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

Language Development01:22

Language Development

395
Children master language quickly and with relative ease, supported by both biological predisposition and reinforcement. B. F. Skinner (1957) proposed that language is learned through reinforcement, while Noam Chomsky (1965) argued that language acquisition mechanisms are biologically determined.
The critical period for language acquisition suggests that the ability to acquire language is at its peak early in life. As people age, this proficiency decreases. Language development begins very...
395
Language and Cognition01:27

Language and Cognition

375
Language serves as a bridge between ideas and communication, influencing how individuals perceive and interact with the world. Psychologists have long debated whether language shapes thought or vice versa. This discussion gained grip with Edward Sapir and Benjamin Lee Whorf in the 1940s, who proposed that language determines thought, a concept known as linguistic determinism. They suggested that the vocabulary and structure of a language influence how its speakers think and perceive reality.
375
Components of Language01:24

Components of Language

318
Language, whether spoken, signed, or written, consists of specific components: lexicon and grammar. The lexicon is the vocabulary of a language, comprising its words. Grammar is the set of rules used to convey meaning through the lexicon. For example, English grammar adds “-ed” to most verbs to indicate past tense. Words are formed by combining phonemes, which are the basic sound units of a language. Different languages have different sets of phonemes (e.g., “ah” vs.
318
Language01:16

Language

249
Language is a unique communication system that uses words and systematic rules to organize and transmit information. Unlike other forms of communication, which may involve postures, movements, odors, or vocalizations, language relies on symbols and grammar. This makes human communication distinct from that of other species, who also communicate but do not use language in the same way humans do.
Corballis and Suddendorf (2007) and Tomasello and Rakoczy (2003) highlight the role of language in...
249
Naturalistic Observations02:30

Naturalistic Observations

15.5K
If you want to understand how behavior occurs, one of the best ways to gain information is to simply observe the behavior in its natural context. However, people might change their behavior in unexpected ways if they know they are being observed. How do researchers obtain accurate information when people tend to hide their natural behavior? As an example, imagine that your professor asks everyone in your class to raise their hand if they always wash their hands after using the restroom. Chances...
15.5K
Community Based Intervention01:30

Community Based Intervention

65
Community-based interventions in mental health represent a paradigm shift from institution-centered care to treatments embedded within the fabric of local communities. By prioritizing inclusion and leveraging existing societal structures, this approach fosters a supportive environment conducive to addressing mental health challenges while promoting individual dignity and agency.
Foundations of Community Mental Health Programs
Central to the success of community-based interventions is the...
65

You might also read

Related Articles

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

Sort by
Same author

Evaluating Large Language Models for Transparent Quality-of-Care Measurement in Children with ADHD.

medRxiv : the preprint server for health sciences·2026
Same author

Early ctDNA stratifies survival in locally advanced and oligometastatic lung cancer treated with radiotherapy.

Clinical cancer research : an official journal of the American Association for Cancer Research·2026
Same author

Supporting Access to Care Through Peripheral Devices and Patient-Generated Health Data: Qualitative Study.

Journal of medical Internet research·2026
Same author

Digital Health Tool for Preventing Blindness From Diabetic Retinopathy: Protocol for a Qualitative Study.

JMIR research protocols·2025
Same author

Designing Patient-Friendly Messages: Tutorial on Applying Human-Centered, Self-Determination Theory With AI Considerations.

Journal of medical Internet research·2025
Same author

The Role of Data in Public Health and Health Innovation: Perspectives on Social Determinants of Health, Community-Based Data Approaches, and AI.

Journal of medical Internet research·2025
Same journal

Correction: Confidence Measurement Metrics in Multimodal Large Language Models for Ultrasound-Based Radiology Cases: Comparative Evaluation Study of Self-Reported, Consistency-Based, and Hybrid Methods.

Journal of medical Internet research·2026
Same journal

Centering Equity During Health Technology Innovation: Scoping Review of Methods and Research Adjustments to Promote Inclusive Coproduction.

Journal of medical Internet research·2026
Same journal

Comparative Effectiveness of AI-Assisted Telerehabilitation, Telerehabilitation, In-Person Care, and Usual Care for Chronic Nonspecific Low Back Pain: Bayesian Network Meta-Analysis.

