill;Goonawardena, Janindu;Cheung, King Tung;Chan, Nicholas;Natarajan, Ragul;Cade, Richard;Jin, Rong;Sengupta, Shomik;Snider, Ruth;Morisetty, Harsha;Weeda, Lewis;Sun, Phoebe;Chilaka, Lalitya;Cover, Jacinta;De Silva Abeweera Gunasekara, Aashrinee;Senthilrajan, Rahavi;Alwahaib, Anas;Limmer, Alexandra;Zamanbandhon, Bushra;Jaffry, Kumail;Shen, Yijia;Chua, Alan;Syed, Saifulla;Saha, Sushanth;Glynatsis, John;Aitchison, Lori;Lagana, Bernard;Crossman, Mason;Watson, David;Dawson, Abby;Fong, Bryan;Harrison, Ella;Horsburgh, Eleanor;Khoo, Michael;Mishra, Kritika;Hewton, Lewis;Mesecke, Alex;Tu, Hien;Tun, Than;Wong, Jason;Ong, Elynn;Law, Tara-Nyssa;Landy, Ashlee;Leano, Alyssa;Li, Andrea;Soni, Akshay;Dowdle, Benjamin;Pilgrim, Charles;Abeysirigunawardana, Dewmi;Jeyarajan, Deepak Rajan;Patel, Diya;Chung, Jason;Mckinnon, Kyle;Gould, Madeline;Gilmore, Paul;Geng, Ruxi;Loughnan, Rachael;Norton-Smith, Sarahjane;Nyame, Solomon;Tan, Sarah;Samarawickrama, Sewni;Yoon, Si Woo;Wang, Yantong;Zhang, Yichi;Wang, Zixuan;Mare, Hans;Withanage, Indrajith;Khattar, Mitali;Toft, Alexandra;Sivasuthan, Goutham;Zhao, Hailin;Addley, Jordan;O'brien, Lucinda;Raza, Muhammad;Bindra, Randipsingh;Sharma, Sonakshi;Cornwell, Charlotte;Patil, Aditya;Cheung, Aiden;Lown, Ashleigh;Dawson, Amanda;Blassey, Aneel;Ochigbo, Benjamin;Cheng, Felicity;Fatima, Aleeza;Zhang, Edward;Kocatekin, Henry;Roth, Charles;Brewster, Dani;Kwok, Kelvin;Chen, Paul;Laura, Sharon;Tynan, Dominic;Latif, Edward;Lun, Elizabeth;Honore, Elodie;Ziergiebel, Felix;Blake, Jessica;Chandiok, Karan;Bird, Katie;Ngothanh, Lynette;Lee, Melissa;El-Masry, Mariam;Hamer, Peter;Palaniappan, Ramanathan Rm;Mcgee, Richard;Huang, Sarah;Zhang, Shane;Hariharan, Shubhang;De Silva, Yannick;Lee, Celeste;Fotheringham, Penelope;Incoll, Ian;Cordingley, Timothy;Brown, Matthew;Kang, Leannedra;Wijayaratne, Rivindu;Moore, Parisse;Qian, Gemma;Elgindy, Yara;Carnuccio, Emma;Rae, Hamish;Shehata, Mena;Liu, Mingchun;Lockwood, Brodee;Van Bockxmeer, John;Alsoudani, Ali;Swan, Daniel;Hsieh, Justin;Orchard-Hall, Francesca;Tay, Kai Yun Jodene;Mehra, Raagini;Gebeh, Alpha;Bailey, Ashley;Brown, Georgia;Colaco, Ashley;Gopal, Hemashree;Boyley, Jessica;Changati, Varun;Fletcher, Joseph;Khandelwal, Tanishq;House, Colin;O'neil, Chris;Jaarsma, Emily;Ly, Victor;Balogh, Zsolt;Shui, Amanda;Sathasivam, Vinogi;Legge-Wilkinson, Hannah;Wong, King Ho;Chen, Andrew;Tran, Anthony;Rehfisch, Peter;Wang, Grace;Nguyen, Jonathan;Peker, Joshua;Gallert, Kayla;Komesaroff, Mia;Namburi, Manideep;Goldfinch, Elisabeth;Muchabaiwa, Ropafadzo;Jangam, Aishwarya;Taylor, Isobel;Nusem;Iulian (David) Park;Jin Hyuk;Gundara, Justin;Heigan, Rachael;Tran, Tam;Mackay, Thomas;Butterworth, Yasmine;Sadauskas, Tomas;Tung, Melody;Ellepola, Hasthika;Gan, Christine;Fong, Hakim;Das, Ankita;Naicker, Leshya;Hauptman, Samantha;Kamath, Aditi;Yew, Anthea;Parange, Anupam;Kim, Katie;Kharwadkar, Sahil;Gamage, Tharushi;Vance, Lucille;Seldon, Alexandra;Ghaly, Moheb;Shah, Jainam;Phan, Victoria;Chauhan, Karanjeet;Bassam, Ahmad;Vollenhoven, Beverley;Jaffry, Kumail;Mandhan, Kajal;Sritharan, Mithra;Sakthivel, Mahesh;Evans, Natalie;Robinson, Samuel;Sivakumar, Seiyon;Marrison, Liberty;Jollow, David;Joshi, Krishma;Tao, Steve;Shrestha, Pallavi;Nukala, Sai Keerthana;Hodgson, Russell;Crotty, Anna;Esho, Adriana;Harris, Alasdair;Surkitt, Amy;Bland, Laura;Mcleod, Blake;Yin, Chonghao;Keng, Cambo;Greenwood, Emily;Yuan, Grace;Haege, Emma;Wu, Hongyi;Xiao, Haotian;Pozzi, Isabella;Fu, Jeff;Ross, Jessica