← Back to all signals
RESEARCH PAPER ANALYSIS

How do GenAI and social media provide psychosocial information support for cancer survivors and professionals? An analysis using structural topic modeling for exploration and comparison.

AI interpretation is pending for this paper.

Open original publication →
PMID41172637
JournalEuropean journal of oncology nursing : the official journal of European Oncology Nursing Society
Publication Date2025-10-20
Ingested2026-08-02 12:05 AM
EXECUTIVE SUMMARY

What the AI sees

Not AI summarized yet.

WHY IT MATTERS

Research significance

Pending deeper interpretation.

ABSTRACT

Source abstract

PURPOSE: Digital communication has transformed the landscape of psychosocial oncology information for survivors and professionals, potentially influencing the unmet informational needs and supports of cancer survivors and healthcare professionals. This study aims to explore the psychosocial oncology information on social media and generative artificial intelligence (GenAI) using a topic modeling approach. METHODS: A qualitative design incorporating structural topic modeling (STM) was utilized to analyze the psychosocial oncology information from social media (WeChat and Rednote) and GenAI (DeepSeek and ChatGPT). Social media data (n = 1177) were collected using the main keywords "cancer" and "psychosocial", while GenAI data were collected through nine standardized prompts. STM identified topic prevalence, keywords, topic relations, and temporal trends specific to social media posts. RESULTS: Five topics were identified from social media, highlighting caregivers' reflection, psychological intervention and assessment, family dynamics, and pediatric cancer care. Sharing caregiving reflection as an emerging trend for social support. STM identified seven topics in DeepSeek and five in ChatGPT, commonly focusing on psychological distress, coping strategies and support systems, healthcare professional practices, and holistic care. DeepSeek demonstrated more critical reflection on survivorship challenges and psychosocial care barriers, but identified misinformation. Social media presents in-depth topics, whereas GenAI offers synthesized overviews. Help-seeking resources were limited across both sources. CONCLUSIONS: Findings emphasized the significance of information strategies in psychosocial oncology care. GenAI should be fine-tuning/training with relevant data for improving practices. Social media and content creators are effective tools for promoting evidence-based information. A hybrid model that integrates professional oversight, GenAI, and cloud platforms is essential to ensure ethical compliance with psychosocial care.

