Resources

173 results for "model"

Database Open Access

Respiratory dataset from PEEP study with expiratory occlusion

Ella Frances Sophia Guy, Jaimey Anne Clifton, Trudy Caljé-van der Klei, et al.

A trial was conducted to collect gauge pressure and flow from a venturi-based flow-meter, dynamic abdominal and thoracic circumference from rotary-encoder based tape measures, and aeration data from electrical impedance tomography (EIT). Data was co…
Published: Nov. 10, 2023. Version: 1.0.0
Model Credentialed Access

Characterization of Stigmatizing Language in Medical Records

Keith Harrigian, Ayah Zirikly, Brant Chee, et al.

Widespread disparities in clinical outcomes exist between different demographic groups in the United States. A new line of work in medical sociology has demonstrated physicians often use stigmatizing language in electronic medical records within cer…
Published: Nov. 6, 2023. Version: 1.0.0
Database Open Access

PTB-XL+, a comprehensive electrocardiographic feature dataset

Nils Strodthoff, Temesgen Mehari, Claudia Nagel, et al.

The PTB-XL+ dataset is a comprehensive feature dataset that supplements the PTB-XL ECG dataset. It includes ECG features extracted via two commercial and one open-source algorithm in a harmonized format as well as median beats or, where applicable, …
Published: June 27, 2023. Version: 1.0.1 | Visualize waveforms
Database Restricted Access

MIMIC-Eye: Integrating MIMIC Datasets with REFLACX and Eye Gaze for Multimodal Deep Learning Applications

Chihcheng Hsieh, Chun Ouyang, Jacinto C Nascimento, et al.

Deep learning technologies have been widely adopted in medical imaging due to their ability to extract features from images and make accurate diagnoses automatically. Medical imaging technologies are particularly useful because they can be trained t…
Published: March 23, 2023. Version: 1.0.0
Database Open Access

Pressure, flow, and dynamic thoraco-abdominal circumferences data for adults breathing under CPAP therapy

Ella Frances Sophia Guy, Jennifer Knopp, Theodore Lerios, et al.

A respiratory pressure, flow, and dynamic circumference (chest and abdominal) dataset was collected from 30 healthy adults at the University of Canterbury under Human Research Ethics Committee (HREC) ethics. Pressure and flow data was collected usin…
Published: Jan. 25, 2023. Version: 1.0.0
Database Credentialed Access

MIMIC-IV-Note: Deidentified free-text clinical notes

Alistair Johnson, Tom Pollard, Steven Horng, et al.

The advent of large, open access text databases has driven advances in state-of-the-art model performance in natural language processing (NLP). The relatively limited amount of clinical data available for NLP has been cited as a significant barrier …
Published: Jan. 6, 2023. Version: 2.2
Database Credentialed Access

RadQA: A Question Answering Dataset to Improve Comprehension of Radiology Reports

Sarvesh Soni, Kirk Roberts

We present a radiology question answering dataset, RadQA, with 3074 questions posed against radiology reports and annotated with their corresponding answer spans (resulting in a total of 6148 question-answer evidence pairs) by physicians. The questi…
Published: Dec. 9, 2022. Version: 1.0.0
Database Credentialed Access

Nosocomial Risk Datasets from MIMIC-III

Travis Goodwin

Reliable longitudinal risk prediction for hospitalized patients is needed to provide quality care. Our goal is to foster the development of generalizable models capable of leveraging clinical notes to predict healthcare-associated diseases 24–96 hou…
Published: Sept. 15, 2022. Version: 1.0
Database Restricted Access

Multimodal Physiological Monitoring During Virtual Reality Piloting Tasks

Hrishikesh Rao, Emilie Cowen, Sophia Yuditskaya, et al.

This dataset includes multimodal physiologic, flight performance, and user interaction data streams, collected as participants performed virtual flight tasks of varying difficulty. In virtual reality, individuals flew an "Instrument Landing System" …
Published: Aug. 25, 2022. Version: 1.0.0
Database Credentialed Access

BRAX, a Brazilian labeled chest X-ray dataset

Eduardo Pontes Reis, Joselisa Paiva, Maria Carolina Bueno da Silva, et al.

The Brazilian labeled chest x-ray dataset (BRAX) is an automatically labeled dataset designed to assist researchers in the validation of machine learning models. The dataset contains 24,959 chest radiography studies from patients presenting to a lar…
Published: June 17, 2022. Version: 1.1.0