Jiang, Q., She, Xinshu, Dill, Sarah-Eve, Sylvia, Sean Yuji, Singh, Manpreet K., Wang, Huan, Boswell, M., Rozelle, S.
International Journal of Environmental Research and Public Health
[10.3390/ijerph19095026]
View Abstract
Although children living in low- and middle-income countries (LMICs) account for 90% of the global population of children, depression, and anxiety among children in LMICs have been understudied. This study examines the prevalence of depression and anxiety and their associations with biological and psychosocial factors among children across China, with a focus on rural areas. We conducted a large-scale epidemiological study of depression and anxiety among 53,421 elementary and junior high school-aged children across China. The results show that 20% are at risk for depression, 6% are at risk for generalized anxiety, and 68% are at risk for at least one type of anxiety. Girls and junior high school students show a higher risk for both depression and anxiety symptoms, while socioeconomic status has varying associations to depression and anxiety symptoms. Our results also show consistent correlations between depression and anxiety symptoms and standard math test scores. These findings underscore the importance of identification, prevention, and treatment of youth depression and anxiety in underdeveloped areas. As China constitutes 15% of the global population of children under age 18, this study offers valuable information to the field of global mental health.
Digital Approaches to Enhancing Community Engagement in Clinical Trials
Tan, Rayner K. J., Tang, Weiming, Tucker, Joseph D., Sylvia, Sean
Contemporary Clinical Trials
[10.1016/j.cct.2022.106758]
View Abstract
Digital technologies offer new opportunities for community engagement in clinical trials research. This paper reviews digital approaches to enhancing community participation, examining how social media, mobile apps, and online platforms can improve recruitment, retention, and meaningful involvement of community stakeholders in research.
Emmers, Dorien, Caro, J. C., Rozelle, S., Sylvia, Sean Yuji
Annual Review of Resource Economics
[10.1146/annurev-resource-111220-010215]
View Abstract
One out of every three children under age 5 in developing countries lives in conditions that impede human capital development. In this study, we survey the literature on parenting training programs implemented before age 5, with the aim to increase parental investment in human capital accumulation in developing countries. Our review focuses on the implementation and effectiveness of parenting training programs (i.e., training in child psychosocial stimulation and/or training about nutrition). We emphasize the mechanisms that drive treatment-induced change in human capital outcomes and identify the demand- and supply-side behaviors that affect efficacy and effectiveness. Although the literature includes evidence on program features that are associated with successful interventions, further evidence on the dynamics of human capital formation, documentation of medium- to long-term persistence of treatment impacts, and research on the implementation and evaluation of programs at scale are needed to delineate a scalable and inclusive program that provides long-term treatment impacts. Expected final online publication date for the Annual Review of Resource Economics, Volume 14 is October 2022. Please see http://www.annualreviews.org/page/journal/pubdates for revised estimates.
Cheng, Weibin, Zhang, Z., Hoelzer, Samantha, Tang, Weiming, Liang, Yizhi, Du, Yumeng, Xue, Hao, Zhou, Qiru, Yip, W., Ma, Xiaochen, Tian, Junzhang, Sylvia, Sean Yuji
Digital Health
[10.1177/20552076221129100]
View Abstract
Background To address disparities in healthcare quality and access between rural and urban areas in China, reforms emphasize strengthening primary care and digital health utilization. Yet, evidence on digital health approaches in rural areas is lacking. Objective This study will evaluate the effectiveness of Guangdong Second Provincial General Hospital's Digital Health Kiosk program, which uses the Dingbei telemedicine platform to connect rural clinicians to physicians in upper-level health facilities and provide access to artificial intelligence-enabled diagnostic support. We hypothesize that our interventions will increase healthcare utilization and patient satisfaction, decrease out-of-pocket costs, and improve health outcomes. Methods This cluster randomized control trial will enroll clinics according to a partial factorial design. Clinics will be randomized to either a control arm with clinician medical training, a second arm additionally receiving Dingbei telemedicine training, or a third arm with monetary incentives for patient visits conducted through Dingbei plus all prior interventions. Clinics in the second and third arm will then be orthogonally randomized to a social marketing arm that targets villager awareness of the kiosk program. We will use surveys and Dingbei administrative data to evaluate clinic utilization, revenue, and clinician competency, as well as patient satisfaction and expenses. Results We have received ethical approval from Guangdong Second Provincial General Hospital (IRB approval number: GD2H-KY IRB-AF-SC.07-01.1), Peking University (IRB00001052-21007), and the University of North Carolina at Chapel Hill (323385). Study enrollment began April 2022. Conclusions This study has the potential to inform future telemedicine approaches and assess telemedicine as a method to address disparities in healthcare access. Trial registration number: ChiCTR2100053872
Evaluation of a Village-Based Digital Health Kiosks Program: Evidence from Two Cluster-Randomized Controlled Trials
Cheng, Fei, Yip, Winnie, Zhu, Yue, Sylvia, Sean
Health Policy and Planning
[10.1093/heapol/czac072]
View Abstract
Digital health kiosks offer potential to improve healthcare access in rural areas. This study evaluates a village-based digital health kiosk program in rural China through two cluster-randomized controlled trials, examining effects on care quality, utilization, and health outcomes in underserved communities.
