A stochastic model for the influence of social distancing on loneliness

TL;DR

This paper introduces a stochastic agent-based model to study how social distancing measures during Covid-19 can lead to a phase transition from healthy social interactions to a burnout regime characterized by diverging loneliness, highlighting mental health risks.

Contribution

The paper develops a novel stochastic model linking social distancing to loneliness dynamics and identifies a phase transition separating healthy and burnout regimes.

Findings

Community enters burnout regime with diverging loneliness

Phase transition between healthy and burnout states

Mean-field theory accurately describes community dynamics

Abstract

The short-term economic consequences of the critical measures employed to curb the transmission of Covid-19 are all too familiar, but the consequences of isolation and loneliness resulting from those measures on the mental well-being of the population and their ensuing long-term economic effects are largely unknown. Here we offer a stochastic agent-based model to investigate social restriction measures in a community where the feelings of loneliness of the agents dwindle when they are socializing and grow when they are alone. In addition, the intensity of those feelings, which are measured by a real variable that we term degree of loneliness, determines whether the agent will seek social contact or not. We find that decrease of the number, quality or duration of social contacts lead the community to enter a regime of burnout in which the degree of loneliness diverges, although the number of lonely agents at a given moment amounts to only a fraction of the total population. This regime of mental breakdown is separated from the healthy regime, where the degree of loneliness is finite, by a continuous phase transition. We show that the community dynamics is described extremely well by a simple mean-field theory so our conclusions can be easily verified for different scenarios and parameter settings. The appearance of the burnout regime illustrates neatly the side effects of social distancing, which give to many of us the choice between physical infection and mental breakdown.