ஆய்வுக் கட்டுரைகள்

Authors/venue: Weijun Huang, Linghao Kong, Luhuan Liu, Mingyu Tu, Chen Hu et al.; Scientific Reports; 24 August (72-hour); peer reviewed.

Chinaவில் 1,144 student cross-sectional survey, AI use மற்றும் innovation behaviour இடையில் challenge/threat appraisalஐ ஆராய்ந்தது. Challenge path significant; threat/school-support moderation significant அல்ல.

Significance: AI access உடன் agency-building task design தேவை. Limitations: self-report/cross-sectional causality நிரூபிக்காது; independent reproduction இல்லை. Paper

Authors/venue: Manal Alkanhal, Samah Alhazmi; Scientific Reports; 24 August (72-hour); peer reviewed.

Supplier organisational/technical signal மாறும்போது risk assessment update செய்யும் framework. Continuous evidence vendor-risk prioritisationக்கு உதவலாம்.

Limitations: production accuracy, false-positive cost, cross-sector generalisation independent replication தேவை. Paper