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

Observational Studies01:11

Observational Studies

10.5K
Observational studies are a type of analytical study where researchers observe events without any interventions. In other words, the researcher does not influence the response variable or the experiment's outcome.
There are three types of observational studies – Prospective, retrospective, and cross-sectional.
Prospective Study
Prospective studies, also known as longitudinal or cohort studies, are carried out by collecting future data from groups sharing similar characteristics. One...
10.5K
Relationship Formation02:12

Relationship Formation

44.5K
What do you think is the single most influential factor in determining with whom you become friends and whom you form romantic relationships? You might be surprised to learn that the answer is simple: the people with whom you have the most contact. This most important factor is proximity. You are more likely to be friends with people you have regular contact with. For example, there are decades of research that shows that you are more likely to become friends with people who live in your dorm,...
44.5K
Statistical Methods for Analyzing Epidemiological Data01:25

Statistical Methods for Analyzing Epidemiological Data

746
Epidemiological data primarily involves information on specific populations' occurrence, distribution, and determinants of health and diseases. This data is crucial for understanding disease patterns and impacts, aiding public health decision-making and disease prevention strategies. The analysis of epidemiological data employs various statistical methods to interpret health-related data effectively. Here are some commonly used methods:
746
Qualitative Analysis03:46

Qualitative Analysis

23.3K
For solutions containing mixtures of different cations, the identity of each cation can be determined by qualitative analysis. This technique involves a series of selective precipitations with different chemical reagents, each reaction producing a characteristic precipitate for a specific group of cations. Metal ions within a group are further separated by varying the pH, heating the mixture to redissolve a precipitate, or adding other reagents to form complex ions.
For instance, group IV...
23.3K
Qualitative Analysis01:10

Qualitative Analysis

1.1K
Qualitative analysis is the process of identifying elements, ions, or compounds in an unknown sample. It is the first and most fundamental type of analysis based on the hierarchy of analytical goals. This hierarchy is significant as it provides a structured approach to scientific research, with qualitative analysis serving as the initial step, providing essential information before moving on to quantitative or other forms of analysis.
There are two main approaches to qualitative analysis:...
1.1K
Naturalistic Observations02:30

Naturalistic Observations

16.8K
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...
16.8K

You might also read

Related Articles

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

Sort by
Same author

Individual and Contextual Risk and Protective Factors for Suicidal Thoughts and Behaviors among Black Adolescents with Arrest Histories.

Children (Basel, Switzerland)·2022
Same author

"I was 15 when I started doing drugs with my dad": Victimization, Social Determinants of Health, and Criminogenic Risk Among Women Opioid Intervention Court Participants.

Journal of interpersonal violence·2022
Same author

Demonstrated health care cost savings for women: findings from a community health worker intervention designed to address depression and unmet social needs.

Archives of women's mental health·2020
Same author

Understanding Intimate Partner Violence Perpetration Involving the Deaf Population.

Journal of interpersonal violence·2020

Related Experiment Video

Updated: Nov 29, 2025

Assessment of Social Interaction Behaviors
06:41

Assessment of Social Interaction Behaviors

Published on: February 25, 2011

94.6K

Quantitative Methods for Analyzing Intimate Partner Violence in Microblogs: Observational Study.

Christopher Michael Homan1, J Nicolas Schrading1, Raymond W Ptucha1

  • 1Rochester Institute of Technology, Rochester, NY, United States.

Journal of Medical Internet Research
|November 19, 2020
PubMed
Summary
This summary is machine-generated.

Social media data reveals why victims stay in or leave abusive relationships. Machine learning analysis of #WhyIStayed and #WhyILeft tweets offers insights into intimate partner violence dynamics.

Keywords:
intimate partner violencenatural language processingsocial media

More Related Videos

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

5.4K
Peering into the Dynamics of Social Interactions: Measuring Play Fighting in Rats
15:01

Peering into the Dynamics of Social Interactions: Measuring Play Fighting in Rats

Published on: January 18, 2013

15.7K

Related Experiment Videos

Last Updated: Nov 29, 2025

Assessment of Social Interaction Behaviors
06:41

Assessment of Social Interaction Behaviors

Published on: February 25, 2011

94.6K
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

5.4K
Peering into the Dynamics of Social Interactions: Measuring Play Fighting in Rats
15:01

Peering into the Dynamics of Social Interactions: Measuring Play Fighting in Rats

Published on: January 18, 2013

15.7K

Area of Science:

  • Computational Social Science
  • Natural Language Processing
  • Machine Learning

Background:

  • Social media platforms offer a vast, underutilized dataset for studying intimate partner violence (IPV).
  • These platforms provide global reach and detailed personal narratives concerning abusive relationships.

Purpose of the Study:

  • To apply machine learning and computational techniques to social media data.
  • To analyze victim-provided reasons for remaining in or exiting abusive relationships.

Main Methods:

  • Utilized human annotation and part-of-speech tagging on Twitter data.
  • Employed machine learning predictive models, including support vector machines.
  • Analyzed datasets of 8767 #WhyIStayed and 8767 #WhyILeft tweets.

Main Results:

  • Developed methods to analyze micronarratives within social media posts.
  • Identified details concerning victims, abusers, and stakeholders.
  • Examined actions constituting abuse and stakeholder responses.

Conclusions:

  • Findings are consistent across multiple machine learning approaches.
  • Corroborates existing clinical observations regarding intimate partner violence.
  • Highlights the utility of natural language processing and machine learning for societal issue analysis on social media.