Assessing costs of developing a digital program for training community health workers to deliver treatment for depression: A case study in rural India.
Open accessAbstract
Digital technology has emerged as a promising approach for training and building capacity of community health workers in low-income and middle-income countries (LMICs). Little is known about the cost of developing digital training programs in LMICs, which hinders the adoption, implementation, and scaling up of the programs in routine primary care settings. This study assessed the costs of developing a digital program for training community health workers to deliver a psychological treatment for depression in a rural district of Madhya Pradesh, India. We developed survey instruments to document required resources in development, including involved personnel (their roles, responsibilities, time spent, and salaries or payments), information technologies (e.g., smartphones, software programs), and infrastructure-related costs (e.g., vehicle, office space, utilities). Costs were estimated from an accounting perspective. Over a 10-month developmental period, the total costs were 208,814 USD, with the largest portion on human resources (61%, with 14% on management and supervision), followed by information technologies (33%), and infrastructure-related costs (6%). These findings could inform policymakers in LMICs on costs of developing online-training programs, which will be especially useful during the COVID-19 pandemic.
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The cost of provision of digital devices and associated software can be calculated, but it remains quite difficult to calculate the costs of designing and delivering whole digital training programmes.
“The cost of the provision of digital devices and associated software can be calculated but it remains quite difficult to calculate the costs of designing and delivering whole digital training programmes (Joshi et al., 2022).”
From The EU Accessibility Act and Web Accessibility Directive and the implications for Digital Teaching and Learning Materials (2022) · cites this paper as Joshi et al., 2022
The Methods (Cost Estimation; page unavailable) describe calculating technology and development costs, and the Discussion says some infrastructure costs were difficult to track. But the study estimates one-time development costs, not delivery costs; the Discussion lists recurring delivery costs without calculating them or saying they are particularly difficult to calculate. (LLM, conf=0.84)
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Grand challenges in global mental health
Collins, P. Y., Patel, V., Joestl, S. S., March, D., Insel, T. R., Daar, A. S., Bordin, I. A., Costello, E. J., Durkin, M., Fairburn, C., et al. (2011) · Nature · doi:10.1038/475027a · Cited by 2,043 · see citing works
Self-citationLewin, S. A., Munabi-Babigumira, S. K., Glenton, C., Daniels, K., Bosch‐Capblanch, X., van Wyk, B. E., Odgaard‐Jensen, J., Johansen, M., Aja, G. N., Zwarenstein, M., et al. (2010) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd004015.pub3 · Cited by 986 · see citing works
Perry, H. B., Zulliger, R., & Rogers, M. M. (2014) · Annual Review of Public Health · doi:10.1146/annurev-publhealth-032013-182354 · Cited by 944 · see citing works
Psychological Treatments for the World: Lessons from Low- and Middle-Income Countries
