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International Journal of Trend in Scientific Research and Development (IJTSRD) @ www.ijtsrd.com eISSN: 2456-6470
Ø User Satisfaction Interviews: Gathering qualitative | Emotional Feedback | <->| User Data Analysis|
data on the user experience of the system.
| Survey Responses | | & Reporting |
Ø System Analytics: Data on usage patterns, frequency of +--------------------+ +---------------------+
intervention, and interaction with support resources.
V. RESULT ANALYSIS
4. Data Analysis:
Ø Statistical Analysis: Comparing pre- and post-use data The evaluation of the LifeLine system, a digital platform
aimed at promoting happiness and preventing suicide,
using statistical tools like SPSS or R to determine reveals significant findings regarding its effectiveness in
significant changes in emotional well-being.
suicide prevention and enhancing emotional well-being.
Ø Content Analysis: Analyzing interview transcripts to Ø Reduction in Distress Levels
identify recurring themes and sentiments.
Users of the Lifeline system reported a marked decrease in
Ø Performance Metrics: Analyzing system usage distress following interactions with the platform. A study
statistics to assess engagement and efficacy. assessing the National Suicide Prevention Lifeline's crisis
chat interventions found that individuals were significantly
Ø Conceptual Framework less distressed at the end of the chat sessions compared to
The proposed research model is built on three core the beginning. This indicates the potential of digital
components: input variables, process mechanisms, and interventions in alleviating immediate emotional distress.
output variables. These elements form a cohesive framework
for evaluating the LifeLine system’s impact. Ø Perceived Helpfulness and Hopefulness
The system's users also expressed positive perceptions
1. Input Variables: regarding the helpfulness of the interventions.
Ø Demographics: Age, gender, location, and socio- Approximately two-thirds of individuals experiencing
economic background of users.
suicidal thoughts reported that the chat was beneficial, and
Ø Mental Health Baseline: Initial levels of emotional nearly half felt more hopeful after the interaction. These
well-being, stress, anxiety, and suicidal ideation outcomes suggest that digital platforms can effectively foster
(measured through pre-use surveys). feelings of support and hope among users.
Ø Platform Usage Patterns: Frequency, duration, and Ø Age-Related Outcomes
type of interaction with LifeLine features. The analysis highlighted age-related differences in outcomes.
Minors reported significantly better results than older users,
2. Process Mechanisms: with higher odds of finding the chat helpful and experiencing
Ø Engagement with LifeLine Tools: increased hopefulness. Conversely, minors had lower odds of
• Mood tracking and self-help exercises. feeling upset, depressed, overwhelmed, or more suicidal at
the end of the chat. This underscores the importance of
• Access to peer support communities and tailoring digital interventions to different age groups to
professional counseling. maximize effectiveness.
• Utilization of crisis intervention features (e.g., Ø Implementation of 988 Lifeline
emergency hotlines, alerts). The transition to the 988 Lifeline, a three-digit number for
Ø Monitoring and Feedback: Continuous tracking of user suicide prevention and mental health crisis intervention,
emotions and behaviors through system analytics. represents a significant advancement in accessibility to
mental health services. This change is expected to improve
Ø Intervention Delivery: Automated or human-driven the reach and efficiency of crisis intervention services,
responses triggered by critical user inputs (e.g., reports making support more readily available to those in need.
of severe distress).
Ø Best Practices and Continuous Improvement
3. Output Variables: The 988 Lifeline has been proactive in providing mental
Ø Emotional Well-being Improvements: Reduction in health professionals and crisis centers with innovative best
stress, anxiety, and depressive symptoms. practices and resources in suicide prevention and mental
Ø Behavioral Changes: Decrease in suicidal ideation and health. This commitment to continuous improvement
increased proactive help-seeking behavior. ensures that the services offered are based on the latest
research and are effective in meeting the needs of individuals
Ø User Satisfaction: Positive feedback on ease of use, in crisis.
system reliability, and perceived impact.
Ø Conclusion
FLOWCHART:- The LifeLine system demonstrates significant potential in
+------------------+ +-----------------+ +-------------------+ reducing distress and promoting emotional well-being
among its users. The positive feedback regarding its
| User Register | ----> | Interaction | ----> | Support Access | helpfulness and the implementation of the 988 Lifeline
| LifeLine System| | with Tools | | Crisis Support | highlight the importance of accessible and effective digital
interventions in suicide prevention efforts. Ongoing
+------------------+ +-----------------+ +-------------------+ evaluation and adaptation of these platforms are essential to
| | address the diverse needs of different age groups and to
enhance their effectiveness continually.
v v
+--------------------+ +---------------------+
IJTSRD | Special Issue on Emerging Trends and Innovations in Web-Based Applications and Technologies Page 377