Journal of medical Internet research·2026
Same journal

Effectiveness of WeChat Public Account Intervention Based on the Information-Motivation-Behavioral Skills Model Among College Students With Internet Addiction: Randomized Controlled Trial.

Journal of medical Internet research·2026
Same journal

Are Traditional Registries Becoming Obsolete in the Modern Digital Health Ecosystem?

Journal of medical Internet research·2026
Same journal

Detecting and Preventing Fraudulent Participation in Qualitative Research: Content Analysis of Two Multisite Studies.

Journal of medical Internet research·2026
See all related articles

Related Experiment Video

Updated: Jul 20, 2025

Integrating Computerized Linguistic and Social Network Analyses to Capture Addiction Recovery Capital in an Online Community
08:53

Integrating Computerized Linguistic and Social Network Analyses to Capture Addiction Recovery Capital in an Online Community

Published on: May 31, 2019

5.2K

Toward Community-Based Natural Language Processing (CBNLP): Cocreating With Communities.

Malvika Pillai1,2, Ashley C Griffin2,3, Clair A Kronk4

  • 1Center for Biomedical Informatics Research, Stanford University School of Medicine, Stanford, CA, United States.

Journal of Medical Internet Research
|August 4, 2023
PubMed
Summary
This summary is machine-generated.

Community-based participatory research can guide the equitable development of natural language processing (NLP) tools in healthcare. Involving community stakeholders ensures cultural considerations and mitigates historical injustices in NLP applications.

Keywords:
ChatGPTartificial intelligenceco-creationco-designcollaborationcollaborativecommunity basedcommunity-based participatory researchlived experiencelived experiencesmachine learningnatural language processingparticipatoryresearch design

More Related Videos

Augmenting Large Language Models via Vector Embeddings to Improve Domain-Specific Responsiveness
03:14

Augmenting Large Language Models via Vector Embeddings to Improve Domain-Specific Responsiveness

Published on: December 6, 2024

622
Cloud-Based Phrase Mining and Analysis of User-Defined Phrase-Category Association in Biomedical Publications
09:20

Cloud-Based Phrase Mining and Analysis of User-Defined Phrase-Category Association in Biomedical Publications

Published on: February 23, 2019

8.7K

Related Experiment Videos

Last Updated: Jul 20, 2025

Integrating Computerized Linguistic and Social Network Analyses to Capture Addiction Recovery Capital in an Online Community
08:53

Integrating Computerized Linguistic and Social Network Analyses to Capture Addiction Recovery Capital in an Online Community

Published on: May 31, 2019

5.2K
Augmenting Large Language Models via Vector Embeddings to Improve Domain-Specific Responsiveness
03:14

Augmenting Large Language Models via Vector Embeddings to Improve Domain-Specific Responsiveness

Published on: December 6, 2024

622
Cloud-Based Phrase Mining and Analysis of User-Defined Phrase-Category Association in Biomedical Publications
09:20

Cloud-Based Phrase Mining and Analysis of User-Defined Phrase-Category Association in Biomedical Publications

Published on: February 23, 2019

8.7K

Area of Science:

  • Health Informatics
  • Natural Language Processing
  • Community-Based Research

Background:

  • Natural Language Processing (NLP) is rapidly advancing, creating innovative healthcare applications.
  • Concerns exist regarding historical injustices and cultural insensitivity in current NLP tools.
  • Traditional healthcare NLP development often lacks input from community stakeholders with lived experiences.

Purpose of the Study:

  • To examine equitable methods for involving communities in healthcare NLP tool development.
  • To adapt principles from community-based participatory research for NLP.

Main Methods:

  • Drawing upon community-based participatory research (CBPR) frameworks.
  • Identifying mechanisms and resources for effective community collaboration in NLP.

Main Results:

  • Community-based NLP (CBNLP) requires thoughtful consideration of collaborative processes.
  • Effective engagement with community members is crucial for ethical and impactful NLP.

Conclusions:

  • Equitable development of healthcare NLP necessitates integrating community perspectives.
  • Community-based NLP (CBNLP) offers a pathway to mitigate biases and enhance cultural relevance.
  • Strategic collaboration with community stakeholders is essential for maximizing the societal and ethical benefits of NLP tools.