Generative AI as a conditional job resource under job demands in academic knowledge work: directed content analysis using the job demands–resources framework

GenAI can operate as a conditional job resource in demanding academic knowledge work, but sustainable benefit requires explicit human-in-the-loop oversight and data integrity practices that support reliable and responsible use.