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Open Access Academic Papers from Research Square

2 results found
Research Article under-review

A Data-Driven Methodological Framework for Representative Recruitment in Psychiatric Research: Insights from the DOCUMENT Study

Benjamin J. M. Gooddy, Laila Rida, Bryony Goulding Mew, Ana Rita Moura, Timea Szentgyorgyi, Brandi Eiff, Luisa Schalk, Iman Rafiq, Cathy Davies, Daniel Martins, Lilla A Porffy, Christabel Gibson, Caroline Wooldridge, Giorgio Bergamini, Janet R Nicholson, Markus Waser, Elizabeth Tunbridge, Sigurd D Süssmuth, Valdemar Robert Janulczyk, Karla V Allebrandt, Adam Hampshire, Sukhwinder S. Shergill, Steve Williams

Background Slow participant recruitment is one of the predominant determinants of failure or delay across clinical research. Even when recruitment targets are met, study populations may be unrepresent...

BMC Psychiatry 2026-04-21 rs-9292013
Participant Recruitment Depression Psychosis Schizophrenia Psychiatry Psychiatric Research Major Depressive Disorder Clinical Study Digital Health Clinical Research
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Research Article posted

The Impact of Data-Driven Decision-Making on the Recruitment Process at the State Ministry of Labour, Public Service, and Human Resource Development, Eastern Equatoria State, South Sudan

Namwang Stephen Karlo, Mary Odenyo, Abalo Agness Oryem

The research investigates how data-driven recruitment methods can enhance South Sudan's unstable public sector through its study of the State Ministry of Labour in Eastern Equatoria, which faces ongoi...

Research Square 2026-04-21 rs-9461119
Data Decision-Making Recruitment transparency fairness inclusivity & diversity delay salary & pension Public Service
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