Chen, Yunwei, Sylvia, Sean Yuji, Wu, P., Yi, Hongmei
Social Science & Medicine (1967)
[10.1016/j.socscimed.2022.114978]
Factors Influencing Adoption and Use of Telemedicine Services among Primary-Care Physicians and Patients in Rural China: A Qualitative Study
Du, Yang, Xu, Changzheng, Yip, Winnie, Sylvia, Sean
BMJ Open
[10.1136/bmjopen-2021-059438]
View Abstract
Telemedicine offers potential to address healthcare access disparities in rural areas. This qualitative study explores the factors influencing the adoption and use of telemedicine services among primary care physicians and patients in rural China, identifying barriers and facilitators to implementation.
Du, Yumeng, Zhou, Qiru, Cheng, Weibin, Zhang, Z., Hoelzer, Samantha, Liang, Yizhi, Xue, Hao, Ma, Xiaochen, Sylvia, Sean Yuji, Tian, Junzhang, Tang, Weiming
JMIR Public Health and Surveillance
[10.2196/40771]
View Abstract
Background The shortage of medical resources in rural China reflects the health inequity in resource-limited settings, whereas telemedicine could provide opportunities to fill this gap. However, evidence of patient acceptance of telemedicine services from low- and middle-income countries is still lacking. Objective We aimed to understand the profile of patient end-user telemedicine use and identify factors influencing telemedicine service use in rural China. Methods Our study followed a mixed methods approach, with a quantitative cross-sectional survey followed by in-depth semistructured interviews to describe telemedicine use and its associated factors among rural residents in Guangdong Province, China. In the quantitative analysis, explanatory variables included environmental and context factors, household-level factors, individual sociodemographic factors, access to digital health care, and health needs and demand factors. We conducted univariate and multivariate analyses using Firth logistic regression to examine the correlations of telemedicine uptake. A thematic approach was used, guided by the Social Cognitive Theory for the qualitative analysis. Results A total of 2101 households were recruited for the quantitative survey. With a mean age of 61.4 (SD 14.41) years, >70% (1364/2101, 72.94%) of the household respondents were male. Less than 1% (14/2101, 0.67%) of the respondents reported experience of using telemedicine. The quantitative results supported that villagers living with family members who had a fever in the past 2 weeks (adjusted odds ratio 6.96, 95% CI 2.20-21.98; P=.001) or having smartphones or computers (adjusted odds ratio 3.71, 95% CI 0.64-21.32; P=.14) had marginally higher telemedicine uptake, whereas the qualitative results endorse these findings. The results of qualitative interviews (n=27) also supplemented the potential barriers to telemedicine use from the lack of knowledge, trust, demand, low self-efficacy, and sufficient physical and social support. Conclusions This study found extremely low use of telemedicine in rural China and identified potential factors affecting telemedicine uptake. The main barriers to telemedicine adoption among rural residents were found, including lack of knowledge, trust, demand as well as low self-efficacy, and insufficient physical and social support. Our study also suggests strategies to facilitate telemedicine engagement in low-resource settings: improving digital literacy and self-efficacy, building trust, and strengthening telemedicine infrastructure support.
