Behavior of Callers to a Crisis Helpline Before and During the COVID-19 Pandemic: Quantitative Data Analysis.

COVID-19 caller behavior clustering coronavirus crisis helplines machine learning mental health pandemic

Journal

JMIR mental health
ISSN: 2368-7959
Titre abrégé: JMIR Ment Health
Pays: Canada
ID NLM: 101658926

Informations de publication

Date de publication:
06 Nov 2020
Historique:
received: 29 07 2020
accepted: 29 09 2020
revised: 16 09 2020
pubmed: 29 10 2020
medline: 29 10 2020
entrez: 28 10 2020
Statut: epublish

Résumé

The World Health Organization declared the outbreak of COVID-19 to be an international pandemic in March 2020. While numbers of new confirmed cases of the disease and death tolls are rising at an alarming rate on a daily basis, there is concern that the pandemic and the measures taken to counteract it could cause an increase in distress among the public. Hence, there could be an increase in need for emotional support within the population, which is complicated further by the reduction of existing face-to-face mental health services as a result of measures taken to limit the spread of the virus. The objective of this study was to determine whether the COVID-19 pandemic has had any influence on the calls made to Samaritans Ireland, a national crisis helpline within the Republic of Ireland. This study presents an analysis of calls made to Samaritans Ireland in a four-week period before the first confirmed case of COVID-19 (calls=41,648, callers=3752) and calls made to the service within a four-week period after a restrictive lockdown was imposed by the government of the Republic of Ireland (calls=46,043, callers=3147). Statistical analysis was conducted to explore any differences between the duration of calls in the two periods at a global level and at an hourly level. We performed k-means clustering to determine the types of callers who used the helpline based on their helpline call usage behavior and to assess the impact of the pandemic on the caller type usage patterns. The analysis revealed that calls were of a longer duration in the postlockdown period in comparison with the pre-COVID-19 period. There were changes in the behavior of individuals in the cluster types defined by caller behavior, where some caller types tended to make longer calls to the service in the postlockdown period. There were also changes in caller behavior patterns with regard to the time of day of the call; variations were observed in the duration of calls at particular times of day, where average call durations increased in the early hours of the morning. The results of this study highlight the impact of COVID-19 on a national crisis helpline service. Statistical differences were observed in caller behavior between the prelockdown and active lockdown periods. The findings suggest that service users relied on crisis helpline services more during the lockdown period due to an increased sense of isolation, worsening of underlying mental illness due to the pandemic, and reduction or overall removal of access to other support resources. Practical implications and limitations are discussed.

Sections du résumé

BACKGROUND BACKGROUND
The World Health Organization declared the outbreak of COVID-19 to be an international pandemic in March 2020. While numbers of new confirmed cases of the disease and death tolls are rising at an alarming rate on a daily basis, there is concern that the pandemic and the measures taken to counteract it could cause an increase in distress among the public. Hence, there could be an increase in need for emotional support within the population, which is complicated further by the reduction of existing face-to-face mental health services as a result of measures taken to limit the spread of the virus.
OBJECTIVE OBJECTIVE
The objective of this study was to determine whether the COVID-19 pandemic has had any influence on the calls made to Samaritans Ireland, a national crisis helpline within the Republic of Ireland.
METHODS METHODS
This study presents an analysis of calls made to Samaritans Ireland in a four-week period before the first confirmed case of COVID-19 (calls=41,648, callers=3752) and calls made to the service within a four-week period after a restrictive lockdown was imposed by the government of the Republic of Ireland (calls=46,043, callers=3147). Statistical analysis was conducted to explore any differences between the duration of calls in the two periods at a global level and at an hourly level. We performed k-means clustering to determine the types of callers who used the helpline based on their helpline call usage behavior and to assess the impact of the pandemic on the caller type usage patterns.
RESULTS RESULTS
The analysis revealed that calls were of a longer duration in the postlockdown period in comparison with the pre-COVID-19 period. There were changes in the behavior of individuals in the cluster types defined by caller behavior, where some caller types tended to make longer calls to the service in the postlockdown period. There were also changes in caller behavior patterns with regard to the time of day of the call; variations were observed in the duration of calls at particular times of day, where average call durations increased in the early hours of the morning.
CONCLUSIONS CONCLUSIONS
The results of this study highlight the impact of COVID-19 on a national crisis helpline service. Statistical differences were observed in caller behavior between the prelockdown and active lockdown periods. The findings suggest that service users relied on crisis helpline services more during the lockdown period due to an increased sense of isolation, worsening of underlying mental illness due to the pandemic, and reduction or overall removal of access to other support resources. Practical implications and limitations are discussed.

