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Abdel-Rahman N, Manor O, Cohen A, Elran E, Cohen AG, Krieger M, Paltiel O, Valinsky L, Ben-Yehuda A, Calderon-Margalit R. Adherence to diabetes quality indicators in primary care and all-cause mortality: A nationwide population-based historical cohort study. PLoS One 2024; 19:e0302422. [PMID: 38723050 PMCID: PMC11081362 DOI: 10.1371/journal.pone.0302422] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2023] [Accepted: 04/03/2024] [Indexed: 05/13/2024] Open
Abstract
BACKGROUND In the last three decades, much effort has been invested in measuring and improving the quality of diabetes care. We assessed the association between adherence to diabetes quality indicators and all-cause mortality in the primary care setting. METHODS A nationwide, population-based, historical cohort study of all people aged 45-80 with pharmacologically-treated diabetes in 2005 (n = 222,235). Data on annual performance of quality indicators (including indicators for metabolic risk factor management and glycemic control) and vital status were retrieved from electronic medical records of the four Israeli health maintenance organizations. Cox proportional hazards and time-dependent models were used to estimate hazard ratios (HRs) for mortality by degree of adherence to quality indicators. RESULTS During 2,000,052 person-years of follow-up, 35.8% of participants died. An inverse dose-response association between the degree of adherence and mortality was shown for most of the quality indicators. Participants who were not tested for proteinuria or did not visit an ophthalmologist during the first-5-years of follow-up had HRs of 2.60 (95%CI:2.49-2.69) and 2.09 (95%CI:2.01-2.16), respectively, compared with those who were fully adherent. In time-dependent analyses, not measuring LDL-cholesterol, blood pressure, HbA1c, or HbA1c>9% were similarly associated with mortality (HRs ≈1.5). The association of uncontrolled blood pressure with mortality was modified by age, with increased mortality shown for those with controlled blood pressure at older ages (≥65 years). CONCLUSIONS Longitudinal adherence to diabetes quality indicators is associated with reduced all-cause mortality. Primary care professionals need to be supported by health care systems to perform quality indicators.
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Affiliation(s)
- Nura Abdel-Rahman
- Braun School of Public Health, Hebrew University of Jerusalem Hadassah Medical School, Jerusalem, Israel
| | - Orly Manor
- Braun School of Public Health, Hebrew University of Jerusalem Hadassah Medical School, Jerusalem, Israel
| | | | - Einat Elran
- Maccabi Healthcare Services, Tel Aviv, Israel
| | | | - Michal Krieger
- Braun School of Public Health, Hebrew University of Jerusalem Hadassah Medical School, Jerusalem, Israel
| | - Ora Paltiel
- Braun School of Public Health, Hebrew University of Jerusalem Hadassah Medical School, Jerusalem, Israel
| | | | | | - Ronit Calderon-Margalit
- Braun School of Public Health, Hebrew University of Jerusalem Hadassah Medical School, Jerusalem, Israel
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Bak JCG, Serné EH, Wouters MWJM, de Valk HW, Mul D, Sas TCJ, Kramer MHH, Nieuwdorp M, Verheugt CL. Potency of quality indicators in Dutch and international diabetes registries. Diabetes Metab Syndr 2024; 18:102920. [PMID: 38113808 DOI: 10.1016/j.dsx.2023.102920] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/02/2023] [Revised: 08/11/2023] [Accepted: 11/29/2023] [Indexed: 12/21/2023]
Abstract
BACKGROUND Diabetes mellitus forms a slow pandemic. Cardiovascular risk and quality of diabetes care are strongly associated. Quality indicators improve diabetes management and reduce mortality and costs. Various national diabetes registries render national quality indicators. We describe diabetes care indicators for Dutch children and adults with diabetes, and compare them with indicators established by registries worldwide. METHODS Indicator scores were derived from the Dutch Pediatric and Adult Registry of Diabetes Indicator sets of other national diabetes registries were collected and juxtaposed with global and continental initiatives for indicator sets. RESULTS This observational cohort study included 3738 patients representative of the Dutch diabetic outpatient population. The Dutch Pediatric and Adult Registry of Diabetes harbors ten quality indicators comprising treatment volumes, HbA1c control, foot examination, insulin pump therapy, and real-time continuous glucose monitoring. Worldwide, nine national registries record quality indicators, with great variety between registries. HbA1c control is recorded most frequently, and no indicator is reported among all registries. CONCLUSIONS Wide variety among quality indicators recorded by national diabetes registries hinders international comparison and interpretation of quality of diabetes care. The potential of quality evaluation will be greatly enhanced when diabetes care indicators are aligned in an international standard set with variation across countries taken into consideration.
