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Using a Hybrid of AI and Template-Based Method in Automatic Item Generation to Create Multiple-Choice Questions in Medical Education: Hybrid AIG

Using a Hybrid of AI and Template-Based Method in Automatic Item Generation to Create Multiple-Choice Questions in Medical Education: Hybrid AIG

The starting point for developing both the item model and the cognitive model in the hybrid AIG is a parent item, reflecting the approach used in the template-based method. It functions as a prototype for generating new questions that follow the template’s structure. In the first step of the hybrid AIG, the expert provides a parent item to AI.

Yavuz Selim Kıyak, Andrzej A Kononowicz

JMIR Form Res 2025;9:e65726

A Hybrid Deep Learning–Based Feature Selection Approach for Supporting Early Detection of Long-Term Behavioral Outcomes in Survivors of Cancer: Cross-Sectional Study

A Hybrid Deep Learning–Based Feature Selection Approach for Supporting Early Detection of Long-Term Behavioral Outcomes in Survivors of Cancer: Cross-Sectional Study

Hybrid methods combine filter and wrapper methods to take advantage of the benefits each method provides, while minimizing their limitations [12]. A filter method first selects a subset of features, which are then input into a wrapper method to further select the best subset of features. As hybrid methods are a combination of filter and wrapper methods, they inherit problems from both—filter methods may exclude important features and wrapper methods are inefficient in computation time.

Tracy Huang, Chun-Kit Ngan, Yin Ting Cheung, Madelyn Marcotte, Benjamin Cabrera

JMIR Bioinform Biotech 2025;6:e65001

The Best of Two Worlds to Promote Healthy Cognitive Aging: Definition and Classification Approach of Hybrid Physical Training Interventions

The Best of Two Worlds to Promote Healthy Cognitive Aging: Definition and Classification Approach of Hybrid Physical Training Interventions

Such interventions are typically referred to as hybrid. With regard to healthy cognitive aging, hybrid physical training interventions have been somewhat neglected [64] but have been highlighted as a promising option for future studies (eg, for older adults at risk or with cognitive impairment) [87]. Moreover, neither a generally accepted definition nor a classification framework for hybrid physical training interventions is available.

Fabian Herold, Paula Theobald, Thomas Gronwald, Navin Kaushal, Liye Zou, Eling D de Bruin, Louis Bherer, Notger G Müller

JMIR Aging 2024;7:e56433

Implementing Telemedicine in Clinical Practice in the First Digital Hematology Unit: Feasibility Study

Implementing Telemedicine in Clinical Practice in the First Digital Hematology Unit: Feasibility Study

We present the results from our Digital Hematology Unit (DHU) in a Hybrid Hematology Department and propose it as a potential solution for the broader implementation of telemedicine in clinical hematology practice. We conducted a comprehensive evaluation of data collected during 2021 comparing face-to-face visits with telematic consultations across various hematology areas. This evaluation followed the launch of the DHU at our university hospital.

Amparo Santamaria, Cristina Antón Maldonado, Beatriz Sánchez-Quiñones, Nataly Ibarra Vega, Maikel Ayo González, Pedro Gonzalez Cabezas, Rafael Carrasco Moreno

JMIR Form Res 2023;7:e48987

Applying User-Centered Design and Implementation Science to the Early-Stage Development of a Telehealth-Enhanced Hybrid Cardiac Rehabilitation Program: Quality Improvement Study

Applying User-Centered Design and Implementation Science to the Early-Stage Development of a Telehealth-Enhanced Hybrid Cardiac Rehabilitation Program: Quality Improvement Study

Using a New York-Presbyterian Hospital (NYPH) quality improvement (QI) project focused on improving CR uptake as a use case, we describe how we infused UCD principles and IS methods to develop a telehealth-enhanced hybrid CR (THCR) program at stage I of the National Institutes of Health (NIH) Stage Model for Behavioral Intervention Development [22,27].

Andrea T Duran, Adrianna Keener-DeNoia, Kimberly Stavrolakes, Adina Fraser, Luis V Blanco, Emily Fleisch, Nicole Pieszchata, Diane Cannone, Charles Keys McKay, Emma Whittman, Donald Edmondson, Rachel C Shelton, Nathalie Moise

JMIR Form Res 2023;7:e47264

Reducing Clinical Trial Monitoring Resources and Costs With Remote Monitoring: Retrospective Study Comparing On-Site Versus Hybrid Monitoring

Reducing Clinical Trial Monitoring Resources and Costs With Remote Monitoring: Retrospective Study Comparing On-Site Versus Hybrid Monitoring

We sought to summarize the practical experience of using a hybrid model of remote monitoring at our hospital and compare the efficiency of routine on-site monitoring with the hybrid monitoring model, thus providing a useful reference for future clinical trial monitoring management.

Zhiying Fu, Xiaohong Liu, Shuhua Zhao, Yannan Yuan, Min Jiang

J Med Internet Res 2023;25:e42175