Beyond bath bombs: partner’s response to postpartum depression

Maxwell, December; Praetorius, Regina T.; Keaton, Craig; Alam, Komal

doi:10.1080/13229400.2020.1827007

Cited by 5 publications

(2 citation statements)

References 27 publications

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“…Perhaps unsurprisingly, the 4% (2/54) of studies that collected original data sets using neither the Reddit API nor Pushshift were qualitative studies using smaller data sets. To illustrate, Park et al [ 61 ] used the Reddit search function to collect a sample of 81 discussion threads for qualitative descriptive analysis, whereas the Maxwell [ 56 ] qualitative study used Google Search to identify a single discussion thread consisting of 1 post and 294 comments, with which Maxwell et al [ 56 ] performed an in-depth thematic analysis.…”

Section: Resultsmentioning

confidence: 99%

“…Among the 15 studies in this category that used ML and/or NLP, Reddit text was most often processed into features through assignment into categories from the Linguistic Inquiry and Word Count mental health lexicon (7/18, 39%) by using term frequency–inverse document frequency vectors (4/18, 22%) and by processing text into readability metrics (2/18, 11%). Of the 18 studies, 3 (17%) purely qualitative studies examined depression and anxiety in the context of Reddit discussion threads about rheumatoid arthritis [ 61 ], fathers’ experiences with postpartum depression [ 56 ], and the effectiveness of mobile mental health apps [ 40 ].…”

Section: Resultsmentioning

confidence: 99%

See 1 more Smart Citation

Studies of Depression and Anxiety Using Reddit as a Data Source: Scoping Review

Boettcher¹

2021

JMIR Ment Health

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Background The study of depression and anxiety using publicly available social media data is a research activity that has grown considerably over the past decade. The discussion platform Reddit has become a popular social media data source in this nascent area of study, in part because of the unique ways in which the platform is facilitative of research. To date, no work has been done to synthesize existing studies on depression and anxiety using Reddit. Objective The objective of this review is to understand the scope and nature of research using Reddit as a primary data source for studying depression and anxiety. Methods A scoping review was conducted using the Arksey and O’Malley framework. MEDLINE, Embase, CINAHL, PsycINFO, PsycARTICLES, Scopus, ScienceDirect, IEEE Xplore, and ACM academic databases were searched. Inclusion criteria were developed using the participants, concept, and context framework outlined by the Joanna Briggs Institute Scoping Review Methodology Group. Eligible studies featured an analytic focus on depression or anxiety and used naturalistic written expressions from Reddit users as a primary data source. Results A total of 54 studies were included in the review. Tables and corresponding analyses delineate the key methodological features, including a comparatively larger focus on depression versus anxiety, an even split of original and premade data sets, a widespread analytic focus on classifying the mental health states of Reddit users, and practical implications that often recommend new methods of professionally delivered monitoring and outreach for Reddit users. Conclusions Studies of depression and anxiety using Reddit data are currently driven by a prevailing methodology that favors a technical, solution-based orientation. Researchers interested in advancing this research area will benefit from further consideration of conceptual issues surrounding the interpretation of Reddit data with the medical model of mental health. Further efforts are also needed to locate accountability and autonomy within practice implications, suggesting new forms of engagement with Reddit users.

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Section: Resultsmentioning

confidence: 99%

Section: Resultsmentioning

confidence: 99%