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Affiliation(s)
- Jessica C G Bak
- Amsterdam University Medical Centers, Amsterdam, the Netherlands; Dutch Institute for Clinical Auditing, Leiden, the Netherlands
| | - Erik H Serné
- Amsterdam University Medical Centers, Amsterdam, the Netherlands
| | - M W J M Wouters
- Dutch Institute for Clinical Auditing, Leiden, the Netherlands; Leiden University Medical Center, Leiden, the Netherlands
| | | | - Dick Mul
- Center for Pediatric and Adult Diabetes Care and Research, Rotterdam, the Netherlands
| | - Theo C J Sas
- Center for Pediatric and Adult Diabetes Care and Research, Rotterdam, the Netherlands; Erasmus Medical Center, Rotterdam, the Netherlands
| | - Mark H H Kramer
- Amsterdam University Medical Centers, Amsterdam, the Netherlands
| | - Max Nieuwdorp
- Amsterdam University Medical Centers, Amsterdam, the Netherlands
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Food as medicine? Exploring the impact of providing healthy foods on adherence and clinical and economic outcomes. EXPLORATORY RESEARCH IN CLINICAL AND SOCIAL PHARMACY 2022; 5:100129. [PMID: 35478519 PMCID: PMC9032066 DOI: 10.1016/j.rcsop.2022.100129] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2021] [Revised: 03/14/2022] [Accepted: 03/14/2022] [Indexed: 11/21/2022] Open
Abstract
Background Methods Results Conclusion
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Kollipara U, Rivera-Bernuy M, Putra J, Burks J, Meyer A, Ferguson S, Nelson C, Mutz J, Mirfakhraee S, Bajaj P, Kermani A, Fish JS, Ali S. Improving Diabetes Control Using Lean Six Sigma Quality Improvement in an Endocrine Clinic in a Large Accountable Care Organization. Clin Diabetes 2021; 39:57-63. [PMID: 33551554 PMCID: PMC7839607 DOI: 10.2337/cd20-0048] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
This article describes a quality improvement project to reduce the number of patients with diabetes who have poor glycemic control in a large tertiary care endocrinology clinic. The project used the Lean Six Sigma Define-Measure-Analyze-Improve-Control process improvement methodology to develop clinic workflow processes for obtaining A1C measurements in a timely manner to facilitate interventions to improve glycemic control. The percentage of patients with poorly controlled diabetes (A1C >9.0% or missing value in the past 12 months) significantly improved from 26.4% at baseline to 16% (P <0.001), and the proportion of patients with an A1C test within 3-6 months of an appointment improved from 76 to 92%.
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Affiliation(s)
| | | | | | | | - Amber Meyer
- University of Texas Southwestern Medical Center, Dallas, TX
| | | | - Carolyn Nelson
- University of Texas Southwestern Medical Center, Dallas, TX
| | | | | | | | - Asra Kermani
- University of Texas Southwestern Medical Center, Dallas, TX
| | | | - Sadia Ali
- University of Texas Southwestern Medical Center, Dallas, TX
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Zalan A, Sheikh-Muhammad A, Khatib M, Sharkia R. The Current and Forecasted Status of Type 2 Diabetes in the Arab Society of Israel. Curr Diabetes Rev 2021; 17:e050421192659. [PMID: 33820521 DOI: 10.2174/1573399817666210405100108] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/11/2020] [Revised: 01/20/2021] [Accepted: 02/13/2021] [Indexed: 11/22/2022]
Abstract
BACKGROUND Diabetes mellitus (DM) is considered one of the main causes of mortality, morbidity, and health care expenditures. Effectively treating this disease is of crucial importance and imposes a global challenge. The incidence of Type 2 DM (T2DM) is rapidly rising in both developing and developed countries. The Arab community in Israel is a distinct ethnic group with unique characteristics. Recently, this community has undergone major changes in its lifestyle, adopting the Westernized one, which could have caused an increase in the T2DM incidence rate. OBJECTIVE This review aims to shed light on various studies undertaken to explore the prevalence of diabetes and determine its current status in the Arab society of Israel, resting on previous and current data. It is presented to highlight the status of diabetes globally and to focus on its current situation in the Arab society of Israel, attempting to forecast its direction in the upcoming decade. METHODS Data were obtained from our previous comprehensive socio-economic and health crosssectional surveys for successive periods from 2004 to 2017. These surveys were conducted on the Arab society of Israel by the Galilee Society. RESULTS Our results showed a progressive increase in the prevalence of T2DM from 3.4% to 7.6% in the Arab society of Israel. This trend is expected to continue rising in the coming decade, and based on our predictions, may exceed 12% in 2030. CONCLUSION Substantial and practical health-related actions must be initiated to prevent an increasing number of adults from developing diabetes and its complications.
