Jove
Visualize
Contact Us
JoVE
x logofacebook logolinkedin logoyoutube logo
ABOUT JoVE
OverviewLeadershipBlogJoVE Help Center
AUTHORS
Publishing ProcessEditorial BoardScope & PoliciesPeer ReviewFAQSubmit
LIBRARIANS
TestimonialsSubscriptionsAccessResourcesLibrary Advisory BoardFAQ
RESEARCH
JoVE JournalMethods CollectionsJoVE Encyclopedia of ExperimentsArchive
EDUCATION
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab ManualFaculty Resource CenterFaculty Site
Terms & Conditions of Use
Privacy Policy
Policies

Related Concept Videos

Data Reporting and Recording01:24

Data Reporting and Recording

5.5K
Reporting and recording are crucial in data documentation. The timely, thorough, and accurate documentation of facts is essential when recording patient data. Failure to record findings during an assessment or interpretation of a problem will result in loss of information and make the patient document unreliable. The reader is left with general impressions if the information is not specific. A recording is documenting data of the individual's health information in a traceable, secure, and...
5.5K
Healthcare Agencies II01:17

Healthcare Agencies II

1.1K
There are various healthcare agencies in the United States—some of which are managed by religious institutions and others by different government branches.
Parish nursing is a growing specialty nursing profession that focuses on holistic healthcare, health promotion, and illness prevention. It blends professional nursing practice with a health ministry, focusing on health and healing within the context of a Christian community. Parish nurses serve as health educators, referral sources,...
1.1K
Secondary Healthcare System01:11

Secondary Healthcare System

2.1K
Secondary healthcare is offered by a specialist, generally in hospitals or clinics for patients referred by primary healthcare providers. It occurs when a person has an illness or injury that requires specific medical care. Secondary care is often referred to as acute care. Secondary care can range from uncomplicated care to repair a minor laceration or treat a strep throat infection to more complicated emergent care, such as treating a head injury sustained in an automobile accident. Whatever...
2.1K
Tertiary Healthcare System01:21

Tertiary Healthcare System

2.2K
Specialized care provided over an extended period is called tertiary care. Usually, a primary or secondary care physician will refer a patient to tertiary care. A patient's maximum physical and mental function is restored in tertiary care, which is caused due to the impact of a chronic illness or condition. Tertiary care aims to achieve the highest level of functioning possible while managing chronic illness. For example, a patient who falls and fractures their hip will need secondary care...
2.2K
Healthcare Agencies I01:18

Healthcare Agencies I

1.2K
Healthcare agencies provide healthcare services to people. In the United States, voluntary agencies are often non-profit centers sponsored by donations, grants, or fundraisers. One such organization is Meals on Wheels, which provides meals to the elderly and homebound. The American Heart Association and the American Lung Association are other non-profit community organizations. Doctors and nurses are frequently active members of these organizations, which offer health checks and educational...
1.2K
Integrated Healthcare System01:20

Integrated Healthcare System

2.4K
An integrated healthcare system (IHS) is a set of organizations that provides for or arranges to provide coordinated and continuous service to a defined population. The IHS takes responsibility for that particular population's health status and outcome, both clinically and fiscally. An integrated healthcare system is a well-organized, well-coordinated, and collaborative network. The integrated delivery system is a network that connects different healthcare providers to deliver organized,...
2.4K

You might also read

Related Articles

Articles linked to this work by shared authors, journal, and citation graph.

Sort by
Same author

Predictive models of adverse outcomes of overweight or obesity: a nationwide cohort validation.

BMC endocrine disorders·2026
Same author

AI-based detection of coronary artery calcium score in non-gated chest computed tomography of patients who decline statin therapy: A missed opportunity for prevention.

Journal of cardiovascular computed tomography·2026
Same author

Cumulative excess weight exposure over time and cardiovascular risk: A prospective cohort study.

PloS one·2026
Same author

Safety of a remote disease management program to improve sodium-glucose cotransporter-2 inhibitors and glucagon-like peptide-1 receptor agonists prescribing in type 2 diabetes with elevated cardiovascular or kidney risk.

