Skip to main content

Transparency

Evidence and review status

This page contains AI-generated content. No human content review or subject-matter-expert review is recorded.

Source basis
Downloaded PDF
AI-generated page content
Yes
Automated checks
Passed
Administrative approval
Yes
Human content review
Not recorded
Subject-matter-expert review
Not recorded
How this was prepared
Source basis

RSRC downloaded and privately stored a copy of the paper for internal analysis. The PDF is not offered to viewers from this page.

  • PDF added to RSRC:
AI-generated page content

AI-generated research notes displayed on this page: Synopsis, Identified gaps, Methods, Limitations, Future work. The paper itself is not described as AI-generated.

  • Document analysis recorded:
  • Page record updated:
Automated checks

The current, source-bound synopsis passed the recorded versioned publication checks.

  • Checks completed:
View passed checks (3)
  • Length, completeness, repetition, refusal, boilerplate, and active-markup screening
  • Numerical claims checked against the available source text
  • English-source lexical grounding check
Administrative approval

The record is approved for public display, but a complete historical administrator action is not recorded.

Human content review

No human review is recorded for the AI-generated content displayed on this page.

Subject-matter-expert review

RSRC has not recorded review of this content by a subject-matter or methods expert.

Review-state definitions
Found a possible error? Request a correction.

Synopsis

This narrative literature review examines catfishing, romance-related pig butchering, and IMFI. Searches covered PubMed, ProQuest, PsycINFO, Web of Science, and Google Scholar using scam, manipulation, cryptocurrency, and IMFI terms/Boolean strings. English peer-reviewed articles, proceedings, government reports, and books (2000-2024) concerning psychological, financial, and social impacts and the cybersecurity-psychology-public-health intersection were included. Romance-scam victims may suffer shame, guilt, and depression alongside financial losses, reflecting betrayal of both trust and financial security. Romance scammers create fictitious dating-platform profiles, establish emotional connections, and exploit those connections for money or sensitive personal information. As a narrative review, the paper describes database searching and inclusion/exclusion criteria but does not report the number of records retrieved or included, screening procedures, study-quality appraisal, or a reproducible synthesis protocol.

Identified Gaps

The review identifies a need for greater understanding of the operational mechanisms, psychological impacts, and systemic conditions enabling catfishing, pig butchering, and IMFI. It also points to inadequate accessible community support and traditional guardianship, and to prevention challenges created by evolving tactics, technology, and user behavior.

Methods

Narrative literature review of catfishing, romance-related pig butchering, and IMFI. Searches covered PubMed, ProQuest, PsycINFO, Web of Science, and Google Scholar using scam, manipulation, cryptocurrency, and IMFI terms/Boolean strings. English peer-reviewed articles, proceedings, government reports, and books (2000–2024) concerning psychological, financial, and social impacts and the cybersecurity–psychology–public-health intersection were included. Selected articles were thematically categorized and synthesized for patterns, mechanisms, and literature gaps.

Limitations

As a narrative review, the paper describes database searching and inclusion/exclusion criteria but does not report the number of records retrieved or included, screening procedures, study-quality appraisal, or a reproducible synthesis protocol. The English-only criterion and exclusion of non-academic sources may omit relevant evidence. These limitations are inferred from the stated methodology.

Future Work

Evaluate the proposed multifaceted measures, including targeted awareness and digital-literacy education, platform detection and verification, accessible reporting, victim support, cryptocurrency safeguards, and international enforcement coordination. Research should also track emerging tactics and assess how technological advances and changing user behavior affect detection and prevention.

See how this publication connects to RSRC's living evidence syntheses through current citations and research-topic mapping.