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Affiliation(s)
- Abdelnaser Zalan
- Unit of Human Biology and Genetics, The Triangle Regional Research and Development Center, Kfar-Qari, Israel
| | - Ahmad Sheikh-Muhammad
- The Galilee Society - The Arab National Society for Research and Health Services, Shefa-Amr, Israel
| | - Mohammad Khatib
- The Galilee Society - The Arab National Society for Research and Health Services, Shefa-Amr, Israel
| | - Rajech Sharkia
- Unit of Human Biology and Genetics, The Triangle Regional Research and Development Center, Kfar-Qari, Israel
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Lewy H, Barkan R, Sela T. Personalized Health Systems-Past, Present, and Future of Research Development and Implementation in Real-Life Environment. Front Med (Lausanne) 2019; 6:149. [PMID: 31417905 PMCID: PMC6684784 DOI: 10.3389/fmed.2019.00149] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2019] [Accepted: 06/13/2019] [Indexed: 11/13/2022] Open
Abstract
Personal health systems (PHS) are designed to provide the individual with tailored care while enabling the healthcare system to deliver high-quality care to large populations and maintain a sustainable system. Solutions using electronic health records (EHRs) that include predictive models for the risk of disease onset and deterioration enable the care provider to better identify and treat patients with chronic disease and provide personalized prevention. These tools are well-accepted by doctors and have been proven to improve health outcomes and reduce costs. Integrated telecare programs were implemented for comorbid patients showing improved clinical outcomes self-management and quality of life (QoL). However, different patient populations benefit in different ways from these care plans, and thus, continuous evaluation, service adaptation in a real-life environment set with clear outcome measures, is required for best results. The challenge of the PHS today is to acquire patient-generated data (PGD) and behavioral and patient-reported outcomes (PROs) for PHS development that can be combined with existing clinical data. Some initiatives of healthcare organizations [health maintenance organizations (HMOs)] in Israel demonstrate how this goal can be achieved with relatively small efforts by using a stepwise and agile approach to service implementation that improve service by enabling adoption and adaptation of the service in the short term while collecting data for advanced PHS development in the long term. This approach, combined with programs and incentive payments at the national level, creates an environment and infrastructure for collaboration between healthcare, academia, and industry for research, development, and implementation of future PHS. This article presents examples of PHS development and implementation from the Israeli healthcare system. We discuss the lessons learned and suggest new approaches for research, development implementation, and evaluation of PHS that will address the needs of future healthcare.
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Affiliation(s)
- Hadas Lewy
- Research, Innovation and International Ventures Authority, Holon Institute of Technology, Holon, Israel.,Clalit Healthcare, Research Institute, Tel-Aviv, Israel
| | - Refael Barkan
- Research, Innovation and International Ventures Authority, Holon Institute of Technology, Holon, Israel
| | - Tomer Sela
- Clalit Healthcare, Online Division, Tel-Aviv, Israel
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Calderon-Margalit R, Cohen-Dadi M, Opas D, Jaffe DH, Levine J, Ben-Yehuda A, Paltiel O, Manor O. Trends in the performance of quality indicators for diabetes care in the community and in diabetes-related health status: an Israeli ecological study. Isr J Health Policy Res 2018; 7:10. [PMID: 29343291 PMCID: PMC5773014 DOI: 10.1186/s13584-018-0206-3] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2017] [Accepted: 01/10/2018] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Israel is one of the few countries that have a national program for quality assessment of community healthcare. We aimed to evaluate whether improved performance in diabetes care was associated with improved health of diabetic patients on a national level. METHODS We conducted a nationwide ecological study estimating improvements in diabetes-related quality indicators and health outcomes. We estimated both correlations between composite measures of diabetes-related quality indicators and selected outcomes, and assessed through a joinpoint analysis whether trends in selected outcomes changed 4 years after the inception of the national program. RESULTS Between 2002 and 2010, the prevalence of diabetes in Israeli adults increased from 4.8% to 7.4%. During these years, an improvement was noticed in most quality indicators (from 53% to 75% for the composite score). Declines were noted in rates of blindness, diabetes-related end-stage kidney disease, lower limbs amputations and diabetes-related mortality. Significant accelerations in decline were noted for amputations in men and diabetes-related mortality in both Arab men and women 4 years after the inception of the national program. CONCLUSION This study suggests that Israel's national program for quality indicators in diabetes care in the community has probably had a significant impact on the health status of the whole population and may have contributed to narrowing gaps in life expectancy between Israeli Jews and Arabs. Future studies based on individual-level data are needed to confirm these results.