Singla, D. R., Kohrt, B. A., Murray, L. K., Anand, A., Chorpita, B. F., & Patel, V. (2017) · Annual Review of Clinical Psychology · doi:10.1146/annurev-clinpsy-032816-045217 · Cited by 913 · see citing works
Self-citationScale up services for mental disorders: a call for action
(2007) · The Lancet · doi:10.1016/s0140-6736(07)61242-2 · Cited by 835 · see citing works
Kola, L., Kohrt, B. A., Hanlon, C., Naslund, J. A., Sikander, S., Balaji, M., Benjet, C., Cheung, E. Y. L., Eaton, J., Gonsalves, P., et al. (2021) · The Lancet Psychiatry · doi:10.1016/s2215-0366(21)00025-0 · Cited by 835 · see citing works
Self-citationTorous, J., Nicholas, J., Larsen, M. E., Firth, J., & Christensen, H. (2018) · Evidence Based Mental Health · doi:10.1136/eb-2018-102891 · Cited by 790 · see citing works
Naslund, J. A., Aschbrenner, K. A., Araya, R., Marsch, L. A., Unützer, J., Patel, V., & Bartels, S. J. (2017) · The Lancet Psychiatry · doi:10.1016/s2215-0366(17)30096-2 · Cited by 638 · see citing works
Self-citationChibanda, D., Weiss, H. A., Verhey, R., Simms, V., Munjoma, R., Rusakaniko, S., Chingono, A., Munetsi, E., Bere, T., Manda, E., et al. (2016) · JAMA · doi:10.1001/jama.2016.19102 · Cited by 502 · see citing works
Patel, V., Weobong, B., Weiss, H. A., Anand, A., Bhat, B., Katti, B., Dimidjian, S., Araya, R., Hollon, S. D., King, M., et al. (2017) · The Lancet · doi:10.1016/s0140-6736(16)31589-6 · Cited by 448 · see citing works
Self-citationSaprii, L., Richards, E., Kokho, P., & Theobald, S. (2015) · Human Resources for Health · doi:10.1186/s12960-015-0094-3 · Cited by 311 · see citing works
Scott, K., George, A. S., & Ved, R. R. (2019) · Health Research Policy and Systems · doi:10.1186/s12961-019-0427-0 · Cited by 204 · see citing works
Hedman, E., Andersson, E., Ljótsson, B., Andersson, G., Rück, C., & Lindefors, N. (2011) · Behaviour Research and Therapy · doi:10.1016/j.brat.2011.07.009 · Cited by 183 · see citing works
Chowdhary, N., Anand, A., Dimidjian, S., Shinde, S., Weobong, B., Balaji, M., Hollon, S. D., Rahman, A., Wilson, G. T., Verdeli, H., et al. (2015) · The British Journal of Psychiatry · doi:10.1192/bjp.bp.114.161075 · Cited by 169 · see citing works
Self-citationNaslund, J. A., Shidhaye, R., & Patel, V. (2019) · Harvard Review of Psychiatry · doi:10.1097/hrp.0000000000000217 · Cited by 159 · see citing works
Self-citationBalaji, M., Chatterjee, S., Koschorke, M., Rangaswamy, T., Chavan, A., Dabholkar, H., Dakshin, L., Kumar, P., John, S., Thornicroft, G., et al. (2012) · BMC Health Services Research · doi:10.1186/1472-6963-12-42 · Cited by 156 · see citing works
Self-citationCarter, H., Araya, R., Anjur, K. I., Deng, D., & Naslund, J. A. (2020) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2020.12.016 · Cited by 155 · see citing works
Self-citationNordgren, L. B., Hedman, E., Etienne, J., Bodin, J., Kadowaki, Å., Eriksson, S., Lindkvist, E., Andersson, G., & Carlbring, P. (2014) · Behaviour Research and Therapy · doi:10.1016/j.brat.2014.05.007 · Cited by 145 · see citing works
Maulik, P. K., Kallakuri, S., Devarapalli, S., Vadlamani, V. K., Jha, V., & Patel, A. (2017) · Journal of Global Health · doi:10.7189/jogh.07.010408 · Cited by 125 · see citing works
Ved, R. R., Scott, K., Gupta, G., Ummer, O., Singh, S., Srivastava, A., & George, A. S. (2019) · Human Resources for Health · doi:10.1186/s12960-018-0338-0 · Cited by 109 · see citing works
