3 papers
cs.HC2026
How GenAI is Helping Reimagine Antenatal Care in A Low-Resource Setting: From Provider Enablement to Patient Empowerment
Maryam Mustafa, Imaan Hameed, Amna Shahnawaz +1
Despite steady global advances, maternal mortality remains alarmingly high in Pakistan (155 deaths per 100,000 live births in 2023); largely as a consequence of fragmented paper re…
cs.HC2026
Designing Around Stigma: Human-Centered LLMs for Menstrual Health
Amna Shahnawaz, Ayesha Shafique, Ding Wang +1
Menstrual health education (MHE) in Pakistan is constrained by cultural taboos and inadequate formal curricula, leaving women with few trusted resources to lean on. In response to…
cs.HC2025
System X: A Mobile Voice-Based AI System for EMR Generation and Clinical Decision Support in Low-Resource Maternal Healthcare
Maryam Mustafa, Umme Ammara, Amna Shahnawaz +5
We present the design, implementation, and in-situ deployment of a smartphone-based voice-enabled AI system for generating electronic medical records (EMRs) and clinical risk alert…