SUPPORTING PAPER SET

32 more papers to review

Ranked by current scoring engine
1 Molecular diagnostics in paediatric oncology in Latin America: findings from the Latin America Regional Advisory Committee (RAC LATAM) regional assessment. Ecancermedicalscience 54.0 2 PEDCan: acceptability and feasibility of a mobile application to support primary health-care workers in recognising clinical features of childhood cancer in Uganda. Ecancermedicalscience 59.0 3 Li-Fraumeni Syndrome: Current Perspectives on Molecular Pathogenesis, Surveillance Strategies, Clinical Management and Pediatric Considerations. Cureus 82.5 4 Mechanism-Driven Evolution of Fertility-Sparing Treatment and Precision Management of Special Populations in Endometrial Cancer: A Review. Cancers 85.09 5 Exposure to Particulate Matter (PM) During Pregnancy and Non-Hodgkin Lymphomas in Children. Cancers 69.5 6 Whole-Body MRI Versus 18F-FDG-PET/CT for the Detection of Nodal and Distant Metastases in Pediatric Patients with Solid Tumors. Cancers 70.9 7 Prehabilitation Practices for Paediatric Haematopoietic Stem Cell Transplantation: A Survey and Patient and Public Involvement Study of Healthcare Professionals. Nutrients 62.2 8 Comparison of Radiological and Postoperative Tumor Volume Measurements for SIOP Risk Stratification in Wilms Tumord. Diagnostics (Basel, Switzerland) 59.9 9 Neurofilament Light Chain: A Potential Biomarker for Chemotherapy-Induced Peripheral Neuropathy in Pediatric and Adolescent Young Adults with Leukemia or Lymphoma. Cancers 73.59 10 Immune Modulation in Peripheral Blood of Cystic Fibrosis Patients Following Ex Vivo Co-Culture with Mesenchymal Stem Cells. Cells 61.2 11 The Gut-Brain Axis and Dietary Patterns in Shaping Long-Term Neurocognitive and Psychosocial Outcomes in Adolescent and Young Adult Survivors of Childhood Cancer: A Systematized Narrative Review. Nutrients 85.6 12 Association of Recorded Cerebrospinal Fluid Diversion with Registry Outcome Status in Pediatric Medulloblastoma: An Exploratory 10-Year Single-Centre Cohort Study. Journal of clinical medicine 66.1 13 Changes in Ultrasound-Based Risk Stratification and Surgical Selection of Adnexal Masses During the COVID-19 Pandemic: A Single-Center Retrospective Study. Diagnostics (Basel, Switzerland) 65.4 14 Multi-Target HCC Blood Test Demonstrates Consistent Performance Across Subgroups of Patients with Chronic Liver Disease. Cancers 67.0 15 Pediatric Mycosis Fungoides and Hydroa Vacciniforme Lymphoproliferative Disorder. Cancers 62.3 16 Silent Verb Generation During fMRI Reveals Post-Radiotherapy Alterations in Cerebellar-Cerebral Language Regions in Patients Treated for Medulloblastoma. Cancers 71.24 17 Evaluating the Prognostic Relevance of Pre-Treatment Epstein-Barr Virus Levels in Non-Endemic Pediatric Nasopharyngeal Carcinoma. Cancers 70.34 18 Severe Suprasystemic Refractory Pulmonary Hypertension in a Neonate with Stüve-Wiedemann Syndrome Associated with Biallelic LIFR Variants: Molecular Insights and a Neonatal Case Report. International journal of molecular sciences 51.12 19 Clinical Outcome and Prognostic Factors in Childhood Acute Lymphoblastic Leukemia-A Retrospective Cohort Study of Patients from Southern Mexico. Journal of clinical medicine 70.3 20 Case Report: Single-cell transcriptomic profiling of a pediatric ALK-negative gastric inflammatory myofibroblastic tumor. Frontiers in immunology 45.5 21 Case Report: Mixed gonadal dysgenesis with Müllerian remnants mimicking a prostatic utricle in a child with 45,X/46,XY/47,XYY mosaicism. Frontiers in pediatrics 49.0 22 Sodium fluorescein in pediatric brain tumor surgery: a retrospective volumetric analysis of resection extent and consistency. Frontiers in surgery 56.0 23 Electromagnetic Surgical Navigation for Accurate Pediatric Tumor Localization: A Preclinical Animal Cadaver Study. Cancers 59.6 24 T-lymphoblastic leukemia/lymphoma: a comprehensive review of pathology, molecular features, and differential diagnosis. Journal of pathology and translational medicine 64.0 25 Family Bonds at the End of Life: A Qualitative Study of Meaning Reconstruction Through Intergenerational Relationships Among Older Adults With Advanced Lung Cancer. Psycho-oncology 57.5 26 Scenario-Related Anxiety, Self-Reported Critical Incidents, and Burnout Among Anesthesia Professionals: A Cross-Sectional Survey. Healthcare (Basel, Switzerland) 59.0 27 Research Progress on Angiogenesis and Involution Mechanisms of Infantile Hemangioma and Its Regulation by Active Components of Salvia miltiorrhiza. International journal of molecular sciences 59.75 28 Nutritional Prevention of Oxidative Stress-Induced Cardiotoxicity in Pediatric Cardio-Oncology: Molecular Mechanisms and Translational Perspectives-A Narrative Review. International journal of molecular sciences 72.37 29 Perceived Facilitators and Barriers Inform Young Adult Cancer Survivors' Preferences for Physical Activity and Diet Interventions: A Qualitative Study. Nutrients 62.2 30 Three-Dimensional Left Ventricle Strain Echocardiography in the Detection of Anthracycline Cardiotoxicity in Children with Acute Lymphoblastic Leukemia-Retrospective Case-Control Analysis and Relation to the Cardiotoxicity Risk Factors Assessment. Cancers 70.22 31 Chemotherapy-Mediated Purging Before Testicular Organoid Generation Significantly Reduces Cancer Cells While Not Significantly Reducing Germ Cells. International journal of molecular sciences 63.34 32 Phenotype-Specific Pharmacogenetic Patterns of Methotrexate Neurotoxicity in Pediatric Acute Lymphoblastic Leukemia. Journal of clinical medicine 67.02
PATIENT-FRIENDLY SUMMARY

How do GenAI and social media provide psychosocial information support for cancer survivors and professionals? An analysis using structural topic modeling for exploration and comparison.

For education only—not personal medical advice.

Pediatric cancer research intelligence graphic
PEDIATRIC CANCER VISUAL SYSTEM

Open the Research Intelligence Map

Explore the active pediatric oncology analysis view.

Expand Intelligence View →
Full Pediatric cancer research intelligence graphic