Muke, S. S., Tugnawat, D. K., Joshi, U., Anand, A., Khan, A., Shrivastava, R., Singh, A., Restivo, J. L., Bhan, A., Patel, V., et al. (2020) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph17176368 · Cited by 103 · see citing works
Self-citationZhao, Q., Li, S.-S., Coêlho, M. D. S. Z. S., Saldiva, P., Hu, K., Huxley, R., Abramson, M., & Guo, Y.-M. (2019) · PLoS Medicine · doi:10.1371/journal.pmed.1002753 · Cited by 100 · see citing works
Rahman, A., Akhtar, P., Hamdani, S. U., Atif, N., Nazir, H., Uddin, I., Nisar, A., Huma, Z., Maselko, J., Sikander, S., et al. (2019) · Global Mental Health · doi:10.1017/gmh.2019.7 · Cited by 99 · see citing works
Hedman, E., Andersson, E., Lindefors, N., Andersson, G., Rück, C., & Ljótsson, B. (2013) · Psychological Medicine · doi:10.1017/s0033291712001079 · Cited by 98 · see citing works
Muke, S. S., Shrivastava, R. D., Mitchell, L., Khan, A., Murhar, V., Tugnawat, D., Shidhaye, R., Patel, V., & Naslund, J. A. (2019) · Asian Journal of Psychiatry · doi:10.1016/j.ajp.2019.09.006 · Cited by 98 · see citing works
Self-citationTsolekile, L. P., Puoane, T. R., Schneider, H. M., Levitt, N. S., & Steyn, K. (2014) · African Journal of Primary Health Care & Family Medicine · doi:10.4102/phcfm.v6i1.693 · Cited by 93 · see citing works
Jordans, M. J. D., Luitel, N. P., Garman, E., Kohrt, B. A., Rathod, S. D., Shrestha, P., Komproe, I. H., Lund, C., & Patel, V. (2019) · British Journal of Psychiatry · doi:10.1192/bjp.2018.300 · Cited by 89 · see citing works
Self-citationDiez-Canseco, F., Toyama, M., Ipince, A., Perez-Leon, S., Cavero, V., Araya, R., & Miranda, J. J. (2018) · Journal of Medical Internet Research · doi:10.2196/jmir.9208 · Cited by 85 · see citing works
Designing and undertaking a health economics study of digital health interventions
McNamee, P., Murray, E., Kelly, M. P., Bojke, L., Chilcott, J., Fischer, A., West, R., & Yardley, L. (2016) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2016.05.007 · Cited by 82 · see citing works
Xu, D. R., Xiao, S., He, H., Caine, E. D., Gloyd, S. S., Simoni, J. M., Hughes, J. P., Nie, J., Lin, M., He, W., et al. (2019) · PLoS Medicine · doi:10.1371/journal.pmed.1002785 · Cited by 81 · see citing works
Mitchell, L. M., Joshi, U., Patel, V., Lu, C., & Naslund, J. A. (2021) · Journal of Affective Disorders · doi:10.1016/j.jad.2021.01.092 · Cited by 80 · see citing works
Self-citationThe India State Hunger Index: Comparisons Of Hunger Across States
Menon, P., Deolalikar, A. B., & Bhaskar, A. (2008) · Cited by 76 · see citing works
Winters, N., Langer, L., & Geniets, A. (2018) · BMJ Open · doi:10.1136/bmjopen-2017-019827 · Cited by 71 · see citing works
Kaonga, N., & Morgan, J. (2019) · Psychiatry Research · doi:10.1016/j.psychres.2019.112594 · Cited by 67 · see citing works
Khan, A., Shrivastava, R., Tugnawat, D. K., Singh, A., Dimidjian, S., Patel, V., Bhan, A., & Naslund, J. A. (2020) · Journal of Technology in Behavioral Science · doi:10.1007/s41347-020-00154-7 · Cited by 65 · see citing works
Self-citationShidhaye, R. R., Garman, E. C., Murhar, V., Rathod, S. D., Khan, A., Singh, A. K., Shrivastava, S., Muke, S. S., Shrivastava, R., Lund, C., et al. (2019) · BMJ Global Health · doi:10.1136/bmjgh-2018-001344 · Cited by 64 · see citing works
Self-citationEconomic evaluation and costs of telepsychiatry programmes: A systematic review
