Resources

52 results for "complexity"

Database Contributor Review

ER-REASON: A Benchmark Dataset for LLM-Based Clinical Reasoning in the Emergency Room

Mel Molina, Nikita Mehandru, Niloufar Golchini, et al.

The ER-Reason dataset is a benchmark designed to evaluate LLM-based clinical reasoning and decision-making in the emergency room (ER), a high-stakes setting where clinicians make rapid, consequential decisions across diverse patient presentations an…
Published: Nov. 2, 2026. Version: 1.1.0
Database Contributor Review

ELDER-ICU-DB: A Comprehensive Critical Care Data Resource for International Multicenter Study on Elderly ICU Patients

Sicheng Hao, Niklas Rodemund, Xiaoli Liu

Critically ill elderly patients, characterized by high mortality and complex comorbidities, pose growing challenges to ICUs while consuming substantial healthcare resources. Current clinical research on this vulnerable population predominantly relie…
Published: Oct. 27, 2026. Version: 1.0.0
Database Credentialed Access

Bridge2AI-Voice Pediatric Dataset

Yael Bensoussan, Alexandros Sigaras, Anais Rameau, et al.

The human voice contains complex acoustic markers which have been linked to important health conditions including dementia, mood disorders, and cancer. When viewed as a biomarker, voice is a promising characteristic to measure as it is simple to col…
Published: Oct. 19, 2026. Version: 2.0.0
Database Credentialed Access

Bridge2AI-Voice: An ethically-sourced, diverse voice dataset linked to health information

Yael Bensoussan, Alexandros Sigaras, Anais Rameau, et al.

The human voice contains complex acoustic markers which have been linked to important health conditions including dementia, mood disorders, and cancer. When viewed as a biomarker, voice is a promising characteristic to measure as it is simple to col…
Published: Oct. 19, 2026. Version: 4.0.0
Software Open Access

augsig: A Python Package for Physiological Signal Augmentation

Davood Fattahi, Xiao Hu

The augsig package is a modular and extensible Python library for physiological signal augmentation. It provides a set of physiologically consistent augmentation methods for biomedical signals, designed to enhance data diversity, improve generalizat…
Published: Oct. 6, 2026. Version: 0.2.0
Database Open Access

GRABMyoFlow - Dataset extension

Carl Linus Ehlert, James Tung, Ashirbad Pradhan

This dataset is an extension of the Gesture Recognition and Biometrics Electromyogram (GRABMyo) dataset, a comprehensive collection of surface electromyography (sEMG) signals from the forearm and wrist while performing static gestures, designed for …
Published: April 16, 2026. Version: 1.0.0 | Visualize waveforms
Database Credentialed Access

MIMIC-CXR-Ext-ILS: Lesion Segmentation Masks and Instruction-Answer Pairs for Chest X-rays

Geon Choi, Hangyul Yoon, Hyunju Shin, et al.

The applicability of current lesion segmentation models for chest X-rays (CXRs) has been limited both by a small number of target labels and the reliance on complex, expert-level text inputs, creating a barrier to practical use. To address these lim…
Published: March 25, 2026. Version: 1.0.0
Database Restricted Access

Microbiological, Immunological and Biochemical Characteristics of the Development of Ventilator Associated Pneumonia

Natalia Sanabria-Herrera, Ingrid Gisell Bustos Moya, Luis Felipe Reyes

The respiratory microbiome plays a critical role in metabolism, immune system maturation, and protection against pathogens. Traditionally, respiratory microbiology in pneumonia focused on identifying a specific pathogen, often disregarding normal or…
Published: Dec. 5, 2025. Version: 1.1.1
Database Credentialed Access

MIMIC-IV-Ext clinical decision support for referral, triage and diagnosis

Farieda Gaber, Altuna Akalin

Accurate medical decision-making is critical for both patients and clinicians. Patients often find it difficult to interpret their symptoms, determine their severity, and select the right specialist to see. At the same time, clinicians face challeng…
Published: Oct. 8, 2025. Version: 1.0.2
Database Credentialed Access

Multimodal Clinical Monitoring in the Emergency Department (MC-MED)

Aman Kansal, Emma Chen, Tom Jin, et al.

Emergency department (ED) patients often present with undiagnosed complaints, and can exhibit rapidly evolving physiology. Therefore, data from continuous physiologic monitoring, in addition to the electronic health record, is essential to understan…
Published: Sept. 25, 2025. Version: 1.0.1