Stott;Gentle, Juliette;Gan, Kathy;Chang, Kelvin;Sun, Kexin;Singh, Madhavi;Xie, Maria;Mccabe, Nicholas;Slavec, Mark;Clarnette, Nick;Niknami, Behzad;Zou, Peishan;Flintoft, Sean;Jayatilleke, Shenuka;Sok, Rumnea;Tan, Suqi;Wadhwa, Sanya;Swansson, Will;Abulafia, Daniel;Blundell, Jian;Sweetapple, Amie;Del Solar, Caitlin;Martin, Cameron;Bell, David;Fernando, Isuru;Chang, Jared;Vanzuylekom, Katie;Van Zuylekom, Katie;Van Zuylekom, Kate;Hobbs, Katie;Liang, Richard;Jabur, Aiden;Tarmidi, Jazmina;Ugool, Mahmoud;Beatson, Nicholas;Bowman, Sarah;Moin, Sophie;Tan, Wen Po Jonathan;Chidambaram, Seevakan;Gan, Siang Wei;Wang, Pengnan;Naicker, Leshya;Kim, Katie;Wang, Nicole Qiwen;Kwan, Yi Xin;Patil, Chinmai;Joshi, Divyanshu;Kamath, Aditi;Hanan, Aishath;Sheriff, Arfaan;Duffield, Jaime;Naiker, Leshya;Smitham, Peter;Neo, Eu Ling;Chua, Matthew;Prasad, Shalvin;Nagaratnam, Armitesh;Sammour, Tarik;Lin, Yuxin;Lee, Christine;Hopping, Eve;Jangra, Muskan;Das, Ankita;Lin, Ken;Bunjo, Zachary;Raubenheimer, Kyle;Yunos, Mohamed Haseef Mohamed;Yeung, Kar Long;Phu, Rachel;Betts, Aisling;Just, Benjamin;Gera, Sahil;Leeson, Hilary;Jamieson, Jodie;Wang, Katie;Luu, Emily;Innes, Michael;Vu, Jennifer;Hong, Jonathan;Dzator, Stephen;Flame, Aki;Jiang, Vincent;Kwok, Jianing;Lawrence, Aaron;Meads, Kate;Pearce, Liam;Sarangadasa, Pavatharane;Shaw, Haylee;Yu, Victor;Crostella, Elizabeth;Wong, James;Bobba, Sriya;Muller, Maddison;Hau, Yin Chi Hebe;Wilson, Thomas;Markovic, Aleksandra;Green, Jemma;Forbes, Clara;Burrows, Emalee;Hou, Lachlan;O'sullivan, Clare;Foo, Jonathon;Greig, Hannah;Collins, A. -J;Chandler, Callum;Heaney, Emily;Gross, Hannah;Morgan, Monica;Loder, Rebecca;Rajesh, Krishnankutty;Ananthapadmanabhan, Shravankrishna;Razmi, Akeedh;Vong, Crystal;Pothukuchi, Prasanna;Theophilus, Mary;Sriranjan, Roshni;Kaur, Sharon;Kanczuk, Marcelo;De Groot, Julia;Corrigan, Angela;Li, Damon;Badri, Danniel;Ciranni, Dominico;Needi, Elangovan Thaya;Clanfield, Matthew;Copertino, Nicolas;Rumble, William;Vanguardia, Maria Kristina;Lew, Chen;Dennaoui, Rami;Shah, Jainil;Kong, Joseph;Koh, Imogen;Zeng, Raymond;Baziotis-Kalfas, Kristian;Denby, Hannah;Li, Andy;Tran, Will;Singh, Abhinav;Lin, Olivia;Chau, Michelle;Donaldson;Olivia (Seojung) Min;Christina;Ballah, Shirahn;Tsui, Sonia Ching Ting;Yong, Nathania;Standish, Lucy;Tan, Sarah;Fujihara, Asuka;Davies, Lily;Odisho, Ramin;Ravi, Anjana;Collins, Josh;Chandra, Pooja;Abdelmeguid, Rana;Singh, Gopal;Feierdaiweisi, Xireaili;Seneviratne, Dharani;Srivastava, Shambhavi;Yao, Michelle;Teng, Cherilyn;Chowdhury, Nebula;Vidanagama, Sasini;Lin, Charles;Sampatha-Waduge, Tharushi;Wang, Erica;Yodkitydomying, Chatnapa;Silverii, Julia;Lam, Aaron;Solanki, Krisha;Franks, Angus;Edwards, Liam;Atilhan, Ridvan;Nandurkar, Rohan;Wells, Oliver;Vanguardia, Kristina;King, Dennis;Edwards, Elton;Tran, Quang;Min, Seojung;Rauf, Abdul;Fu, Yangzirui;Haximolla, Hodo;Shang, Mengge;Segaran, Sharrada;Wang, Shelley;Sivakumar, Gananadha;Sandhu, Jaspreet Kaur;Mishra, Neel;Hauptman, Samantha;Chua, Alyssa;Chene, Danielle;Maddern, Guy;Shaw, Henry;Wang, Qiwen;Pang, Siyuan;Lu, Christine;Fung, James;Cyr, Kathryn;Lu, Karen;How, Ming Zhou;Hu, Nelson;Anderson, Paul;Jakanovski, Philip;Youssef, Arkan;Tang, Howard;Keenan, Rory;Chan, Alex;Canny, Mitch;Tahir, Farah;Egerton, James;Yeung, Justin;Chan, Justin;Tiffany, Lea;Bei, Michael;Raj, Mariolyn;Williams, Peter;Nagpal, Sakshar;Outhred, Tim;Krawitz, Russel;Choi, Colin