Naslund, J. A., Mitchell, L. M., Joshi, U., Nagda, D., & Lu, C. (2022) · Journal of Telemedicine and Telecare · doi:10.1177/1357633x20938919 · Cited by 64 · see citing works
Self-citationInequality-adjusted Human Development Index: States in India
Suryanarayana, M. H., Agrawal, A., & Prabhu, K. S. (2016) · Indian Journal of Human Development · doi:10.1177/0973703016675793 · Cited by 63 · see citing works
Tse, M. Y. M., Li, Y., Tang, S. K., Ng, S. S. M., Bai, X., Lee, P. H., Lo, R. S. K., & Yeung, S. S. Y. (2020) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph17114090 · Cited by 62 · see citing works
Gopalakrishnan, L., Buback, L., Fernald, L. C. H., Walker, D. M., & Diamond‐Smith, N. (2020) · PLoS ONE · doi:10.1371/journal.pone.0227451 · Cited by 60 · see citing works
Pereira, B., Andrew, G., Pednekar, S., Kirkwood, B. R., & Patel, V. (2011) · International Journal of Mental Health Systems · doi:10.1186/1752-4458-5-26 · Cited by 57 · see citing works
Self-citationWinters, N., Langer, L., Nduku, P. M., Robson, J., O’Donovan, J., Maulik, P. K., Paton, C., Geniets, A., Peiris, D., & Nagraj, S. (2019) · BMJ Global Health · doi:10.1136/bmjgh-2019-001421 · Cited by 57 · see citing works
Naslund, J. A., Tugnawat, D. K., Anand, A., Cooper, Z., Dimidjian, S., Fairburn, C. G., Hollon, S. D., Joshi, U., Khan, A., Lu, C., et al. (2021) · Contemporary Clinical Trials · doi:10.1016/j.cct.2021.106267 · Cited by 45 · see citing works
Self-citationData mining cluster analysis on the influence of health factors in Casemix data
Kaur, H., Chauhan, R., & Aljunid, S. M. (2012) · BMC Health Services Research · doi:10.1186/1472-6963-12-s1-o3 · Cited by 44 · see citing works
Lobban, F. A., Dodd, A., Sawczuk, A. P., Asar, Ö., Dagnan, D., Diggle, P. J., Griffiths, M., Honary, M., Knowles, D., Long, R., et al. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.7008 · Cited by 34 · see citing works
Mental Health Issues in Madhya Pradesh: Insights from National Mental Health Survey of India 2016
Kokane, A. M., Pakhare, A. P., Gururaj, G., Varghese, M., Benegal, V., Rao, G. N., Arvind, B. A., Shukla, M., Mitra, A., Yadav, K., et al. (2019) · Healthcare · doi:10.3390/healthcare7020053 · Cited by 34 · see citing works
Antioch, K. M., Drummond, M., Niessen, L. W., & Vondeling, H. (2017) · Cost Effectiveness and Resource Allocation · doi:10.1186/s12962-017-0063-x · Cited by 31 · see citing works
Defining a staged-based process for economic and financial evaluations of mHealth programs
LeFevre, A. E., Shillcutt, S. D., Broomhead, S. C., Labrique, A. B., & Jones, T. (2017) · Cost Effectiveness and Resource Allocation · doi:10.1186/s12962-017-0067-6 · Cited by 28 · see citing works
Were, V. E., Jere, E., Lanyo, K., Mburu, G., Kiriinya, R., Waudo, A. N., Chiteba, B., Waters, K. P., Mehta, P., Oluoch, T., et al. (2019) · Human Resources for Health · doi:10.1186/s12960-019-0342-z · Cited by 23 · see citing works
Economic analysis of an internet-based depression prevention intervention.
Ruby, A., Marko-Holguin, M., Fogel, J., & Voorhees, B. W. V. (2013) · PubMed · Cited by 19 · see citing works
(1980) · Food and Nutrition Bulletin · doi:10.1177/156482658000200103 · Cited by 16 · see citing works
Tracking Rural Health Facility Financial Data in Resource-Limited Settings: A Case Study from Rwanda
