A physics-inspired sonification framework maps segmented iOCT retinal layers and needle motion to auditory signals, raising event identification accuracy from 60.6% to 83.4% in a 34-person user study for subretinal injection guidance.
Scientific Reports15(1) (Dec 2025)
2 Pith papers cite this work. Polarity classification is still indexing.
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User study finds that task difficulty affects keystroke dynamics during LLM prompting as a marker of cognitive effort, while device type has weaker effects and keystrokes do not predict perceived output usefulness.
citing papers explorer
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Physics-Based iOCT Sonification for Real-time Interaction Awareness in Subretinal Injection
A physics-inspired sonification framework maps segmented iOCT retinal layers and needle motion to auditory signals, raising event identification accuracy from 60.6% to 83.4% in a 34-person user study for subretinal injection guidance.
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Typing Behavior in Human-LLM Interaction: Keystroke Dynamics Reveal Cognitive Effort During Prompting
User study finds that task difficulty affects keystroke dynamics during LLM prompting as a marker of cognitive effort, while device type has weaker effects and keystrokes do not predict perceived output usefulness.