Understanding COVID-19 Impacts on the Health Workforce: AI-Assisted Open-Source Media Content Analysis

Anita Pienkowska   ^{1 *} , PhD ;   Mathieu Ravaut   ^{2 *} , MSc ;   Maleyka Mammadova   ¹ , BA ;   Chin-Siang Ang   ¹ , PhD ;   Hanyu Wang   ¹ , MPhil ;   Qi Chwen Ong   ¹ , MBBS ;   Iva Bojic   ¹ , PhD ;   Vicky Mengqi Qin   ¹ , PhD ;   Dewan Md Sumsuzzman   ¹ , PhD ;   Onyema Ajuebor   ³ , MBBS ;   Mathieu Boniol   ⁴ , PhD ;   Juana Paola Bustamante   ⁵ , PhD ;   James Campbell   ⁶ , MSc ;   Giorgio Cometto   ³ , MD ;   Siobhan Fitzpatrick   ³ , MA ;   Catherine Kane   ³ , MCD ;   Shafiq Joty   ^{2 *} , PhD ;   Josip Car   ^{1 *} , MD, PhD

¹ Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore

² College of Computing and Data Science, Nanyang Technological University, Singapore, Singapore

³ Human Resources for Health Policies and Standards Unit, Health Workforce Department, World Health Organization, Geneva, Switzerland

⁴ Data, Evidence and Knowledge Unit, Health Workforce Department, World Health Organization, Geneva, Switzerland

⁵ Health Labour Market Unit, Health Workforce Department, World Health Organization, Geneva, Switzerland

⁶ Director’s Office, Health Workforce Department, World Health Organization, Geneva, Switzerland

*these authors contributed equally