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Affiliation(s)
- Ronit Calderon-Margalit
- Hadassah-Hebrew University Braun School of Public Health, POB 12272, 9112102, Jerusalem, Israel.
| | - Michal Cohen-Dadi
- Hadassah-Hebrew University Braun School of Public Health, POB 12272, 9112102, Jerusalem, Israel
| | - Dana Opas
- Hadassah-Hebrew University Braun School of Public Health, POB 12272, 9112102, Jerusalem, Israel
| | - Dena H Jaffe
- Hadassah-Hebrew University Braun School of Public Health, POB 12272, 9112102, Jerusalem, Israel
| | - Jacob Levine
- Hadassah-Hebrew University Braun School of Public Health, POB 12272, 9112102, Jerusalem, Israel
| | | | - Ora Paltiel
- Hadassah-Hebrew University Braun School of Public Health, POB 12272, 9112102, Jerusalem, Israel
| | - Orly Manor
- Hadassah-Hebrew University Braun School of Public Health, POB 12272, 9112102, Jerusalem, Israel
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Li H, Zhang C, He L, Zhang F, Luo F, Yuan Y, Li Q. Association of extracellular superoxide dismutase (EC-SOD) polymorphisms with risk of type 2 diabetes mellitus in a Chinese Han population. INTERNATIONAL JOURNAL OF CLINICAL AND EXPERIMENTAL PATHOLOGY 2017; 10:11819-11827. [PMID: 31966546 PMCID: PMC6966074] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Received: 05/26/2017] [Accepted: 08/08/2017] [Indexed: 06/10/2023]
Abstract
We aimed to investigate whether the EC-SOD rs2536512, rs8192291 and rs1799895 polymorphisms and haplotypes are associated with T2DM in a Chinese Han population. A total of 540 Chinese Han patients with T2DM and 562 healthy subjects were enrolled in our study since October 2013, and all of them had no blood relationship. An iPlex GLOD SNP genotyping analysis of the EC-SOD rs2536512, rs8192291 and rs1799895 was carried out in a 384 well plate format using the Sequenom MassARRAY® System (Sequenom, Inc. San Diego, USA). We observed that the CT (OR=1.58, 95% CI=1.20-2.08) and TT (OR=15.27, 95% CI=4.34-53.75) genotypes of rs8192291 were associated with T2DM susceptibility compared with the CC genotype. In dominant and recessive models, rs8192291 was correlated with a moderate statistically increased susceptibility of T2DM compared with the reference genotype. The GTC, GCC and GCG haplotypes were associated with risk of T2DM. In summary, rs8192291 polymorphism and haplotypes may become a useful biomarker for prediction of the susceptibility of this disease. Further experiments are necessary to validate our results.
