• Nirup Kumar Reddy Pothireddy

We introduce a GenAI tool that synthesizes real-time inpatient data into concise summaries for use during clinical rounds. The system ingests vitals, labs, imaging, progress notes, and orders to generate "at-a-glance"snapshots, highlighting critical trends, pending actions, and discharge readiness. Early deployments show improved handovers and time savings in multidisciplinary teams. The Smart Rounds Summarizer constructs its core capability from basic transformer-based natural language models and multimodal fusion approaches to process and rank different information sources. This system makes its output adaptable to meet the needs of nurses and residents and attending physicians by providing them with relevant insights without adding unnecessary mental workload. The snapshot generator cooperates with Electronic Health Record (EHR) standards while offering viewing options for mobile devices and desktop computers which enable immediate access during patient care at the bedside and during team meetings. Tests executed within two tertiary care facilities revealed that system deployment resulted in quarter-time savings for preparing pre-rounds along with better patient handoff quality results. The system boosted professional judgment and decision quality for handling complicated medical cases that involved numerous distinct health conditions. The research describes system infrastructure and explains deployment process and evaluation results while examining benefits for clinical operations and safety methods and potential compatibility with hospital-wide decision support networks. The GenAI-powered summarization engine serves as an important advancement which enables smarter efficient patient-centered healthcare operations to develop.

Clinical Decision Support Systems (CDSS), Generative AI in Healthcare, Patient Data Summarization, Rounds Optimization, Real-time Electronic Health Record Integration

"SMART ROUNDS SUMMARIZER AND PATIENT SNAPSHOT GENERATOR", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.11, Issue 5, page no.q432-q449, May 2024, Available :http://www.jetir.org/papers/JETIR2405H53.pdf

"SMART ROUNDS SUMMARIZER AND PATIENT SNAPSHOT GENERATOR", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.11, Issue 5, page no. ppq432-q449, May 2024, Available at : http://www.jetir.org/papers/JETIR2405H53.pdf