Chan-Min;Younus, Khadijah;Giurgius, Mary;Kirk, Rosemary;Pegorer, Amanda Gonzalez;Tang-Ieam, Pattarapan;Ward, Jack;Wijetunga, Asanka;Zhang, Caitlin;Nahm, Chris;Wang, Christine;Golja, Damian;Jenkins, Gregory;Qian, Helena;Luong, Jason;Nguyen, Kim;Suttor, Sean;Lai, Sherman;Ma, Vanessa;Chen, Yan;Yu, Hoi Hang;Lee, Amos;Barbaro, Antonio;Mcguinness, Cameron;Maddern, Guy;Young, Stevie;Lim, Ye Fang;Trotta, Georgina;Chao, Phoebe;Ding, George;Fang, Carol;Lu, Andi;Wagaarachchi, Prabhath;Cornwell, Charlotte;Gojnich, Amy;Stewart, Peter;Dong, Isabella;Wong, Kenneth;Burruso, Luca;Hogan, Lucinda;Mcorist, Nathan;Singh, Ramnik;Jeyamohan, Ragavi;Hou, Zhen;Lai, William;Taylor, Emily;Pantoja, Maria Alejandra Nanez;Nanez, Daniel Mauricio Bolanos;Hernandez, Gilmer Omar Perez;Ramirez, Lia Jasmin Jimenez;Mohamed, Mohamed;El-Taher, Ahmed Kamal;Elewa, Ahmed;Soliman, Mahmoud Ayman;Diab, Menna;Ali, Radwa;Ahmed, Ahmed;Galal, Adham;Elkhodary, Ahmed;Alaa, Ali;Faisal, Arwa;Badawy, Asmaa;Eldomiaty, Donia;Al Sayed, Mohamed;Rasslan, Esraa;Ramadan, Mohamed;Fares, Gamal Elsayed;Altabbaa, Hashem;Emad, Humam;Alboridy, Muneera;Mongy, Mahmoud;Albarhomy, Osama;Selim, Osama;Rafaei, Rawan;Atta, Raneem;Altaweel, Ahmad;Sherif, Yara;Elghoul, Youssef;Tarek, Yousef;Sabry, Ahmed Abdelfatah;Moustafa, Ahmad;AbouHiekal, Osama;Al Shaqran, Osama;Haggag, Zeyad;Atef, Dina;Mahmoud, Ahmed;Saad, Mahmoud;Ragab, Mohamed;Hussien, Aya;Abdelbaky, Mostafa;Muhammad, Ismail;Morad, Afnan;Ali, Ahmed;Hussien, Ahmed;Shipa, Ahmed;Aboulfotouh, Ahmed;Hashem, Ahmed Mohamed;Morsi, Ahmed;Ebrahim, Alshymaa;Sayed, Ahmed Mohamed;Abdelrahman, Amira;Ali, Aml;Abdelnaeam, Samah;Emam, Asmaa;Shaban, Aya;Barsoum, Fady;Mostafa, Esraa;Abdelbaset, Doaa;Othman, Dina;Othman, Safaa;Khairallah, Nour Salah;Morsi, Salma;Azer, Armia;Abdelsamed, Enas Abdelbaset;Ibrahim, Islam;Abdelbaset, Esraa;Hamoda, Esraa;Monib, Fatma;Harb, Fatma;Maher, Hager;Mohammed, Haitham;Henes, Kerollos;Shamshoon, Kerollos;Hassanein, Mahmoud;Mahdy, Magdy;Khalil, Mahmoud;Ali, Manal;Khalifa, Mansour;Amary, Marwa;Suliman, Merna Ezz;Al Nasr, Mohammed Saif;Elia, Michael;Adly, Michael;Roshdy, men;Al-Quossi, Mohammed;Fargaly, Mohammed;Saber, Mona;Abbas, Mostafa;Haroon, Ola;Khalil, Omima;Talaat, Omnia;Elnagar, Rahma;Soliman, Randa;Aboelela, Reham;Salah, Salem;Abdelgawad, Samia;Hussien, Tarek;Sobhy, George;Sayed, Yasmeen;Othman, Yousra;Silem, Reham;Dawood, Ali;Hemaida, Tarek;Ahmed, Reem;Kamal, Aya;Salah, Mohamed;Zaharia, Ahmed;Salem, Ebrahim;Rashed, Osama Fathy Ali Ali;Halawa, Mohamed;Elfeki, Hossam;Mosaad, Abdelrahman;Shaaban, Abdelrahman;Abdelsalam, Hebatalla;Sakr, Ahmed;Sanad, Aly;Elsawy, Amr;Maged, Bassant Maged;Hegazy, Dana;Abdelmaksoud, Mohamed;Laymon, Mahmoud;Taman, Mohamed;Moawad, Esraa R.;Aboelfarh, Hadeer Elsaeed;Elkenawi, Karim;Osama, Manar;Sadek, Mirna;Elghazy, Mohamed Abdelaziz;Attiah, Mohammed;Nader, Mohamed;Shalaby, Mostafa;Attiya, Omar;Gaarour, Osama Samir;Zaghloul, Ahmed;Mikhail, Pola;Badr, Karim;Soltan, Hatem;Donia, Mohamed;Gaafar, Mohammed;Abdelwahab, Khaled;Sallam, Abdelaziz;Eid, Ahmed;Yousri, Mohamed;Hamdy, Omar;Al-Touny, Aiman;Alshawadfy, Abdelrhman;Hamdy, Ahmed;Ellilly, Ahmed;Mahdy, Ahmed;El-Sakka, Ahmed;Hendawy, Hamdy;Salah, Asmaa;Raslan, Bassma;Teema, Eman;Albayadi, Eslam;Nasser, Esraa;Mohamed, Hanaa;Mahmoud, Mohamed;Elsaied, Mostafa;Taha, Omima;Dahshan, Shaimaa;Al-Touny, Shimaa;Karrar, Ahmed;Khairy, Ahmed;Farag, Abdelrahman;Deafallah, Asmaa;Ads, Alaa