Predictive Analytics

Prediction Model Forecasts Quality of Life Among Childhood Cancer Survivors

by Shania Kennedy

A study published in JAMA Network Open last month found that a prediction model could accurately forecast health-related quality of life (HRQOL) among adult survivors of childhood cancer using...

New Mayo Clinic Artificial Intelligence Model Provides Labor Risk Predictions

by Mark Melchionna

To meet the varied healthcare needs of pregnant women, Mayo Clinic researchers created an artificial intelligence (AI)-based risk prediction model that uses labor characteristics to indicate potential...

AI Model Improves Colorectal Cancer Recurrence Prediction

by Shania Kennedy

According to a Mayo Clinic-led study published in Gastroenterology earlier this month, an artificial intelligence (AI) model that incorporates a deep-learning framework may improve predictions of...

Machine-Learning Tools Predict Post-Op Complications, Surgery Duration

by Shania Kennedy

New research shows that machine-learning (ML) tools can use perioperative data to accurately predict post-operative complications and surgery duration. Surgery and its potential complications create...

Illinois Health System Implements AI-Based Sepsis Surveillance Tool

by Shania Kennedy

Illinois-based Blessing Health System has integrated an artificial intelligence (AI)-based sepsis surveillance tool into its clinical workflows, enabling the health system to identify patients with...

Deep-Learning Model Predicts Physician Burnout Using EHR Logs

by Shania Kennedy

Researchers have created a deep-learning prediction model that can identify physician burnout by pulling automatically generated EHR activity logs, which may be more convenient than standard approaches...

Researchers Advance Cancer Drug-Matching, Personalized Medicine

by Shania Kennedy

A research team from Clemson University has created an open-source model designed to help medical researchers build scalable prediction models that can represent extensive cellular interactions and...

Machine Learning Models Predict Liver Cancer Treatment Response

by Shania Kennedy

A proof-of-concept study published in the American Journal of Roentgenology shows that machine learning (ML) models can predict tumor recurrence in patients with early-stage hepatocellular carcinoma...

Artificial Intelligence Uses Patient Data to Anticipate Cancer Outcomes

by Mark Melchionna

A study from the Mahmood Lab at Brigham and Women’s Hospital revealed how artificial intelligence (AI) uses factors such as patient history and gene pathology to identify and anticipate potential...

AI Tool Predicts Pre-Diabetes, Diabetes in High-Risk Patients

by Shania Kennedy

New research published in BMJ Innovations last week shows that a machine-learning (ML) algorithm trained to analyze electrocardiogram readings can accurately predict pre-diabetes and type 2 diabetes in...

DNA Prediction Tools May Reveal Insights Into Fighting Genetic Diseases

by Shania Kennedy

Researchers from the UT Southwestern Medical Center have developed artificial intelligence (AI) algorithms capable of predicting the role and structure of DNA’s regulatory elements, which could...

ML Model Estimates Weekly Opioid Overdose Deaths Using Proxy Data

by Shania Kennedy

Researchers have developed a machine learning (ML) model capable of estimating national weekly opioid overdose mortality trends in near real-time using proxy data sources such as public health...

Patient Deterioration Predictor Outperforms Vital Sign Measurements

by Shania Kennedy

A recently developed artificial intelligence (AI) model out of the University of Michigan (U-M) can predict hemodynamic instability, a key indicator of patient deterioration, more accurately than...

Prediction Model Can Forecast Post-Operative Outpatient Opioid Use

by Shania Kennedy

A team of researchers has developed a prediction model capable of forecasting post-operative outpatient opioid use following gynecological surgery, which is currently being implemented in the clinical...

Machine-Learning Models May Accurately Predict Postpartum Hemorrhage Risk

by Shania Kennedy

A new study published in the Journal of Medical Internet Research shows that machine-learning (ML) models can effectively predict the risk of postpartum hemorrhage using data pulled from de-identified...

AI Tool Can Identify Sepsis Within 12 Hours of Hospital Admission

by Shania Kennedy

A new study published in JAMA Network Open assesses an artificial intelligence (AI) tool that can predict the likelihood of patients developing sepsis and the severity of the infection as quickly as 12...

Mayo Clinic ML Can Predict Pancreatic Cancer Earlier Than Usual Methods

by Shania Kennedy

A Mayo Clinic-led study published in Gastroenterology shows that radiomics-based machine-learning (ML) models may help diagnose pancreatic cancer at an earlier, more treatable stage than standard...

Deep Learning Effective at Predicting Cerebral Palsy in Infants

by Shania Kennedy

In a prognostic study published in JAMA Network Open, researchers described the development of a deep-learning (DL) model that can effectively predict cerebral palsy based on infants’ spontaneous...

ML Analysis of Handgun Purchases Can Forecast Suicide Risk

by Shania Kennedy

A new study published in JAMA Network Open indicates that machine-learning (ML) models designed to analyze handgun transaction data can accurately forecast firearm suicide risk, resulting in insights...

$15M Collaboration Aims to Advance Cardiovascular Care with Analytics, AI

by Shania Kennedy

NewYork-Presbyterian, with physicians from its affiliated medical schools, Weill Cornell Medicine and Columbia University Vagelos College of Physicians and Surgeons (Columbia University VP&S), is...