Identifiants

pubmed: 33112759
pii: v7i11e22984
doi: 10.2196/22984
pmc: PMC7652595
doi:

Types de publication

Journal Article

Langues

eng

Pagination

e22984

Informations de copyright

©Robin Turkington, Maurice Mulvenna, Raymond Bond, Edel Ennis, Courtney Potts, Ciaran Moore, Louise Hamra, Jacqui Morrissey, Mette Isaksen, Elizabeth Scowcroft, Siobhan O'Neill. Originally published in JMIR Mental Health (http://mental.jmir.org), 06.11.2020.

Références

Health Informatics J. 2019 Dec;25(4):1722-1738
pubmed: 30222034
J Telemed Telecare. 2014 Mar;20(2):89-98
pubmed: 24518928
Lancet Psychiatry. 2020 Jun;7(6):547-560
pubmed: 32304649
Aust N Z J Psychiatry. 2015 Jan;49(1):54-64
pubmed: 24972602
Internet Interv. 2020 Apr;20:100317
pubmed: 32289019
JMIR Ment Health. 2020 Jul 6;7(7):e19246
pubmed: 32484783
J Sleep Res. 2020 Apr 4;:e13052
pubmed: 32246787
Int J Geriatr Psychiatry. 2008 Dec;23(12):1231-8
pubmed: 18500689
Health Informatics J. 2020 Apr 18;:1460458220913429
pubmed: 32306837
Suicide Life Threat Behav. 2007 Jun;37(3):322-37
pubmed: 17579544
J Affect Disord. 2020 Oct 1;275:80-81
pubmed: 32658829
Health Psychol. 2020 May;39(5):355-357
pubmed: 32202824
Lancet Psychiatry. 2020 Jun;7(6):468-471
pubmed: 32330430
Lancet Psychiatry. 2020 Jun;7(6):e29-e30
pubmed: 32445691
Suicide Life Threat Behav. 1992 Summer;22(2):240-54
pubmed: 1626335
Biol Psychol. 2007 Oct;76(3):170-3
pubmed: 17884278
JMIR Ment Health. 2020 Mar 26;7(3):e18848
pubmed: 32213476
Telemed J E Health. 2019 Jun;25(6):435-446
pubmed: 30048211

Auteurs

Robin Turkington (R)

School of Computing, Ulster University, Newtownabbey, United Kingdom.

Maurice Mulvenna (M)

School of Computing, Ulster University, Newtownabbey, United Kingdom.

Raymond Bond (R)

School of Computing, Ulster University, Newtownabbey, United Kingdom.

Edel Ennis (E)

School of Psychology, Ulster University, Coleraine, United Kingdom.

Courtney Potts (C)

School of Computing, Ulster University, Newtownabbey, United Kingdom.

Ciaran Moore (C)

Samaritans Ireland, Dublin, Ireland.

Louise Hamra (L)

Samaritans Ireland, Dublin, Ireland.

Jacqui Morrissey (J)

Samaritans UK, Ewell, United Kingdom.

Mette Isaksen (M)

Samaritans UK, Ewell, United Kingdom.

Elizabeth Scowcroft (E)

Samaritans UK, Ewell, United Kingdom.

Siobhan O'Neill (S)

School of Psychology, Ulster University, Coleraine, United Kingdom.

Classifications MeSH