Effect of implementing digital adherence technologies on the use of health care providers time and the human resource cost of tuberculosis treatment adherence support in Ethiopia
Belachew, M.; Sahle, M.; Gadissa, D.; Abdurhman, T.; Bedru, A.; McQuaid, C. F.; Teferra, G.; van Rest, J. F.; Van Kalmthout, K.; Jerene, D.; Fielding, K. L.; Tadesse, A. W.; Foster, N.
Show abstract
BackgroundThe management of human resources for health is a key priority for resource constrained health systems. Digital adherence technologies (DATs) for treatment support offer an opportunity to reorganise existing healthcare worker workload. Historically, tuberculosis treatment services involved directly observed treatment with frequent patient visits to the clinic for treatment adherence support. More recently, digital technologies have offered an option for the digital monitoring of treatment adherence and remote support. The aim of this study was to determine how health care workers use their time following the implementation of digital adherence support, and the human resource cost of tuberculosis treatment adherence support. MethodsAs part of the ASCENT three-arm cluster randomised trial of DATs for tuberculosis treatment support, we conducted time-and-motion studies in 15 of 78 ASCENT-trial health facilities for six-weeks. Healthcare workers recorded time spent on direct patient care and in-person adherence monitoring for 10 patients, as well as time spent on above-service activities. Total time use was calculated by multiplying time spent per visit by number of patient visits at the facility for six weeks and adding above-service time. In a facility-level analysis, we used negative binomial regression models to investigate associations between total time use and facility-level factors. FindingsHCWs spent 4% (126/2892) of time in minutes on in-person adherence monitoring in the Labels, compared to 7% (206/3126) in the Pillbox and 13% (587/4673) in the standard-of-care study arms. More time was spent on above-service activities in the standard-of-care (2360 minutes [SD:1951]) compared to the DAT arms (Pillbox: 2057min [SD:1570]; Labels: 2261min [SD:1360]). After adjusting for facility workload and number of people lost-to-follow-up, we did not find sufficient evidence of a difference in the human resource costs between the study arms (Labels IRR (95%CI): 0.71 (0.33; 1.52); Pillbox (95% CI) 0.71 (0.33; 1.52)). ConclusionWe found a small, although not statistically significant reduction, in human resource costs in the facilities where DATs were implemented. We observed changes in how healthcare workers spent their time, including a shift towards fewer health facility visits but more time spent on in-person adherence support. Further work is ongoing to assess the implications for the cost-effectiveness of the interventions. Author summaryDigital adherence technologies (DATs) can be used to support patients taking tuberculosis treatment by monitoring how often and when they take their medication. Healthcare workers can then access this record electronically and provide additional support to patients if it is found that they are not taking their medication. We compared the tasks that health care workers do between health facilities using digital adherence technologies and those without. We found that patients made fewer visits to health care facilities using DATs than the standard of care - but when they did attend, they spent more time per visit speaking with health care workers than those without DATs. Healthcare workers similarly spent more time on adherence support in the facilities with DATs but less time on tuberculosis care overall because of each patient having fewer visits.
Matching journals
The top 5 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Treatment preferences among people at risk of developing tuberculosis: a discrete choice experiment 96%
- Evaluating the health impact, health-system costs and cost-effectiveness of using TrueNat on stool samples compared to usual care for the diagnosis of paediatric tuberculosis in primary care settings: a modelling analysis 95%
- Integrating Isoniazid Preventive Therapy into the Fast-Track HIV Treatment Model in Urban Zambia: A Proof-of -Concept Pilot Project 95%
Similar papers in this journal
- Impact of a pilot mHealth intervention on treatment outcomes of TB patients seeking care in the private sector using Propensity Scores Matching – Evidence collated from New Delhi, India 97%
- Implementation, feasibility, and acceptability of 99DOTS-based supervision of treatment for drug-susceptible TB in Uganda 95%
- Improving outcomes for children with malaria, diarrhoea and pneumonia in Mozambique through the inSCALE technology innovation: A cluster randomised controlled trial 94%
Similar papers in this journal
- Implementation outcomes of tuberculosis digital adherence technologies: a scoping review using the RE-AIM framework 96%
- Contextual factors influencing implementation of tuberculosis digital adherence technologies: a scoping review guided by the RE-AIM framework 96%
- Modelling the epidemiological and economic impact of digital adherence technologies with differentiated care for tuberculosis treatment in Ethiopia 95%
Similar papers in this journal
- A Yield And Cost Comparison Of TB Contact Investigation And Intensified Case Finding In Uganda 95%
- Acceptability of active case finding with a seed-and-recruit model to improve tuberculosis case detection and linkage to treatment in Cambodia: a qualitative study 94%
- Strategies to resolve the gap in Adolescent Tuberculosis care at four health facilities in Uganda: The TEEN TB pilot project 94%
Similar papers in this journal
- Tuberculosis services delivery challenges and their mitigations during the COVID-19 pandemic in Tanzania: A qualitative study 95%
- Pre-diagnostic loss to follow-up in an active case-finding TB program: a mixed-methods study from rural Bihar, India 94%
- Protocol for an interdisciplinary cross-sectional study investigating the social, biological and community-level drivers of antimicrobial resistance (AMR): Holistic Approach to Unravelling Antibiotic Resistance in East Africa (HATUA) 93%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.