Overall, RL-based surgical robotics appears mature at the simulation stage but remains preclinical for autonomous clinical deployment, and future progress requires stronger sim-to-real validation, multimodal safety-aware architectures, alignment with IEC 62304, ISO 14971, FDA guidance, and the EU AI Act, and open bench...
M. Shahid, Abdullah, Zulaikha Fatima et al.· Biomimetics· 0 citations
The findings demonstrate that transformer-based multi-label learning can support scalable, reproducible analysis of HIV-related health perceptions in online communities, with potential applications in public health surveillance, communication strategy design, and digital intervention planning.
A. Abadian, Abdullah, Zulaikha Fatima et al.· Scientific Reports· 0 citations
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