Mohamed;Alomar, Rabiaa;AbuShawareb, Issa;Saeed, Abdallah;Mashaal, Abdelhafeez;Ads, Adel Mohamed;Ghanem, Sohila;Elghamry, Ahmed;Nada, Eman Ayman;Noureldin, Youssef Ali;Fouda, Mohamed Fayez;Shaheen, Nourhan;Allam, Shereen;Mazrou, Ibrahim;Shehab, Ali Fahmy;Kussaili, Wesam;Korkolis, Dimitrios;Fradelos, Evangelos;Sarafi, Aikaterini;Machairas, Nikolaos;Giannakopoulos, Konstantinos S.;Stavratis, Fotios;Korovesis, Georgios;Tsourouflis, Gerasimos;Keramida, Myrto D.;Kydonakis, Nikolaos;Kykalos, Stylianos;Syllaios, Athanasios;Dorovinis, Panagiotis;Schizas, Dimitrios;Ioannidis, Orestis;Malliora, Anastasia;Anestiadou, Elissavet;Zapsalis, Konstantinos;Kontidis, Fotios;Loutzidou, Lydia;Ouzounidis, Nikolaos;Bitsianis, Stefanos;Symeonidis, Savvas;Skalidou, Smaragda;Valaroutsou, Olga Maria;Dagklis, Themistoklis;Arvanitaki, Alexandra;Mamopoulos, Apostolos;Athanasiadis, Apostolos;Kopatsaris, Stergios;Kalogiannidis, Ioannis;Tsakiridis, Ioannis;Kapetanios, Georgios;Papanikolaou, Evangelos;Tsakiridis, Nikolaos;Zachomitros, Fotios;Larentzakis, Andreas;Gyftopoulos, Argyrios;Albanopoulos, Konstantinos;Champipis, Apostolos;Yiannakopoulos, Christos;Vrakopoulou, Gavriella Zoi;Saliaris, Konstantinos;Lathouras, Konstantinos;Skoufias, Spyridon;Doulami, Georgia;Bareka, Metaxia;Arnaoutoglou, Eleni;Angelis, Fragkiskos;Angeslis, Fragkiskos;Hantes, Michael;Ntalouka, Maria;Al-Juaifari, Maytham A.;Alwash, Mohammed;Maala, Rasool;Zwain, Yasir Adnan;Saleh, Sara Ahmed;Khorsheed, Mohammed;Pesce, Antonio;Feo, Carlo V.;Bernabei, Massimiliano;Petrarulo, Francesca;Fabbri, Nicolò;Labriola, Raffaele;Barbara, Silvia Jasmine;Bosi, Simone;Romano, Angela;Canavese, Anna;Catalioto, Caterina;Isopi, Claudio;Larotonda, Cristina;Dajti, Gerti;Rottoli, Matteo;Russo, Iris Shari;Cardelli, Stefano;Castagnini, Francesco;Traina, Francesco;Guizzardi, Giulia;Giuzzardi, Giulia;Gorgone, Mara;Maestri, Marco;Cianci, Pasquale;Conversano, Ivana;Restini, Enrico;Gattulli, Domenico;Grillea, Giorgia;Varesano, Marco;Calini, Giacomo;Andriani, Adelaide;Gattesco, Davide;Terrosu, Giovanni;Zambon, Mattia;Cerinic, Pietro Matucci;Moretti, Luisa;Muschitiello, Davide;Polo, Samantha;Bresadola, Vittorio;Wardeh, Salah Abu;Al-Baw, Mahmoud;Alhaleeq, Saif;Al-Issawi, Subhi;Al Smadi, Abdalqader;Alsaify, Esmat;Banihani, Farah;Massadeh, Noor;Massadeh, Nada;Al-issawi, Dima;Elyan, Basel;Al-Shami, Qotadah;Alomari, Yazan;Alkhatib, Abed Alazeez;Alzghoul, Bader;Saleh, Ahmad;Yaghmour, Jamal;Shahin, Mahmoud;Maali, Mohammed;Alatefi, Dawood;Al-Smirat, Heba;Hezam, Abdulhakim;Alathameen, Nassar;Al Hammoud, Amr;Al Kaddah, Abdulrahim;Ayasrah, Salem;Abuuqteish, Hamza;Al-Mwajeh, Tesneem;Makableh, Reena;Bataineh, Saad;Shabaneh, Amin;Alnatsheh, Wesam;Aldeges, Marwan;Hamad, Huda;Shehahda, Sireen;Khassawneh, Dima;Alzyoud, Osama;Alrosan, Risan;Awad, Hasan;Khaldoon, Tariq;Shannaq, Rabab;Al hamoud, Mohammad;fadalah, Bader Abo;Al-Hazaimeh, ath;Khraise, Wail;Alnajjar, Lara;Alnajjar, Majjd;Al-Omary, Sohaib;Ababneh, Adnan;Albashaireh, Alaa;Khadrawi, Mohammad;Aljamal, Mohammad;Athamneh, Tayseer;Muqbel, Ro-a;Al-jammal, Maryam;Masarrat, Ahmad;Al-zawaydeh, Alia;Taha, Ibrahim;Qattawi, Taima';Smadi, Rayyan;Alhaleem, Ayah;Alboon, Mosab;Hazaymeh, Omar;Karasneh, Leen;Al-Haek, Safa';Almahroush, Marin;Alfrijat, Tamam;Elporgay, Aya;Shanag, Hadeel;Agilla, Hamza;Alameen, Hind;Bensalem, Marya;Altair, Mawadda;Ghemmied, Malak;Alarabi, Rehab;Alhudhairy, Sara;Gweder, Rima;Alzarroug, Amal;Alabed, Ebtihal;Elreaid, Fadwa;Elkharaz, Omar