Evidence map›Paper›PMID 37425170›Full record

ArticleFrontiers in psychology2023

Mental health at different stages of cancer survival: a natural language processing study of Reddit posts.

Ioana R Podina, Ana-Maria Bucur, Diana Todea, Liviu Fodor, Andreea Luca, Liviu P Dinu, Rareș F Boian

Open access · goldAbstract read
In one paragraph

Article in Frontiers in psychology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.

0numbers the graph read from it
0cells of the map it votes in
7citing papers in PubMed
3.3field-weighted citation impact, top 8% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

7 citing papers in PubMed, 10 citations in OpenAlex.

  1. Trial
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  4. Observational
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors at 2 institutions in 1 country.

Ioana R PodinaLaboratory of Cognitive Clinical Sciences, University of Bucharest, Bucharest, Romania.
Ana-Maria BucurInterdisciplinary School of Doctoral Studies, University of Bucharest, Bucharest, Romania.
Diana TodeaInterdisciplinary School of Doctoral Studies, University of Bucharest, Bucharest, Romania.
Liviu FodorInternational Institute for The Advanced Studies of Psychotherapy and Applied Mental Health, Babeș-Bolyai University, Cluj-Napoca, Romania.
Andreea LucaInterdisciplinary School of Doctoral Studies, University of Bucharest, Bucharest, Romania.
Liviu P DinuHuman Language Technology Research Center, University of Bucharest, Bucharest, Romania.
Rareș F BoianDepartment of Computer Science, Babeş-Bolyai University, Cluj-Napoca, Romania.
University of Bucharest · ROBabeș-Bolyai University · RO

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: The purpose of this study was to use text-based social media content analysis from cancer-specific subreddits to evaluate depression and anxiety-loaded content. Natural language processing, automatic, and lexicon-based methods were employed to perform sentiment analysis and identify depression and anxiety-loaded content. Methods: Data was collected from 187 Reddit users who had received a cancer diagnosis, were currently undergoing treatment, or had completed treatment. Participants were split according to survivorship status into short-term, transition, and long-term cancer survivors. A total of 72524 posts were analyzed across the three cancer survivor groups. Results: The results showed that short-term cancer survivors had significantly more depression-loaded posts and more anxiety-loaded words than long-term survivors, with no significant differences relative to the transition period. The topic analysis showed that long-term survivors, more than other stages of survivorship, have resources to share their experiences with suicidal ideation and mental health issues while providing support to their survivor community. Discussion: The results indicate that Reddit texts seem to be an indicator of when the stressor is active and mental health issues are triggered. This sets the stage for Reddit to become a platform for screening and first-hand intervention delivery. Special attention should be dedicated to short-term survivors.

Indexed as

cancer survivorsmental healthnatural language processingRedditsocial media

Identifiers

PMID37425170
PMCPMC10326387
OpenAlexW4381854551

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.