Lu, C., Tsai, S., Ruhumuriza, J., Umugiraneza, G., Kandamutsa, S., Salvatore, P. P., Zhang, Z., Binagwaho, A., & Ngabo, F. (2014) · PLoS Medicine · doi:10.1371/journal.pmed.1001763 · Cited by 11 · see citing works
Self-citationAndrews, L. (2016) · Issues in Mental Health Nursing · doi:10.3109/01612840.2015.1128299 · Cited by 10 · see citing works
Shankar, S. G., Miller, J. M., & Balakrishnan, P. V. S. (2020) · PLoS ONE · doi:10.1371/journal.pone.0230393 · Cited by 5 · see citing works
To Strengthen The Public Health Response To COVID-19, We Need Community Health Workers
(2020) · Forefront Group · doi:10.1377/forefront.20200504.336184 · Cited by 5 · see citing works
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Lin, X., Zhang, J., Ding, Y., Sun, G., Wei, Z., Philbin, S. P., & Guo, B. H. W. (2022) · Frontiers in Psychology · doi:10.3389/fpsyg.2022.974574 · Cited by 50 · see citing works
Du, M., Huang, Y., Dong, H., Zhou, X., & Wang, Y. (2022) · PLoS ONE · doi:10.1371/journal.pone.0277910 · Cited by 36 · see citing works
Black, C. J., Berent, J. M., Joshi, U., Khan, A., Chamlagai, L. K., Shrivastava, R., Gautam, B., Negeye, A., Iftin, A. N., Ali, H., et al. (2023) · Global Health Science and Practice · doi:10.9745/ghsp-d-22-00312 · Cited by 29 · see citing works
Self-citationKhan, Z. A., Kidholm, K., Pedersen, S. A., Haga, S. M., Drozd, F., Sundrehagen, T., Olavesen, E. S., & Halsteinli, V. (2024) · PharmacoEconomics · doi:10.1007/s40273-024-01366-y · Cited by 27 · see citing works
Digital education for health professionals in India: a scoping review of the research
Jensen, L. X., Buhl, A., Hussain, S., Karan, A., Konradsen, F., & Bearman, M. (2023) · BMC Medical Education · doi:10.1186/s12909-023-04552-2 · Cited by 27 · see citing works
Identifying Core Competencies for Remote Delivery of Psychological Interventions: A Rapid Review
Pedersen, G. A., Pfeffer, K. A., Brown, A. D., Carswell, K., Willhoite, A., Schafer, A., & Kohrt, B. A. (2022) · Psychiatric Services · doi:10.1176/appi.ps.202100677 · Cited by 17 · see citing works
Luan, Y., Wang, Y., Chu, L., Zhang, S., Fan, X., Tsin, C., Yu, Z., Chen, K., Wang, X., Zhang, Y., et al. (2025) · The Lancet Regional Health - Western Pacific · doi:10.1016/j.lanwpc.2025.101635 · Cited by 22 · see citing works
Self-citationPaterson, L., Rennick‐Egglestone, S., Gavan, S. P., Slade, M., Ng, F., Llewellyn‐Beardsley, J., Bond, C., Grundy, A. C., Nicholson, J., Quadri, D., et al. (2022) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2022.1028156 · Cited by 11 · see citing works
Kaseje, N. C., Ranganathan, M., Magadi, M. A., Oria, K., & Haines, A. (2024) · Global Health Action · doi:10.1080/16549716.2023.2292385 · Cited by 11 · see citing works
Shrivastava, R., Singh, A., Khan, A., Choubey, S., Haney, J. R., Karyotaki, E., Tugnawat, D. K., Bhan, A., & Naslund, J. A. (2023) · SSM - Mental Health · doi:10.1016/j.ssmmh.2023.100230 · Cited by 11 · see citing works
Self-citationCultural adaptations of digital therapeutics
Naslund, J. A., & Spagnolo, J. (2022) · Elsevier eBooks · doi:10.1016/b978-0-323-90045-4.00001-0 · Cited by 9 · see citing works
Self-citationMarcus-Quinn, A. (2022) · Routledge Open Research · doi:10.12688/routledgeopenres.17581.1 · Cited by 8 · see citing works
“The cost of the provision of digital devices and associated software can be calculated but it remains quite difficult to calculate the costs of designing and delivering whole digital training programmes (Joshi et al. , 2022).”