A.;Elreaid, Fatma Fathi;Albatni, Safa Sasi;Elmehdawi, Haitham;Gahwagi, Milad;Mohamed, Ayman;Alfrjani, Tariq;Khafifi, Khaled;Rasheed, Ayat;Akwaisah, Ayoub;Bushaala, Hassan;Elfadli, Mustafa;Moftah, Mohamed;Algabbasi, Salima;Esaiti, Salma;Elfallah, Sara;Alharam, Abtisam;Alariby, Fatima;Isweesi, Mohamed;Eldarat, Tarik Ahmed;Dabas, Ayman Arhuma;Alkaseek, Akram;Abodina, Ahmed Mohammed;Alqaarh, Aya;Bakeer, Hibah Bileid;Alhaddad, Hoda Salem;Aboudlal, Husein;Alsaih, Sawsan;Abubaker, Noora;Abdelrahim, Najwa;Alzarga, Ali;Omar, Basma;Faris, Farah;Alhadad, Qamrah;Abufanas, Asma;Badi, Hussameddin;Benismai, Israa;Obeid, Hawa;Abdalei, Abdulwahab;Abdulrahman, Ahmed;Swalem, Aisha;Alzarouq, Ebtisam;Safar, Amna;Shagroun, Esra;Hashem, Boshra;Elrishi, Fatheia;Abdulali, Fatima;Ahmed, Habeeba;Eltaib, Ibrahim;Elzoubia, Joma;Albarki, Aisha;Mugassabi, Hoda El;Abushaala, Fatima;Abuzaho, Amany;Juha, Nida;Egzait, Raneem;Shetwan, Sundes;Lemhaishi, Alzahra;Matoug, Faisel;Abdulwahed, Eman;Askar, Aamal;Ashur, Abir Ben;Bezweek, Adel;Altughar, Bushra;Emhimmed, David;Elferis, Donia;Elgherwi, Laila;Soula, Enas;Gidiem, Doaa;Grada, Maren;Derwish, Khawla;Alameen, Maram;Algatanesh, Nassib;Elkheshebi, Ahlam;Ghmagh, Reem;Barka, Sharf;Ahmeed, Sultan;Aljamal, Sarah;Alragig, Zahra;Addalla, Mohamed;Atia, Ahmed;Kharim, Atab;Mahmoud, Fathia;Binnawara, Muhannud;Alshareea, Entisar;Alsori, Mohamed;Alshawesh, Aisha;Alrifae, Ghaliya Mohamed H.;Ashour, Amira;Abozid, Anwaar;Alflite, Asil Omar Saleh;Mohamed, Anwar;Arebi, Jaber;Alagelli, Fatma;Gineeb, Hana Yousef;Ghmagh, Rawia;Bin Omar, Rihab Mohammed;Alaqoubi, Retaj;Mohammed, Sara;Bensalem, Serien Hossain;Elgadi, Tahani;Sami, Wesam;Bariun, Yara;Alhashimi, Abdulhadi Mohammed Alhadi;Abdulla, Dheba Almukhtar;Rhuma, Heba;Enaami, Husam;Alboueishi, Asraa Ali;Hasan, Hayat Ben;Alkchr, Mohamd A. A.;Albakosh, Bashir;Alsari, Najah;Aldreawi, Mahammed;Hasan, Najat Ben;Abushanab, Khaled;Yahya, Rawad;Samalavicius, Narimantas;Eismontas, Vitalijus;Jurgaitis, Jonas;Aliosin, Oleg;Nutautiene, Vitalija;Zakaria, Andee Dzulkarnaen;Pillai, Anil Kumar Sree Kumar;Vadioaloo, Dinesh Kumar;Daud, Mohamed Ashraf Mohamed;Soh, Jien Yen;Zakaria, Mohd Zaim;Rusli, Siti Mayuha;Ashar, Nur Ayuni Khirul;Ahmad, Zatul Akmar;Ramlee, Afiq Aizat;Alsagoff, Sharifah Nor Amirah Syed Abdul Lati;Sofian, Ahmad Anuar;Jamil, Muhammad Badrul Hisyam Mohamad;Abdullah, Bahiyah;Noorman, Mohamad Faiz;Abidin, Muhammad Fihmi Zainal;Isahak, Mohamed Izzad;Adnan, Siti Nasyirah Nisya;Noor, Zaidatul Husna Mohamad;Alvarez-Lozada, Luis Adrian;Garza, Alejandro Quiroga;Leal, Andrea Aguilar;Reyes, Bernardo Alfonso Fernández;Guerra, Ethel Valeria Orta;Garza, Francisco Javier Arrambide;Mey, Héctor Erasmo Alcocer;Isais, Jorge Arath Rosales;Zertuche, Juventino Tadeo Guerrero;García, Patricia Ludivina González;Sánchez, Luis Antonio Heredia;Mercado, Marcela Patricia Flores;Sierra, Oscar Alonso Verduzco;Morales, Pedro Emiliano Ramos;Fuentes, Stephie Oyervides;Martínez, Víctor Manuel Peña;Guerra-Juárez, Yesika Alejandra;Flores-González, Ana