ArticleFrontiers in psychiatry2022
COVID-19 related innovation in Aotearoa/New Zealand mental health helplines and telehealth providers - mapping solutions and discussing sustainability from the perspective of service providers.
Article in Frontiers in psychiatry, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
1 citing paper in PubMed.
- Machine Learning Approach to Identifying Empathy Using the Vocals of Mental Health Helpline Counselors: Algorithm Development and Validation.JMIR formative research · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Background: The coronavirus disease 2019 (COVID-19) pandemic and associated interventions resulted in changes in both the demand and supply of mental health services and necessitated agile adaptation and innovation from service providers. Aims: The aim of this study was to explore what innovative solutions were adopted in response to COVID-19 and the pandemic control measures, what opportunities and challenges were associated with these innovations, as well as to critically reflect on the longer-term sustainability of the innovations in the context of Aotearoa/New Zealand mental healthcare. Materials and methods: We used thematic analysis to analyse the data from the 23 in-depth interviews with helpline employees and general practitioners from 18 service providers that regularly engage in mental healthcare. Results: Two key themes related to COVID-19 and the pandemic control measures were identified from respondents' accounts. These were "Technological innovations" and "Process innovations" where providers noted types of innovative solutions, and opportunities and challenges associated with those. The themes culminated in a meta theme "Sustainability of changes to service delivery" that appeared consistently in each theme and asks to consider how sustainable these innovative solutions might be in the long-term. Namely, sustainability of innovation was questioned in respect to the (a) innovative solutions being the emergency solutions with little or no impact analysis, (b) "returning back to normal" due to limited future funding and innovation as a sunk cost, and (c) sporadic and inconsistent innovation between service providers that does not contribute to quality and continuity of care from the systems perspective. Conclusion: COVID-19 and the measures of pandemic control were associated with an increase in innovative solutions from service providers. There were both opportunities and challenges associated with these innovative efforts and the sustainability of innovation was questioned. Future research about COVID-19 related innovation of service provision should focus on service user experiences and empirically measure the innovation safety and efficacy.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.