Healthcare & Medical Innovation Case Studies: Transforming Patient Care with AI

At Xyonix, our healthcare projects demonstrate how cutting-edge AI transforms patient care and operational efficiency. Explore our real-world case studies, from an AI-powered Patient Arrivals Forecaster that leverages advanced time series models and SHAP analysis to optimize hospital staffing, to our NLP-powered Vaccine Hesitant Persona Mapper developed in collaboration with Columbia University. Each project exemplifies our commitment to fusing technical excellence with practical healthcare solutions, driving measurable improvements in patient outcomes and resource management.

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Patient Arrivals Forecaster

Xyonix partnered with a leading healthcare solutions provider to develop an AI-powered patient census forecasting system. This solution leverages time series models to predict patient arrivals up to five days in advance, enabling hospitals to optimize staffing and resource planning. With explainability features like SHAP analysis and intuitive error metrics, the system builds trust and provides teams with data-driven insights. The project included robust data preparation, fusing multiple data sources while adhering to strict HIPAA compliance, and hands-on guidance in product design and organizational integration. [Read more]

Vaccine Hesitant Persona Mapper

We were asked by Columbia University to help build a map of vaccine hesitancy to assist public health officials in increasing vaccination rates. We built a corpus of millions of social media messages from platforms like Twitter, Reddit and Youtube comments. We are now analyzing this data by manually annotating thousands of training examples using a multi-parent taxonomy and iteratively (active learning driven) training a multi-label machine learning and NLP powered parser. If we are successful, we hope to save lives by convincing the vaccine hesitant to protect themselves and their communities. [Read more]

Virtual Patient Intake Specialist for Online Health Services, A Case Study

Virtual Intake Specialist

We helped a company build a powerful virtual intake specialist that automatically communicates with patients to route them to the best care for their condition. Our AI system listens to patients and asks them just the right follow up questions, much like a traditional intake nurse might, to help schedule the best care option. [Read more]

AI Med Spa Assistant

Xyonix teamed up with an early-stage startup to launch an AI iPhone app based assistant to help Med Spa nurse practitioners. The AI technology adeptly categorized facial features, aiding in the assessment of treatments and spotting issues like temporal visual changes, ineffective product batches or injector performance. Integrated with iOS for precise patient driven photo alignment, the system enabled consistent treatment tracking. We played a pivotal role in technology development and strategic product planning; our involvement was key in fusing medical accuracy with technological innovation in product development. [Read more]

AI Backed Surgery

For a fortune 500 company, our Xyonix built models are in production today constantly analyzing thousands of recent in body surgery videos and reviews across many hundreds or thousands of surgery rooms around the world. Our models watch never ending streams of surgery videos, and read countless reviews. Our models power dashboards that help surgeons improve. [Read more]

Medical Treatment Author

We worked closely with a company to empower consumers with readily accessible quality health information by building systems that read large volumes of unstructured medical texts using deep NLP relation parsing techniques, and automatically authored millions of web pages. Our work resulted in site traffic growth of 10,000% averaging 6% week over week growth. The site attracted primarily physicians, physician specialists, and other researchers due in large part to the quality of the automatically generated text.

Early Developmental Risk Screener

We helped our client build out automated tools for early motor development risk and autism spectrum screening. Automatically and accurately extracting an infant’s pose and understanding these movements over time can be essential in preventing a lifetime of problems.

Depression Text Analyzer

We built a system that helps artists like Metallica and Beyonce interpret the results of millions of fan text messages. During our analysis, we found that many fans were expressing depression related thoughts. We honed our AI models to more accurately differentiate between those discussing sad things and those more at risk of self harm. The results help get these fans professional help.

AI Endoscope

We trained an AI system to automatically detect cancerous lesions from a customer’s novel disposable endoscope. Our system can help physicians detect lesions including papillary carcinomas in procedures like a cytoscopy.

AI Stethoscope

We enabled a smartphone based digital stethoscope with AI to assist general physicians and cardiologists in diagnosing anomalous heart conditions including heartbeat murmurs. Our client’s now AI powered stethoscope is used daily by many physicians to detect potential problems in patients. Demo video HERE.