Karina;Singh, Surya;Hadi, Arwa;Woodbridge, Christian;Thornton-Hume, David;Forsythe, Jack;Dharmaratne, Isini;Pai, Vivian;Windsor, John;Zargar, Kamran;Waldin, Lucy;Winthrop, Lily;Alvarez, Matias;Huang, Meileen;Kumove, Matt;Simonetti, Marta;Chand, Namisha;Goldsmith, Oliver;Guo, Oscar;Monk, Paul;Zhou, Karen;Penneru, Sai Harshitha;Prasad, Shaamnil;Ren, Seifei;Hill, Terrence;Mistry, Vyoma;Sun, Selena;Pereira, Ashley;Mclaughlin, Scott;Stokes, Andrew;Sathiyaseelan, Avinash;Rossaak, Jeremy;Lim, Janice;Brooke, Kenya;Quinlan, Liam;Pottier, Mark;Podder, Nayanika;Jinu, Puja;Ramphal, Shanay;Vermeulen, Wikus;Ordones, Flavio;Jeffery, Fraser;Al Busaidi, Ibrahim S.;Divinagracia, Janelle;Ju, William;Liu, Yizhuo;Glyn, Tamara;Thompson, Nasya;Graziadei, Vivien;Canton, Joshua;Furey, Joseph;Choi, Horim;Coomber, Grace;Divekar, Tanya;English, Tessa;Gernhoefer, Erin;Healy, Tom;Chou, Justin;Parajuli, Dikshya;Reed, Catherine;Studd, Rod;Lin, Anthony;Wells, Cameron;Xu, Cindy;Hadi, Arwa;Maccormick, Andrew;Park, Heejun;Rathnayake, Athulya;Williams, Brittany;Chan, Ashley;Smith, Corinne;Casciola, Francesca;Bhikha, Jainey;Luo, Jonathan;Yi, Kevin;Singhal, Megan;George, Ria;Luo, Rosie;Frost, Taylor;Hakak, Fatima;George, Akhita;Carlos, Angela;Ho, Annie;Mcrae, Connor;Lescheid, Jonathan;Soek, Jenny;Pham, Andrew;Clair, Sophie St;Yee, Su-Ann;Lim, Jennifer;Wu, Chun-Yen;Kim, Taehoon;Chua, Anne Qi;Harmston, Christopher;Boyes, Hamish;Cook, Holly;Struthers, Jamie;Radovanovich, Jess;Quek, Nicholas;Fearnley-Fitzgerald, Chekodi;Wright, Deborah;Ghandi, Kushan;Matheson, Natalie;McGuinness, Matthew James;Chen, Brian;Douglas, Rebecca Indiana;Richter, Konrad;Soliman, Nisha Bianca;Bolam, Scott Matthew;Vimalan, Vineeth;Currie, William;Cuthbert, Mitchell;Ross, Poppy;Nicholson, Amy;Garton, Briar;Agnew, Emilie;Conlon, Niamh;Waaka, Nicholas;Kejriwal, Ritwik;Nguyen, Sean;Leung, Edmund;Ratnayake, Milidu;Smith, Quintin;Joseph, Nejo;Yue, Bosco;Fraser, Calvin;Lam, Charles;Figgitt, Ethan;Liu, Gordon;Tan, Kevin;You, Ha Seong;Zheng, Helen;Luo, Jenny;Sharp, James;Khanna, Kabir;Simiona, Levi;Luo, Michel;Wong, Patrick;Luu, Rebecca;Paul, Rohit;Nair, Shiva;Asadyari-Lupo, Shadie;Hung, Wing;Ying, Geoffrey;Ho, Jess;Wu, Alan;Walsh, Eamon;Lee, Jouyee;Liu, Jessie;Yao, Sunny;Nosseir, Omar;Dang, Jennifer;Young, Simon;Zyul'korneeva, Sof'ya;Boyd, Theresa;Ho, Jess;Wu, Alan;Yao, Sunny;Kirfi, Abdullahi Musa;Ningi, Adamu Bala;Garba, Mohammad Albuhari;Salihu, Makama Baje;Ukwuoma, Ohia Ernest;Ibrahim, Abdullahi;Sajo, Isa Mienda;Aminu, Muhammad Baffah;Usman, Liman Haruna;Lanre, Oloko Nasirudeen;Shuaibu, Ibrahim Shaphat;Yusuf, Stephen;Ismail, Tiamiyu;Umar, Gabi Ibrahim;Adeyeye, Ademola;Afeikhena, Ehis;Nnaji, Favour Chinenye;Agu, Joy Onyekachi;Maxwell, Temiloluwa Peace;Motajo, Oluwatosin Olakunle;Ifoto, Oghenekaro;Okon, Seubong-Abasi Imoh;Makama, Jerry Godfrey;Mohammed-Durosinlorun, Amina Abosede;Aminu, Bashiru;Onwuhafua, Polite Iwedike;Mohammed, Caleb;Abdulrasheed, Lubabatu;Adze, Joel Amwe;Suleiman, Khadijah Richifa;Airede, Lydia Regina;Taingson, Mathew Chum;Bature, Stephen Bodam;Kache, Stephen Akau;Ogbonna, Uchechukwu Ohijie;Fufore, Mohammed Bello;Iya, Abdulkarim;Ajulo, Adeshina A.;Mahmud, Ahmad;Yahya, Bilal Shuaibu;Onimisi-Yusuf, Farida;Isaac, Hope;Jawa, Timothy;Joseph, Fashe;Kala, Bemi;Bakari, Maisaratu A.;Ngwan, David Wujika;umar, Abubakar;Filikus, Abraham