Liu, Huidi, Li, Huibo, Teuwen, D., Sylvia, Sean Yuji, Shi, Haonan, Rozelle, S., Yi, Hongmei
Frontiers in Pharmacology
[10.3389/fphar.2022.767917]
View Abstract
Poor knowledge, scarce resources, and lack of or misaligned incentives have been widely documented as drivers of the irrational use of medicine (IUM), which significantly challenges the efficiency of health systems across the globe. However, there is limited understanding of the influence of each factor on IUM. We used detailed data on provider treatment of presumptive asthma cases in rural China to assess the contributions of provider knowledge, resource constraints, and provider behavior on IUM. This study enrolled 370 village providers from southwest China. All providers responded to a clinical vignette to test their knowledge of how to treat presumptive asthma. Resource constraints (“capacity”) were defined as the availability of the prescribed medicines in vignette. To measure provider behavior (“performance”), a subset of providers (104 of 370) were randomly selected to receive unannounced visits by standardized patients (SPs) who performed of presumptive asthma symptoms described in the vignette. We found that, 54% (201/370) of providers provided the vignette-based patients with prescriptions. Moreover, 67% (70/104) provided prescriptions for the SPs. For the vignette, only 10% of the providers prescribed the correct medicines; 38% prescribed only unnecessary medicines (and did not provide correct medicine); 65% prescribed antibiotics (although antibiotics were not required); and 55% prescribed polypharmacy prescriptions (that is, they prescribed five or more different types of drugs). For the SP visits, the numbers were 12%, 51%, 63%, and 0%, respectively. The lower number of medicines in the SP visits was due, in part, to the injections’ not being allowed based on ethical considerations (in response to the vignette, however, 65% of providers prescribed injections). The difference between provider knowledge and capacity is insignificant, while a significant large gap exists between provider performance and knowledge/capacity (for 11 of 17 indicators). Our analysis indicated that capacity constraints play a minor role in driving IUM compared to provider performance in the treatment of asthma cases in rural China. If similar findings hold for other disease cases, this suggests that policies to reduce the IUM in rural China have largely been unsuccessful, and alternatives for improving aligning provider incentives with appropriate drug use should be explored.
Monetary Incentives and Peer Referral in Promoting Secondary Distribution of HIV Self-Testing among Men Who Have Sex with Men in China: A Randomized Controlled Trial
Zhou, Yi, Lu, Ying, Ni, Yuxin, Wu, Dan, He, Xi, Ong, Jason J., Tucker, Joseph D., Sylvia, Sean Y., Jing, Fengshi, Tang, Weiming
PLOS Medicine
[10.1371/journal.pmed.1003928]
View Abstract
Digital network-based methods may enhance peer distribution of HIV self-testing kits. This three-arm randomized controlled trial evaluated whether monetary incentives and peer referral could improve secondary distribution of HIV self-testing among men who have sex with men in China, finding that both interventions significantly increased testing uptake and reached first-time testers.
Nudging Primary Care Providers to Expand the Opioid Use Disorder Workforce
Domino, Marisa Elena, Sylvia, Sean, Green, Sherri
Health Services Research
[10.1111/1475-6773.13894]
View Abstract
Objective: To examine the responsiveness of primary care providers to pro-social and financial incentives to participate in a learning collaborative for the treatment of opioid use disorder (OUD). Study setting: We conducted a statewide experiment in North Carolina from January 2019 to November 2019 to expand access to support for providers learning to treat opioid use disorder using different types of messaging and incentives. Study design: We randomly assigned 15,835 primary care providers (physicians, nurse practitioners, and physician assistants) in North Carolina to receive one of four letters recruiting providers to participate in an online learning collaborative. Principal findings: We found a 47.5% greater response rate when pro-social messaging was included compared to when it was not.
Wang, Huan, Dill, Sarah-Eve, Zhou, Huan, Ma, Yue, Xue, H., Loyalka, P., Sylvia, Sean Yuji, Boswell, M., Lin, Jason, Rozelle, S.
The China Quarterly
[10.1017/S0305741021000989]
View Abstract
Abstract This study documents the COVID-19 disease-control measures enacted in rural China and examines the economic and social impacts of these measures. We conducted two rounds of surveys with 726 randomly selected village informants across seven provinces. Strict disease-control measures have been universally enforced and appear to have been successful in limiting disease transmission in rural communities. The infection rate in our sample was 0.001 per cent, a rate that is near the national average outside of Hubei province. None of the villages reported any COVID-19-related deaths. For a full month during the quarantine, the rate of employment of rural workers was essentially zero. Even after the quarantine measures were lifted, nearly 70 per cent of the villagers still were unable to work owing to workplace closures. Although action has been taken to mitigate the potential negative effects, these disease-control measures might have accelerated the inequality between rural and urban households in China.
Sylvia, Sean Yuji, Ma, Xiaochen, Shi, Yaojiang, Rozelle, S.
