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Parental Perceived Causal Networks of Problematic Screen Time in Adolescents: The Centrality of Passive Scrolling Cover

Parental Perceived Causal Networks of Problematic Screen Time in Adolescents: The Centrality of Passive Scrolling

Open Access
|Apr 2026

Figures & Tables

Figure 1.

Averaged network for boys (64 % of sample, blue, left) and girls (34 % of sample, red, right). For each network, only the eight most common perceived causal relations and their connecting nodes are visualized: for boys the eight most frequently perceived causal relations connected six different nodes, for girls the eight most frequently perceived causal relations connected four different nodes. In the middle is a combined network overlaying the two (purple being nodes and edges common on both groups).

Figure 2.

Group-level out-degree centralities, split by gender and sorted by gender difference.

Frequency of problem areas (in descending order of frequency in total sample)

Problem areaIllustrative specificationsGirls; n = 44Boys; n = 82
Passive scrollingTiktok, Youtube, Streams88.6 %75.6 %
GamingRoblox, Fortnite, Minecraft11.4 %65.9 %
Physically inactiveUsed to do sports but stopped65.9 %59.8 %
UnfocusedDoesn’t listen, forgetful, absent61.4 %56.1 %
Parent worriesLoneliness, future independence56.8 %57.3 %
Parents not keeping boundariesCan’t control screen or enforce rules59.1 %50.0 %
Parents stressedParents not synced, own mental health59.1 %48.8 %
Somatic concernsTired, headaches, nausea63.6 %36.6 %
SadLow self-esteem, self-critical61.4 %35.4 %
Parent too accommodatingAvoids conflicts, doesn’t work52.3 %31.7 %
No IRL friendsNo initiatives, online friends only34.1 %48.8 %
InsomniaGoes to bed late, awakenings45.5 %32.9 %
Unhealthy eatingSkips meals, very selective45.5 %32.9 %
School too hardUnstructured, oral instructions34.1 %22.0 %
AggressiveYells insults, breaks things27.3 %26.8 %
No IRL interestsNever had any, interest stopped18.2 %32.9 %
Social anxietyAvoids peers, avoids new people27.3 %15.9 %
School absenceOften late, doesn’t go at all25.0 %13.4 %
Socially awkwardEye-contact, quiet, childish20.5 %15.9 %
Active on social mediaSnapchat, Discord, Tiktok31.8 %3.7 %
Language: English
Page range: 3 - 12
Published on: Apr 7, 2026
In partnership with: Paradigm Publishing Services
Publication frequency: 1 issue per year

© 2026 Lars Klintwall, Anders Nilsson, Martin Bellander, Kristoffer Magnusson, Nitya Jayaram, published by Psychiatric Research Unit
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.