L.;Wycliff, Daniel;Okunlola, Abiodun;Abiola, Olukayode;Adeniyi, Adebayo;Adeyemo, Olabisi;Awoyinka, Babatunde;Babalola, Olakunle;Bakare, Adewumi;Buari, Taiwo;Okunlola, Cecilia;Adeleye, Gbadebo;Salawu, Adedayo;Abiyere, Henry;Ogidi, Adetolu;Orewole, Tesleem;Abdullahi, Habiba Ibrahim;Akaba, Godwin;Achem, Arome;Bassey, Asi-oqua;Ayogu, Emeka;Sulaiman, Bilal;Isah, Dennis Anthony;Akpamgbo, Chukwunonso Nnamdi;Asudo, Felicia;Adewole, Nathaniel;Oguche, Omachoko;Ejembi, Peter;Sani, Samuel Ali;Andrew, Paul Chimezie;Isah, AliyuYabagi;Eniola, Bolarinwa;Songden, Zumnan;Agida, Teddy;Atim, Terkaa;Mohammed, Taofiq Olayinka;Raji, Hadijat Olaide;Ibiyemi, Femi;Salawu, Hafeez;Fasiku, Olushola;Solagbade, Remi Sanyaolu;Shiru, Mariam Motunrayo;Ibraheem, Gbadebo Hakeem;Oruade, Justina;Ezeoke, Grace;Chawla, Tabish;Aziz, Aliya Begum;Marium, Anoosha;Waheed, Ayesha Akbar;Aamir, Faiqa Binte;Qureshi, Faiza;Ather, M. Hammad;Ali, Iqra Fatima Munawar;Tahir, Izza;Akbar, Maha Ghulam;Ukrani, Ronika Devi;Raja, Sajjan;Virani, Sehar Salim;Noordin, Shahryar;Rehman, Saif Ur;Golani, Shalni;Aamir, Syed Roohan;Mufarrih, Syed Musa;Waqar, Usama;Taufiq, Maliha;Ammar, Ahmed Siddique;Ejaz, Adya;Sarwar, Albash;Khalid, Ahmed Usman;Khattak, Shehrbano;Imran, Aliza;Khalid, Omer Bin;Kaleem, Urauba;Muneer, Urwah;Kashaf, Yumna;Zafar, Fatima;Zaheer, Adil;Ali, Muhammad;Shafaat, Amna;Qazi, Arisha;Imran, Asjad;Tariq, Mahnoor;Aslam, Muhammad Nadeem;Ali, Shehroz;Atiq, Tabish;Wasim, Tayyiba;Babar, Daniyal;Zain, Ahmad;Ibtisam, Muhammad;Ahmed, Uzair;Bin Aqeel, Syed Talha;Muhib, Muhammad;Abbal, Muhammad Anas;Khan, Nasar Ahmad;Javed, Imran;Alkaraja, Layth;Amro, Dana;Manasrah, Ghaida;Hammouri, Ibraheem;Hilail, Ihab Abu;Zalloum, Jihad;Alamlih, Laith;Nasereddin, Mahmoud;Rajabi, Munia;Shalalfeh, Sa'ed;Natsheh, Zeinab;Elessi, Khamis;Jayyab, Mustafa Abu;Astal, Mohammed;Al-Dahdouh, Mosheer;Salameh, Alaa Eddin;Ayyad, Alaa;Dawod, Nimatee;Alsaid, Hamza;Matar, Iyas;Hassan, Majd;Bakeer, Mohammed;Malasah, Mohammad;Abuhashem, Shehab;Salem, Mohammed;Lunca, Sorinel;Dimofte, Mihail Gabriel;Morarasu, Stefan;Musina, Ana Maria;Roata, Cristian Ene;Velenciuc, Natalia;Butyrskii, Aleksandr;Bozhko, Maxim;Ametov, Amet;Chowdhury, Sharfuddin;Bagazi, Doaa;Domenech, Julio;Rosello-Añon, Alejandro;Monis, Ana;Chiappe, Caterina;Cuneo, Beatriz;Clemente-Navarro, Pablo;Febre, Jorge;Sanz-Romera, Jorge;Lopez-Vega, Marcos;Miranda, Ignacio;Valverde-Vazquez, Rocio;Garcia, Sara;Sanguesa, Maria Jose;Balciscueta, Zutoia;Ruiz, Enrique;Marco, Eduardo;Talavera, Elena;Farre, Joan;Bacariza, Loreto;Duart, Mireia;Ureña, Violeta;Carre, Xenia;Hamid, Hytham K. S.;Abd-Albain, Montasir A.;Galal-Eldin, Sami;Sarih, Monira;Adam, Eithar;Ismail, Samir;Azhari, Malaz;Hassan, Tawfieg;Salaheldein, Mohamed;Abdalla, Zainab;Ahmed, Wahiba;Alhassan, Monzer Abdulatif Mohamed;Suliman, Hozifa Mohamed Abdalla;Suliman, Hozifa Mohamed Bdalla;Ahmed, Rogia Ahmed Abdalla;Babekir, Enas Mohammedtom Abdulhameed;Khairy, Munya Ali Talab;Mukhtar, Maha Mukhtar Ahmed;Ali, Rzan Ali Hamedelneel;Al-Shambaty, Yasir Babkir Ali;Yousif, Fatima Imad;Mohammed, Hawa Mohammed Hassan;Osher, Lana;Abdelbast, Menhag;Yassin, Mohamed;Moawia, Noon;Abdalsadeg, Rowa;Husein, Abrar;Elhassan, Baraa;Abdelbagi, Alnazeer Y.;Adam, Mohammed A.;Ali, Eithar M.;Mohammed, Ibrahim A. B.;Mohamed, Maab;Abdulaziz, Mohamed;Akasha, Mazin;Hassan, Muaz;Hilal, Nadir;Mohamed, Noon Abdalla Abdelrahman;Abubaker, Noora;Mohammed, Omeralfarouk;Mohamed, Shakir;Osman, Walaa;Mustafa, Fatima;Salih, Alaa