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Affiliation(s)
- Haoyun Li
- Department of Endocrinology, Zhengzhou Central Hospital, Zhengzhou UniversityZhengzhou, China
| | - Changmeng Zhang
- Department of Orthopaedics, Zhengzhou Central Hospital, Zhengzhou UniversityZhengzhou, China
| | - Li He
- Department of Endocrinology, Zhengzhou Central Hospital, Zhengzhou UniversityZhengzhou, China
| | - Fengjiao Zhang
- Department of Endocrinology, Zhengzhou Central Hospital, Zhengzhou UniversityZhengzhou, China
| | - Fang Luo
- Department of Endocrinology, Zhengzhou Central Hospital, Zhengzhou UniversityZhengzhou, China
| | - Yizhe Yuan
- Department of Endocrinology, Zhengzhou Central Hospital, Zhengzhou UniversityZhengzhou, China
| | - Qingchu Li
- Department of Endocrinology, Zhengzhou Central Hospital, Zhengzhou UniversityZhengzhou, China
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Wolters RJ, Braspenning JCC, Wensing M. Impact of primary care on hospital admission rates for diabetes patients: A systematic review. Diabetes Res Clin Pract 2017; 129:182-196. [PMID: 28544924 DOI: 10.1016/j.diabres.2017.05.001] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/12/2017] [Accepted: 05/02/2017] [Indexed: 11/17/2022]
Abstract
High-quality primary care for diabetes patients may be related to lowered hospital admissions. A systematic search was performed to assess the impact of structure, process, and outcome of primary diabetes care on hospital admission rates, considering patient characteristics. Studies on diabetes patients in primary care with hospitalisation rates as outcomes published between January 1996 and December 2015 were included. Indicators of quality of care (access, continuity and structure of care, process, and outcome indicators) and patient characteristics (age, gender, ethnicity, insurance, socio-economic status, diabetes characteristics, co-morbidity, and health-related lifestyle) were extracted. After assessment of the strength of evidence, characteristics of care and diabetes patients were presented in relation to the likelihood of hospitalisation. Thirty-one studies were identified. A regular source of primary care and a well-controlled HbA1c level decreased the likelihood of hospitalisation. Other aspects of care were less consistent. Patients' age, co-morbidity, and socio-economic status were related to higher hospitalisation. Gender and health-related lifestyle showed no relationship. Studies were heterogeneous in design, sample, and healthcare system. Different definitions of diabetes and unscheduled admissions limited comparisons. In healthcare systems where diabetes patients have a regular source of primary care, hospital admission rates cannot be meaningfully related to primary care characteristics.
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Affiliation(s)
- R J Wolters
- Radboud University Medical Center, Radboud Institute for Health Sciences, Scientific Center for Quality of Healthcare (IQ healthcare), Geert Grooteplein 21, 114 IQ Healthcare, 6525 EZ Nijmegen, The Netherlands.
| | - J C C Braspenning
- Radboud University Medical Center, Radboud Institute for Health Sciences, Scientific Center for Quality of Healthcare (IQ healthcare), Geert Grooteplein 21, 114 IQ Healthcare, 6525 EZ Nijmegen, The Netherlands.
| | - M Wensing
- Radboud University Medical Center, Radboud Institute for Health Sciences, Scientific Center for Quality of Healthcare (IQ healthcare), Geert Grooteplein 21, 114 IQ Healthcare, 6525 EZ Nijmegen, The Netherlands; Department of General Practice and Health Services Research Heidelberg University Hospital, Im Neuenheimer Feld 130.3, 69120 Heidelberg, Germany.
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Petek D, Mlakar M. Quality of care for patients with diabetes mellitus type 2 in 'model practices' in Slovenia - first results. Zdr Varst 2016; 55:179-184. [PMID: 27703537 PMCID: PMC5031067 DOI: 10.1515/sjph-2016-0023] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2015] [Accepted: 02/15/2016] [Indexed: 11/15/2022] Open
Abstract
BACKGROUND A new organisation at the primary level, called model practices, introduces a 0.5 full-time equivalent nurse practitioner as a regular member of the team. Nurse practitioners are in charge of registers of chronic patients, and implement an active approach into medical care. Selected quality indicators define the quality of management. The majority of studies confirm the effectiveness of the extended team in the quality of care, which is similar or improved when compared to care performed by the physician alone. The aim of the study is to compare the quality of management of patients with diabetes mellitus type 2 before and after the introduction of model practices. METHODS A cohort retrospective study was based on medical records from three practices. Process quality indicators, such as regularity of HbA1c measurement, blood pressure measurement, foot exam, referral to eye exam, performance of yearly laboratory tests and HbA1c level before and after the introduction of model practices were compared. RESULTS The final sample consisted of 132 patients, whose diabetes care was exclusively performed at the primary care level. The process of care has significantly improved after the delivery of model practices. The most outstanding is the increase of foot exam and HbA1c testing. We could not prove better glycaemic control (p>0.1). Nevertheless, the proposed benchmark for the suggested quality process and outcome indicators were mostly exceeded in this cohort. CONCLUSION The introduction of a nurse into the team improves the process quality of care. Benchmarks for quality indicators are obtainable. Better outcomes of care need further confirmation.
