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Measures of multimorbidity and morbidity burden for use in primary care and community settings: a systematic review and guide

Ann Fam Med 10:134-141. Academic Unit of Primary Health Care, School of Social and Community Medicine, Bristol University, Bristol, UK PURPOSE: Many patients consulting in […]

Development of a risk-adjusted capitation model based on principal inpatient diagnoses in Taiwan

J Formos Med Assoc 102:637-643. Graduate Institute of Health Policy and Management, College of Public Health, National Taiwan University, Taipei, Taiwan BACKGROUND AND PURPOSE: Taiwan’s […]

Use of proton pump inhibitors and risk of osteoporosis-related fractures

CMAJ 179:319-326. Department of Gastroenterology, Division of Internal Medicine, University of Manitoba, Winnipeg, MB, Canada BACKGROUND: The use of proton pump inhibitors has been associated […]

Formal risk adjustment by private employers

Inquiry 38:299-309. Department of Economics, Boston University, Boston, MA, USA This paper explores explanations for why few private employers have adopted formal risk adjustment. The […]

Patient use of secure electronic messaging within a shared medical record: a cross-sectional study

J Gen Intern Med 24:349-355. Group Health Cooperative, Center for Health Studies, Seattle, WA, USA BACKGROUND: Most patients would like to be able to exchange […]

HMO family physicians: men and women differ in their work

HMO Pract 9:155-161. Group Health Cooperative of Puget Sound, Seattle, WA, USA OBJECTIVE: The goal was to identify differences in the type of work and […]

Effect of premium, copayments, and health status on the choice of health plans

Med Care 46:1033-1040. Division of Health Care Policy & Research, Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA OBJECTIVE: Explore effects of comorbidity […]

Patient sharing among physicians and costs of care: a network analytic approach to care coordination using claims data

J Gen Intern Med 28:459-465. Johns Hopkins University School of Medicine, Baltimore, MD, USA BACKGROUND: Improving care coordination is a national priority and a key […]

Case-mix index and length of hospitalization

G Chir 31:211-214. Published in Italian. Department of Surgical Sciences, Sapienza University of Rome, Italy. The ACG (Adjusted Clinical Groups) case-mix system is a classification […]

ACG case-mix system aids contract assessment, improves performance

Data Strateg Benchmarks 4:21-26. The ABCs of ACGs. Adjusted clinical groups, or ACGs, a risk adjustment system developed by Baltimore-based Johns Hopkins University, are being […]

Realigning incentives in fee-for-service Medicare

Health Aff 22:59-70. Schneider Institute for Health Policy, Brandeis University, Waltham, MA, USA This paper proposes Medicare payment reform built on the fee-for-service system, with […]

Work limitations and their relationship to morbidity burden among academic health center employees with diabetes

Workplace Health Saf 60:425-434. Department of Acute and Chronic Care, John Hopkins University School of Nursing, Baltimore, MD, USA The objective of this study was […]

Population-based trends in osteoporosis management after new initiations of long-term systemic glucocorticoids (1998-2008)

J Clin Endocrinol Metab 97:1236-1242. University of Alberta and University of Alberta Hospital, Edmonton, AB, Canada OBJECTIVES: Our objective was to describe changes in glucocorticoid-induced […]

Ambulatory care casemix measures

J Gen Intern Med 10:162-170. HSR&D Field Program, Edith Nourse Rogers Memorial Veterans Hospital, Bedford, MA, USA No abstract PMID: 7769475

Racial and ethnic differences in utilization of health services in patients with diabetes enrolled in Medicaid

J Health Care Poor Underserved 15:562-575. General Internal Medicine and Health Services Research, UCLA School of Medicine, Los Angeles, CA, USA. We evaluated racial and […]

The effect of acupuncture utilization on healthcare utilization

Med Care 46:41-48. Department of Pharmacy Practice, Albany College of Pharmacy, Research Institute for Health Outcomes, Albany, NY, USA OBJECTIVE: To determine whether acupuncture is […]

A systematic review of health care efficiency measures

Health Serv Res 44:784-805. RAND, Arlington, VA, USA OBJECTIVE: To review and characterize existing health care efficiency measures in order to facilitate a common understanding […]

Achieving cost control, care coordination, and quality improvement in the Medicaid program

J Ambul Care Manage 33:38-49; discussion 69-70. ACS Government Healthcare Solutions, Helena, MT, USA As Medicaid spending rises quickly, controlling cost while coordinating care and […]

Bone microarchitecture assessed by TBS predicts osteoporotic fractures independent of bone density: the Manitoba study