A.;Ali, Doua;Almakki, Doha Mohammed Ahmed;Mohamed, Hanan Elnour;Elmubark, Abdelhadi;Hassan, Mohamed;Alnour, Ammar;Elaagib, Amna;Abdelrahman, Ayman;Abdelkhalig, Mubarak;Eldaim, Khalid Nour;Babiker, Afra;Ahmed, Entisar;Ali, Maab;Hussain, Eman;Wedatalla, Mansour;Ahmed, Alaaaldeen;Hamza, Alla Aldeen;Mohammed, Mohab;Osman, Omer;Ibrahim, Reham;Ahmed, Rihab;Ahmed, Ruaa;Yasir, Ruaa;Awadallah, Safaa;Mohmmed, Sara;Hassan, Suhaib;Shaban, Walid;Hussein, Aisha;Rafea, Reem;Abdalla, Ahmed;Ahmed, Abdalla;Mohamed, Khalid;Mohammed, Mansour;Altahir, Mohamed;Adam, Mohammed;Mohamed, Omer;Abdullah, Walaa;Fadlalmola, Hammad;Abdalla, Ahmed Yassir;Omer, Ahmed Ali;Mustafa, Ahmed Alfatih;Elhadi, Rawan Elnoman;Banaga, Essam Eldien Abuobaida;Osman, Fatima;Abdalla, Mohamed Galal Ali;Taha, Hala Abdelhalim Mohamed;Abdalmahmoud, Noon Ezzeldien;Nafie, Rofuida Hussien;Jamal, Sami;Ahmed, Sharwany;AtaAlmanan, Doha Amir;Ali, Rawan Alsheikh;Aladna, Abdallah;Aljoumaa, Abdullah;Nawfal, Hamdi;Jamali, Salma;Khouja, Fatima;Niazi, Ammar;Rawashdeh, Al;Kechiche, Nahla;Gara, Mouna;Nasr, Mouna;Baccar, Marwen;Benamor, Oumayma;Chakroun, Sawssen;Sanli, Ahmet Necati;Yildiz, Ahmet;Demirkiran, Mehmet Ali;Atadag, Yildiz Buyukdereli;Tandogan, Yusuf Iskender;Ozkan, Esin;Ozer, Yıldırım;Oncel, Muhammed Miran;Kalkan, Senad;Gover, Tolga;Manoglu, Berke;Oksak, Ilayda;Kurt, Ipek;Rifaioglu, Kerem;Sokmen, Selman;Bisgin, Tayfun;Yildirim, Yasemin;Keskin, Abdil Yetkin;Dogan, Tugce;Sahin, Berfin İlgaz;Aydin, Cemil;Benek, Duygu Ece;Tiras, Hale Nur;Arslangilay, Mert;Aslangilay, Mert;Yaytokgil, Muhammet;Capar, Mehmet Ali;Yazgan, Yasemin;Bektas, Sebnem;Alagoz, Ahmet Can;Dagsali, Alara Ece;Izgis, Aylin;Uzel, Kadir;Soytas, Mustafa;Cakir, Niyazi;Askin, Abdullah Emre;Azboy, Ibrahim;Sabuncu, Kubilay;Aslan, Merve;Sahin, Melek;Oncel, Mustafa;Okkabaz, Nuri;Sivrikaya, Ramazan Kemal;Saylar, Alparslan;Saylar, Dr. Alparslan;Yasar, Meltem;Erginoz, Ergin;Bozkir, Haktan Ovul;Zengin, Kagan;Ozcelik, Mehmet Faik;Uludag, Server Sezgin;Ozdemir, Zeynep;Sibic, Osman;Telci, Hatice;Bozkurt, Mehmet Abdussamet;Kara, Yasin;Tepe, Mustafa Deniz;Gündoğdu, Adnan;Akın, Bilge;Pehlivan, Dilan;Guner, Ali;Baysallar, Duygu;Yıldız, Berkay;Cepe, Hale;Reis, Murat Emre;Yuzgec, Ayse Nilufer;Kıralı, Nurtac;Kodalak, Taha Anıl;Ulusahin, Mehmet;Selim, Kamar;Kale, Ahmet;Gecici, Mehmet Emre;Ozbilen, Melis;Düzyol, Zeynep;Gemici, Aylin;Korkmaz, Elzem;Şen, Eminenur;Taşcı, Muhammed Enes;Camkıran, Elifsu;Elieyioğlu, Güşta;Kayabaş, İkbal;Uprak, Tevfik Kıvılcım;Aral, Canan;Saraçoğlu, Ayten;Uğurlu, Mustafa Ümit;Baltacı, Zeynep Hazal;Akkaya, Ege Nur;Fergar, Cem;Tabak, Elif Zeynep;Kocyigit, Guldane Zehra;Kayilioglu, Ilgaz;Polat, Süleyman;Çolak, Elif;Kara, Mehmet Emin;Candan, Mert;Uyanık, Mustafa Safa;Sarı, Ahmet Can;Ulkucu, Attila;Certel, Alperen Taha;Dindar, Arzu;Durdu, Beyza;Bayram, Cigdem;Kaya, Eslem;Akdere, Hakan;Cakcak, Ibrahim Ethem;Yavuz, Ikranur;Omur, Mert;Ajredini, Mirac;Aydoğdu, Erhan Onur;Şenödeyici, Eylül;Koksoy, Ulku Ceren;Kazbek, Baturay Kansu;Korkmaz, Deniz Serim;Yavuz, Dogancan;Yilmaz, Hakan;Cetınkaya, Zeynep Sahan;Durmus, Elif;Tuzuner, Filiz;Hokelekli, Furkan;Mutlu, Mucahid;Akbuz, Seyma Orcan;Kus, Ziya Can;Farrell, Michael;Craig-Lucas, Alayna;Painter, Matthew;Titan, Ashley;Narayan, Aditya;Fariyike, Bunmi;Knowlton, Lisa;Yue, Tiffany;Benham, Emily;Nimeri, Abdelrahman;Werenski, Hope;Kaiser, Nicole;Reinke, Caroline

2025-01-01