MethodContribution and Challenges of Community Health Workers in Achieving Sustainable Development Goals
Kurapati, J., & Anitha, C. T. (2022) · National Journal of Community Medicine · doi:10.55489/njcm.131220222525 · Cited by 5 · see citing works
Pedersen, G. A., Elnasseh, A., Bhattacharya, B., Moran, L., Neupane, V., Galea, J. T., Contreras, C. C., Pfeffer, K. A., Brown, A. D., Sangraula, M., et al. (2023) · Psychology and Psychotherapy Theory Research and Practice · doi:10.1111/papt.12476 · Cited by 5 · see citing works
Pedersen, G. A., Gautam, N., Pudasaini, K., Luitel, N. P., Long, M. W., Schafer, A., & Kohrt, B. (2023) · Intervention · doi:10.4103/intv.intv_14_23 · Cited by 4 · see citing works
Bondre, A. P., Khan, A., Singh, A., Singh, S., Shrivastava, R., Verma, N., Ranjan, A., Agrawal, J., Mehrotra, S., Shidhaye, R. R., et al. (2024) · Contemporary Clinical Trials Communications · doi:10.1016/j.conctc.2024.101377 · Cited by 3 · see citing works
Self-citationHilty, D. M., Ahuja, S., Naslund, J. A., & Crawford, A. S. (2022) · Springer eBooks · doi:10.1007/978-3-031-11984-2_7 · Cited by 2 · see citing works
Self-citationMullerpattan, G. S., Pearala, N., Shetty, T., Hegde, P. R., Patley, R., Manjunatha, N., Math, S. B., & Kumar, C. N. (2025) · Indian Journal of Psychological Medicine · doi:10.1177/02537176251360938 · Cited by 2 · see citing works
Naslund, J. A., Tugnawat, D. K., Anand, A., Cooper, Z., Dimidjian, S., Fairburn, C. G., Hedt‐Gauthier, B., Hollon, S. D., Joshi, U., Khan, A., et al. (2026) · Nature Mental Health · doi:10.1038/s44220-026-00693-7 · Cited by 1 · see citing works
Self-citationKamat, S., Fernandes, L., Shah, A., Agrawal, R., Bhan, A., Lu, C., Nadkarni, A., Nakamura, C. A., Patel, V., Pozuelo, J. R., et al. (2026) · BJPsych Open · doi:10.1192/bjo.2026.12052 · Cited by 1 · see citing works
Self-citationBondre, A. P., Khan, A., Singh, A., Singh, S., Shrivastava, R., Verma, N., Ranjan, A., Agrawal, J., Mehrotra, S., Shidhaye, R. R., et al. (2024) · SSRN Electronic Journal · doi:10.2139/ssrn.4846225
Self-citationGunisetty, H. P., Doddaiah, S. K., Arun, V., Yadav, D., Singh, P., Gopi, A., Kulkarni, P., & Garg, R. (2025) · International Journal of Community Medicine and Public Health · doi:10.18203/2394-6040.ijcmph20252846
Mu, C., Han, W., Li, L., Song, Y., & Gorbatchev, N. (2025) · International Conference on Intelligent Computing and Next Generation Networks (ICNGN) · doi:10.1109/icngn67480.2025.11413683
Bond, L., Saggar, K., Ho, Y. X., Lewis, D.-M., Pillai, S., Vargas-Vilugron, M., Miller, B. F., & Naslund, J. A. (2026) · doi:10.2196/preprints.115028
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- Authors
- Joshi, U., Naslund, J. A., Anand, A., Tugnawat, D., Vishwakarma, R., Bhan, A., Patel, V., & Lu, C.
- Affiliations
- Sangath (IN)
- Harvard University (US)
- Brigham and Women's Hospital (US)
- Corresponding author
- Naslund, John A.
- Lu, Chunling
- ORCID
- Venue
- Psychiatry Research
- Publisher
- Elsevier BV
- Published
- 2022-01
- Volume
- 307
- Pages
- 114299
- ISSN
- 0165-1781 (ISSN-L)
- PMC
- PMC8730743
- OpenAlex
- W3216659237
- Cited by
- 24
- References
- 54
- Citations by year
- 2026: 3 · 2025: 4 · 2024: 4 · 2023: 5 · 2022: 8
- FWCI
- 3.84
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Licence
- Locations
- Psychiatry Research (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institute of Mental Health (U19MH113211)
- Topics
- Physical Sciences › Computer Science › Information Systems › ICT in Developing Communities
- Social Sciences › Psychology › Social Psychology › Mental Health Treatment and Access
- Health Sciences › Health Professions › Emergency Medical Services › Global Health Workforce Issues
- Keywords
- digital training programs, community health workers, depression treatment, human resource costs, information technology costs, primary care, low- and middle-income countries, rural India, Madhya Pradesh, COVID-19 pandemic, capacity building
- MeSH terms
- COVID-19, SARS-CoV-2, Community Health Workers, Depression, Humans, India, Pandemics
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