Resources
52 results for "complexity"
Database
Contributor Review
ER-REASON: A Benchmark Dataset for LLM-Based Clinical Reasoning in the Emergency Room
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…
Database
Contributor Review
ELDER-ICU-DB: A Comprehensive Critical Care Data Resource for International Multicenter Study on Elderly ICU Patients
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…
Database
Credentialed Access
Bridge2AI-Voice Pediatric Dataset
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…
Database
Credentialed Access
Bridge2AI-Voice: An ethically-sourced, diverse voice dataset linked to health information
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…
Software
Open Access
augsig: A Python Package for Physiological Signal Augmentation
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…
Database
Open Access
GRABMyoFlow - Dataset extension
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 …
Database
Credentialed Access
MIMIC-CXR-Ext-ILS: Lesion Segmentation Masks and Instruction-Answer Pairs for Chest X-rays
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…
Database
Restricted Access
Microbiological, Immunological and Biochemical Characteristics of the Development of Ventilator Associated Pneumonia
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…
Database
Credentialed Access
MIMIC-IV-Ext clinical decision support for referral, triage and diagnosis
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…
Database
Credentialed Access
Multimodal Clinical Monitoring in the Emergency Department (MC-MED)
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…