Journal of Health Economics
[10.1016/j.jhealeco.2022.102594]
Jiang, Q., Dill, Sarah-Eve, Sylvia, Sean Yuji, Singh, Manpreet K., She, Xinshu, Wang, Eric, Medina, Alexis, Rozelle, S.
Child Development
[10.1111/cdev.13782]
View Abstract
This study conducts an exploratory analysis of the impacts of a center-based early childhood development intervention on the mental health of caregivers, using data from a cluster-randomized controlled trial of 1664 caregivers (Mage = 36.87 years old) of 6- to 24-month-old children in 100 villages in rural China. Caregivers and children in 50 villages received individual parenting training, group activities and open play space in village parenting centers. The results show no significant overall change in caregiver-reported mental health symptoms after 1 year of intervention. Subgroup analyses reveal heterogeneous effects by caregiver socioeconomic status and identity (mother vs. grandmother). Findings suggest that early childhood development interventions without targeted mental health components may not provide sufficient support to improve caregiver mental health.
Wu, Yuju, Ye, R., Wang, Qingzhi, Sun, Chang, Meng, S., Sylvia, Sean Yuji, Zhou, Huan, Friesen, Dimitris, Rozelle, S.
BMC Health Services Research
[10.1186/s12913-022-08179-9]
View Abstract
Background Improving primary care providers’ competence is key to detecting and managing hypertension, but evidence to guide this work has been limited, particularly for rural areas. This study aimed to use standardized clinical vignettes to assess the competence of providers and the ability of the primary healthcare system to detect and manage hypertension in rural China. Methods A multi-stage random sampling method was administered to select target health facilities, providers, and households. The clinical vignette script was developed to evaluate provider competence in managing first-visit patients with symptoms of hypertension. Logistic regression was used to explore the factors correlated with provider competence. Provider referral and management rates were combined with patients’ facility sorting behaviors to assess the ability of the rural healthcare system to manage hypertension in three policy scenarios. Results A total of 306 providers and 153 facilities were enrolled in our study. In the 306 clinical vignette interactions, 25.9% of providers followed the national guidelines for hypertension consultation. The correct diagnosis was achieved by only 10.1% of providers, and 30.4% of providers were able to prescribe the correct treatment. Multi-variable regression results showed that younger providers (OR = 0.85, 95%CI: 0.73, 0.98) and those who work in township health centers (OR = 4.47, 95%: 1.07, 18.67) were more likely to provide a correct diagnosis. In a free-selection scenario, 29.8% of patients with hypertension were managed correctly throughout the rural system. When all patients first visit village clinics, system-level correct management is reduced to 20.5% but increases to 45.0% when all patients first visit township health centers. Conclusions Rural primary care providers do not have enough competence to detect and treat hypertension cases in China to an acceptable degree. Policy constraints may limit the competence of the rural healthcare system. Research to improve detection and treatment competence in hypertension and optimize health policy is needed.
Chen, Yunwei, Sylvia, Sean Yuji, Dill, Sarah-Eve, Rozelle, S.
International Journal of Environmental Research and Public Health
[10.3390/ijerph192113845]
View Abstract
Over the past two decades, the literature has shown a clear gradient between child health and wealth. The same health–wealth gradient is also observed among children in China, with a large gap in health between rural and urban children. However, there are still unanswered questions about the main causes of China’s rural–urban child health inequality. This paper aims to review the major factors that have led to the relatively poor levels of health among China’s rural children. In addition to the direct income effect on children’s health, children in rural areas face disadvantages compared with their urban counterparts from the beginning of life: Prenatal care and infant health outcomes are worse in rural areas; rural caregivers have poor health outcomes and lack knowledge and support to provide adequate nurturing care to young children; there are large disparities in access to quality health care between rural and urban areas; and rural families are more likely to lack access to clean water and sanitation. In order to inform policies that improve health outcomes for the poor, there is a critical need for research that identifies the causal drivers of health outcomes among children. Strengthening the pediatric training and workforce in rural areas is essential to delivering quality health care for rural children. Other potential interventions include addressing the health needs of mothers and grandparent caregivers, improving parenting knowledge and nurturing care, improving access to clean water and sanitation for remote families, and most importantly, targeting poverty itself.
Durosinmi-Etti, Olawale, Fried, Bruce, Dubé, K., Sylvia, Sean Yuji, Greene, S., Ikpeazu, A., Nwala, E.
