What happened
In December 2022, a five-person team based at the University of Wisconsin–Milwaukee published a grounded theory study of mental-health-relevant posts from the r/Replika community on Reddit. The paper's publisher-deposited record names five authors, led by Linnea Laestadius, in the journal New Media & Society. This is not a survey or a controlled trial. It is qualitative coding of forum text: people writing, unprompted, about their experience of the Replika companion app.
What the documents show
The abstract attached to the record states that the authors identified 582 mental-health-relevant posts made in r/Replika between 2017 and 2021, then analysed them using grounded theory, a method that builds categories from data rather than testing a fixed hypothesis. A second indexed copy of the abstract corroborates these figures. The authors report evidence of harms tied to emotional dependence on the app, resembling patterns seen in human-to-human relationships rather than an ordinary technology habit.
The mechanism
The paper's distinct contribution is role-taking: posters described Replika as though it had its own needs and emotions the user was obliged to attend to, not simply a feature set. That differs from generic attachment to convenient software. Role-taking implies the user has assigned the app a subject position, something that can be neglected or disappointed, which generates a felt obligation to keep engaging. Because the material is forum text rather than a validated psychological scale, the study can show how people voluntarily articulated this dynamic; that method alone cannot establish how common the pattern is across the app's user base.
What it leaves open
People who post about mental-health-relevant experiences with a companion app are self-selecting: those who felt strongly enough, in either direction, to write publicly. This kind of discourse analysis captures the shape of reported harms and the language used to describe them; it does not establish prevalence, and it cannot separate cause from correlation between app use and distress. The paper's public bibliographic record confirms no open-access full text is indexed anywhere, so the authors' stated limitations and any funding disclosure could not be verified for this article. What the abstract does confirm: earlier research suggested human-chatbot and human-human relationships might not resemble each other, and these authors argue their Reddit data show factors pulling the two closer together than expected.
- Is a claimed pattern of harm or benefit drawn from a representative sample, or from people who already felt strongly enough to post about it?
- Does the evidence describe a pattern in people's own words, or measure how often that pattern occurs across users?
- When an app is described as having its own needs, whose interest is actually served by a user responding to that framing?
None of this makes the reported dependence imaginary, nor does it make the finding definitive. A grounded theory analysis of forum posts is well suited to naming a mechanism not previously described precisely; it is poorly suited to telling a reader how often that mechanism occurs, or in whom. Reading a widely cited record for what it establishes, rather than for the larger claim its citation count might imply, remains the more useful habit.
Sources & reading trail
- Too human and not human enough: A grounded theory analysis of mental health harms from emotional dependence on the social chatbot ReplikaSource · published 2022-12-22 · retrieved 2026-09-16
- Too human and not human enough: A grounded theory analysis of mental health harms from emotional dependence on the social chatbot ReplikaSource · published 2022-12-22 · retrieved 2026-09-16
- Too human and not human enough: A grounded theory analysis of mental health harms from emotional dependence on the social chatbot ReplikaSource · published 2022-12-22 · retrieved 2026-09-16