Parenting and mental health in protracted refugee situations: a systematic review.

Background: Refugees' parenting behaviour is profoundly influenced by their mental health, which is, in turn, influenced by their situation of displacement. Our research presents the first systematic review on parenting and mental health in protracted refugee situations, where 78% of all refugees reside.

Methods: We pre-registered our protocol and screened documents in 22 languages from 10 electronic databases, reports by 16 international humanitarian organisations and region-specific content from the top 100 websites for each of the 72 countries that 'host' protracted refugees.

Can large language models replace humans in systematic reviews? Evaluating GPT-4's efficacy in screening and extracting data from peer-reviewed and grey literature in multiple languages.

Systematic reviews are vital for guiding practice, research and policy, although they are often slow and labour-intensive. Large language models (LLMs) could speed up and automate systematic reviews, but their performance in such tasks has yet to be comprehensively evaluated against humans, and no study has tested Generative Pre-Trained Transformer (GPT)-4, the biggest LLM so far. This pre-registered study uses a "human-out-of-the-loop" approach to evaluate GPT-4's capability in title/abstract screening, full-text review and data extraction across various literature types and languages.