American heart journal·2026
Same author

Cardiovascular Events in Individuals Treated With Sulfonylureas or Dipeptidyl Peptidase 4 Inhibitors.

JAMA network open·2025
Same author

Reasons for non-acceptance of statin therapy by patients at high cardiovascular risk.

Scientific reports·2025

Related Experiment Video

Updated: Feb 9, 2026

Obtaining High-Quality Transcriptome Data from Cereal Seeds by a Modified Method for Gene Expression Profiling
07:18

Obtaining High-Quality Transcriptome Data from Cereal Seeds by a Modified Method for Gene Expression Profiling

Published on: May 21, 2020

7.9K

Extracting Healthcare Quality Information from Unstructured Data.

Shervin Malmasi1,2, Naoshi Hosomura1,2, Lee-Shing Chang1,2

  • 1Brigham and Women's Hospital, Boston, MA.

AMIA ... Annual Symposium Proceedings. AMIA Symposium
|June 2, 2018
PubMed
Summary

Canary, a free tool, simplifies healthcare quality research by extracting insights from clinical notes using Natural Language Processing (NLP). It enables accurate measurement of quality indicators without technical expertise, improving patient care.

More Related Videos

Best Current Practice for Obtaining High Quality EEG Data During Simultaneous fMRI
10:35

Best Current Practice for Obtaining High Quality EEG Data During Simultaneous fMRI

Published on: June 3, 2013

33.3K
A Single-Channel and Non-Invasive Wearable Brain-Computer Interface for Industry and Healthcare
06:34

A Single-Channel and Non-Invasive Wearable Brain-Computer Interface for Industry and Healthcare

Published on: July 7, 2023

3.2K

Related Experiment Videos

Last Updated: Feb 9, 2026

Obtaining High-Quality Transcriptome Data from Cereal Seeds by a Modified Method for Gene Expression Profiling
07:18

Obtaining High-Quality Transcriptome Data from Cereal Seeds by a Modified Method for Gene Expression Profiling

Published on: May 21, 2020

7.9K
Best Current Practice for Obtaining High Quality EEG Data During Simultaneous fMRI
10:35

Best Current Practice for Obtaining High Quality EEG Data During Simultaneous fMRI

Published on: June 3, 2013

33.3K
A Single-Channel and Non-Invasive Wearable Brain-Computer Interface for Industry and Healthcare
06:34

A Single-Channel and Non-Invasive Wearable Brain-Computer Interface for Industry and Healthcare

Published on: July 7, 2023

3.2K

Area of Science:

  • Health Services Research
  • Medical Informatics
  • Natural Language Processing

Background:

  • Quantitative healthcare quality research relies on indicators often found in unstructured clinical notes.
  • Manual chart review is time-consuming and expensive, hindering the extraction of these quality indicators.
  • Natural Language Processing (NLP) offers a solution but requires technical expertise, limiting its adoption by researchers.

Purpose of the Study:

  • To introduce Canary, a free, open-source NLP solution for healthcare quality research.
  • To enable researchers without NLP expertise to extract valuable insights from unstructured clinical data.
  • To measure the frequency of specific healthcare quality indicators: insulin decline, statin decline, statin adverse reactions, and bariatric surgery counseling.

Main Methods:

  • Developed and applied Canary, a user-friendly NLP tool.
  • Utilized Canary to analyze free-text clinical notes.
  • Focused on four key healthcare quality indicators to demonstrate tool functionality.

Main Results:

  • Canary successfully facilitated the mining of unstructured clinical data with high accuracy.
  • The tool enabled the extraction of actionable healthcare quality insights.
  • Demonstrated the feasibility of measuring specific quality indicators like medication decline and adverse events.

Conclusions:

  • Canary provides an accessible solution for healthcare quality research, overcoming technical barriers.
  • The tool empowers researchers to derive meaningful insights from free-text data.
  • Facilitates improved healthcare quality assessment and identification of areas for improvement.