Global Health: Science and Practice Journal
[10.9745/GHSP-D-21-00550]
View Abstract
Many Nigerian patients are willing to pay for HIV treatment, but several socioeconomic factors play significant roles in willingness and capacity to pay for treatment and the maximum amounts patients are willing to pay. Key Findings Most people living with HIV (PLHIV) receiving free HIV treatment services are willing to pay for the services if such free treatment services are no longer available. The socioeconomic status of PLHIV plays a critical role in the willingness to pay for treatment. The willingness is further enhanced by the availability of financial support from friends and family. The maximum price that most patients are willing to pay for HIV treatment services is less than the current cost of providing services and the different price points are elastic relative to the estimated current price of providing services. Key Implications The domestic funding for HIV treatment services in low-income countries can be improved through cost recovery from patient contribution to the cost of treatment. Equitable access to HIV treatment services can be achieved by ensuring that patients are segmented based on socioeconomic status to identify those that can benefit from free services, subsidized and full-priced payment for treatment services. Willingness to pay for HIV treatment services and funding sustainability of the HIV treatment program can be enhanced by reducing the cost of treatment, which improves treatment affordability. ABSTRACT Background: About 50% of individuals needing HIV treatment are unable to access required services primarily due to the inability of the Nigerian HIV treatment program to meet patient needs. We explored patient willingness to pay for HIV treatment, which can inform the feasibility of cost recovery through patient fees to contribute to the funding of HIV treatment services in Nigeria. Methods: We conducted a cross-sectional survey of 400 people living with HIV randomly selected from 15 health care facilities providing free HIV treatment services in 2 medium and high HIV burden states (Lagos, Enugu) and the Federal Capital Territory Abuja. We calculated the elasticity of the price that patients were willing to pay per month relative to the estimated current cost of providing HIV treatment services per patient and determined the patient coverage and potential cost recovery at each price point. Results: We found that 92% of patients were willing to pay for HIV treatment. The mean amount patients were willing to pay was 3,000 naira (US$7.50) per month with about 18% of patients willing to pay the current monthly price of 5000 naira (US$12.50). The availability of financial support from family and friends (odds ratio [OR]=14.209; P=.001; 95% confidence interval [CI]=0.151, 0.285), lack of employment (OR=0.190; P=.02; 95% CI=0.015, 0.202), monthly income (OR=2.476; P<.001; 95% CI=84.698, 737.233), and change in monthly income (OR=2.015; P<.001; 95% CI=0.003, 0.229) were associated with willingness to pay. Conclusion: Many Nigerian patients are willing to contribute to funding for HIV treatment and this can enhance domestic funding for HIV treatment and equitable access to treatment through proper segmentation of patients based on willingness and capacity to pay. Measures must be put in place to reduce the cost of accessing HIV treatment and promote financial empowerment of people living with HIV to improve willingness to pay for treatment.
Meng, S., Wang, Qingzhi, Wu, Yuju, Xue, H., Li, Linhua, Ye, R., Chen, Yunwei, Pappas, L., Akhtar, Muizz, Dill, Sarah-Eve, Sylvia, Sean Yuji, Zhou, Huan, Rozelle, S.
Frontiers in Public Health
[10.3389/fpubh.2022.953881]
View Abstract
Proper management of non-communicable diseases (NCDs) is a severe challenge to China's rural health system. This study investigates what influences the poor medical treatment of NCDs (diabetes and angina) by evaluating the “know-do gap” between provider knowledge and practice. To determine whether low levels of provider knowledge low quality of patient care is the primary constraint on the quality of NCDs diagnosis and treatment in rural China. Providers from Village Clinics (VC) and Township Health Centers (THC), and Standardized Patients (SP) were selected by a multi-stage random sampling method. Clinical vignettes were administered to 306 providers from 103 VCs and 50 THCs in rural Sichuan Province. SPs presented diabetes symptoms completed 97 interactions with providers in 46 VCs and 51 THCs; SPs presented angina symptoms completed 100 interactions with providers in 50 VCs and 50 THCs. Process quality, diagnosis quality, and treatment quality were assessed against national standards for diabetes and angina. Two-tailed T-tests and tests of proportions for continuous outcomes and tests of proportions for binary dependent variables were used to compare vignette and SP results. Differences between vignette and SP data calculated the know-do gap. Regression analyses were used to examine the providers/facility characteristics and knowledge/practice associations. THC providers demonstrated significantly more knowledge in vignettes and better practices in SP visits than VC providers. However, levels of knowledge were low overall: 48.2% of THC providers and 28.2% of VC providers properly diagnosed type 2 diabetes, while 23.8% of THC providers and 14.7% of VC providers properly diagnosed angina. With SPs, 2.1% of THC providers and 6.8% of VC providers correctly diagnosed type 2 diabetes; 25.5% of THC providers and 12.8% of VC providers correctly diagnosed angina. There were significant know-do gaps in diagnosis process quality, diagnosis quality, and treatment quality for diabetes (p < 0.01), and in diagnosis process quality (p < 0.05) and treatment quality for angina (p < 0.01). Providers in rural China display low levels of knowledge when treating diabetes and angina. Despite low knowledge, evidence of the know-do gap indicates that low-quality healthcare is the primary constraint on the quality of NCD diagnosis and treatment in rural China. Our research findings provide a new perspective for the evaluation of the medical quality and a technical basis for the development of new standardized cases in the future.