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Affiliation(s)
- Davorina Petek
- University of Ljubljana, Faculty of Medicine, Department of Family Medicine, Poljanski nasip 58, 1000 Ljubljana, Slovenia
| | - Mitja Mlakar
- Community Medical Center Maribor, Ulica talcev 9, 2000 Maribor, Slovenia
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Yu H, Liu JC, Fan YJ, Li C, Zhang LX, Chen X, Yue S, Lu WL, Yang XL, Tang NJ. Association between occupational stressors and type 2 diabetes among Chinese police officers: a 4-year follow-up study in Tianjin, China. Int Arch Occup Environ Health 2015; 89:277-88. [PMID: 26168715 DOI: 10.1007/s00420-015-1071-9] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2015] [Accepted: 06/24/2015] [Indexed: 12/21/2022]
Abstract
PURPOSE To explore the relationship between occupational stressors and the incidence of type 2 diabetes mellitus among police officers. METHODS Baseline data were collected from policemen who completed the Occupational Stress Inventory-Revised (OSI-R) questionnaire, a self-designed questionnaire, and underwent free clinical measurements at the Medical Center of Police Hospital in Tianjin, China, in April 2007. A total of 5811 policemen participated in follow-up with the dynamic observation of new-onset diabetes (NOD) events occurring annually between 2008 and 2011. Occupational stress was measured by the OSI-R questionnaire, which contains 14 different scales. Cox proportional hazards regression was used to calculate the hazard ratios (HR) of the incidence of type 2 diabetes mellitus (T2DM) by occupational stressors. RESULTS A total of 3.1% of the participants (n = 179) developed NOD in the follow-up period from 2008 to 2011, and the incidence rates of NOD were 0.58% in 2008, 0.98% in 2009, 0.52% in 2010, and 1.01% in 2011. Role overload (RO), role boundary (RB), physical environment (PE), interpersonal strain (IS), and physical strain (PHS) were associated with the incidence of T2DM (RO: HR = 1.574, 95% CI = 1.071-2.372; RB: HR = 1.645, 95% CI = 1.144-2.365; PE: HR = 2.292, 95% CI = 1.545-3.400; IS: HR = 1.537, 95% CI = 1.079-2.191; and PHS: HR = 1.680, 95% CI = 1.167-2.006) after adjustment for confounding factors. A subgroup Cox regression analysis among traffic control police officers showed the specific work stressors remained robust except RO. CONCLUSIONS Several aspects of stressors were independent predictors of T2DM in a prospective cohort study in Tianjin, China. This practical information can be applied to the development of psychological interventions against T2DM.
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Affiliation(s)
- Hao Yu
- Department of Occupational and Environmental Health, School of Public Health, Tianjin Medical University, No. 22, Qixiangtai Road, Heping District, Tianjin, 300070, China
| | - Jin-chuan Liu
- Department of Occupational and Environmental Health, School of Public Health, Tianjin Medical University, No. 22, Qixiangtai Road, Heping District, Tianjin, 300070, China
| | - Ya-jiao Fan
- Department of Toxicology, School of Public Health, Tianjin Medical University, No. 22, Qixiangtai Road, Heping District, Tianjin, 300070, China
| | - Chen Li
- Department of Occupational and Environmental Health, School of Public Health, Tianjin Medical University, No. 22, Qixiangtai Road, Heping District, Tianjin, 300070, China
| | - Li-xin Zhang
- Department of Toxicology, School of Public Health, Tianjin Medical University, No. 22, Qixiangtai Road, Heping District, Tianjin, 300070, China
| | - Xi Chen
- Department of Occupational and Environmental Health, School of Public Health, Tianjin Medical University, No. 22, Qixiangtai Road, Heping District, Tianjin, 300070, China
| | - Song Yue
- Medical Center of Police Hospital, No. 78, Nanjing Road, Heping District, Tianjin, 300042, China
| | - Wen-li Lu
- Department of Epidemiology and Biostatistics, School of Public Health, Tianjin Medical University, No. 22, Qixiangtai Road, Heping District, Tianjin, 300070, China
| | - Xi-lin Yang
- Department of Epidemiology and Biostatistics, School of Public Health, Tianjin Medical University, No. 22, Qixiangtai Road, Heping District, Tianjin, 300070, China
| | - Nai-jun Tang
- Department of Occupational and Environmental Health, School of Public Health, Tianjin Medical University, No. 22, Qixiangtai Road, Heping District, Tianjin, 300070, China.
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