Tang, Weiming, Si, Yafei, Xue, Hao, Liao, Huipeng, Xie, Yewei, Xu, Dongfeng, Smith, M., Yip, Winnie, Cheng, Weibin, Tian, Junzhang, Sylvia, Sean Yuji
Interactive Journal of Medical Research
[10.2196/44190]
Ma, Yue, Sylvia, Sean Yuji, Friesen, Dimitris, Overbey, Katherine, Medina, Alexis, Rozelle, S.
Economic development and cultural change
[10.1086/720005]
View Abstract
Besides increasing knowledge, there is another potential mechanism at work when information is delivered to a treatment group: increasing the salience of existing knowledge. We use data from a randomized controlled trial of a health information campaign to explore the relative importance of this additional mechanism in a real-world environment. The health information campaign addressed the benefits of wearing eyeglasses and provided information meant to address the common misconceptions that contribute to low adoption rates of eyeglasses. In total, our study sample included 931 students with poor vision (mostly myopia), their parents, and their homeroom teachers in 84 primary schools in rural China. We find that the health information campaign was able to successfully increase student ownership and wearing of eyeglasses, relative to a control group. We demonstrate that the campaign had a larger impact when levels of preexisting information among certain subgroups of participants—namely, parents of students—were higher while we simultaneously provided new information to others. This suggests that the interaction between directed attention (i.e., salience) and baseline knowledge is important. We do not, however, find similar increases among teachers or the students themselves and additionally find no impacts on academic outcomes.
Wu, Yuju, Ye, R., Sun, Chang, Meng, S., Cai, Zhengjie, Li, Linhua, Sylvia, Sean Yuji, Zhou, Huan, Pappas, L., Rozelle, S.
Frontiers in Public Health
[10.3389/fpubh.2022.1081239]
View Abstract
Background Improving type 2 diabetes (T2D) care is key to managing and reducing disease burden due to the growing prevalence of diabetes worldwide, but research on this topic, specifically from rural areas, is limited. This study uses standardized patients (SPs) to assess T2D care quality among primary care providers to access the healthcare system in rural China. Methods Using multi-stage random sampling, health facilities, providers, and households were selected. SPs were used to evaluate providers' T2D care quality and a questionnaire survey was used to collect patient sorting behaviors from households. Logistic regression was used to explore factors correlated with T2D care quality. Provider referral and treatment rates were combined with patient sorting behaviors to assess the overall quality of T2D management by rural China's healthcare system. Results A total of 126 providers, 106 facilities, and 750 households were enrolled into this study. During SP interactions, 20% of rural providers followed the national guidelines for T2D consultation, 32.5% gave correct treatment, and 54.7% provided lifestyle suggestions. Multi-variable regression results showed that providers who had earned practicing certificates (β = 1.56, 95% CI: 0.44, 2.69) and saw more patients (β = 0.77, 95%: 0.25, 1.28) were more likely to use a higher number of recommended questions and perform better examinations, whereas providers who participated in online training were less likely to practice these behaviors (β = −1.03, 95%: −1.95, −0.11). The number of recommended questions and examination (NRQE) was the only significant correlated factor with correct treatment (marginal effect = 0.05, 95%: 0.01, 0.08). Throughout the rural healthcare system, 23.7% of T2D patients were treated correctly. Conclusion The quality of T2D care in rural western China, especially throughout the consultation and treatment process during a patient's first visit, is poor. Online training may not improve T2D care quality and low patient volume was likely to indicate poor care quality. Further research is needed to explore interventions for improving T2D care quality in rural China's healthcare system.