J Bone Miner Res 26:2762-2769. Bone Disease Unit, University of Lausanne, Lausanne, Switzerland The measurement of BMD by dual-energy X-ray absorptiometry (DXA) is the “gold […]

Two-year trends in colorectal cancer screening after switch to a high-deductible health plan

Med Care 49:865-871. Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, MA, USA BACKGROUND: Recent health reform laws might […]

Postoperative health-care utilization in Crohn’s disease: the impact of specialist care

Am J Gastroenterol 107:1522-1529. Mount Sinai Hospital Centre for Inflammatory Bowel Disease, University of Toronto, Toronto, ON, Canad OBJECTIVES: Crohn’s disease (CD) patients frequently require […]

How does complementary private prescription drug insurance coverage affect seniors’ use of publicly funded medications?

Health Policy 110:147-155. School of Public Policy and Governance, University of Toronto, Toronto, ON, Canada BACKGROUND: Like in many other high-income jurisdictions, the public drug […]

Division of primary care services between physicians, physician assistants, and nurse practitioners for older patients with diabetes

Med Care Res Rev 70:531-541. University of Wisconsin–Madison, WI, USA; University of Pittsburgh School of Pharmacy, Pittsburgh, PA, USA Team-based care involving physician assistants and/or […]

Resources allocation and health care needs in diabetes care in Danish GP clinics

Health Policy 113:206-215. Institute of Public Health, Centre of Health Economics Research, Faculty of Health Sciences, University of Southern Denmark, Odense, Denmark BACKGROUND: In several […]

Measuring medical productivity to gauge the value of Medicare

Minn Med 96:46-48. Department of Finance, Medical Industry Leadership Institute, Carlson School of Management, University of Minnesota, Minneapolis, MN, USA. Having a measure of productivity […]

The effect of medical malpractice liability on rate of referrals received by specialist physicians

Health Econ Policy Law 8:453-475. Yale University School of Medicine, New Haven, CT, USA; Wayne State University, Detroit, MI, USA; University of Michigan, School of […]

Determinants of buprenorphine treatment for opioid dependence

J Subst Abuse Treat 46:315-319. Washington State University, Spokane, WA, USA; Group Health Research Institute, Seattle, WA, USA This study assessed the social, demographic and […]

How is the electronic health record being used? Use of EHR data to assess physician-level variability in technology use

J Am Med Inform Assoc Weill Cornell Medical College, New York, NY, USA BACKGROUND: Studies of the effects of electronic health records (EHRs) have had […]

Procedures take less time at ambulatory surgery centers, keeping costs down and ability to meet demand up

Health Aff 33:764-769. University of Louisville, Louisville, KY, USA; University of Minnesota, Minneapolis, MN, USA During the past thirty years outpatient surgery has become an […]

The association between parental depression and children’s health care utilization and expenditures: exploring the dimensions of parental gender and timing of depressive symptoms

Baltimore, MD, USA: Johns Hopkins University (doctoral dissertation). Department of Health Policy and Management, Johns Hopkins University, Baltimore, MD, USA Methods: The study used multiple […]

Ontario MedsCheck annual pharmacy medication review service: a comparison between initial and well established implementation periods

International Conference for Pharmacoepidemiology (ICPE) – August, 2015 Boston, MA, USA. Background: A MedsCheck Annual (MCA) consultation is a government-funded, medication review service in Ontario, […]

Risks of hospitalizations and surgery in elderly-onset inflammatory bowel disease: a population based study

Gastroenterology 146:S-171. Background: The incidence of Crohn’s disease (CD) and ulcerative colitis (UC) in the elderly population is reported to be increasing. Comorbid diseases, which […]

Patient based patterns of morbidity, a 17 year follow-up on patient records in primary care in Sweden

BMC Health Serv Res 7:A13. Karolinska Institute, Stockholm, Sweden BACKGROUND: Longitudinal studies on clinical categories of patients in primary health care are rare, as are […]

Development and evaluation of the Johns Hopkins University risk adjustment models for Medicare+Choice plan payment

Final report to Centers for Medicare and Medicaid Services, US Department of Health and Human Services. Baltimore, MD, USA: Johns Hopkins University. Johns Hopkins University, […]

Characteristics of Maryland residents who obtain health insurance from the small and large group markets

Bethesda, MD, USA: Project Hope Center for Health Affairs. Project Hope, Bethesda, MD, USA This report contains findings from a project conducted by the Project […]

Developing re-insurance and carve-out risk adjusters for an under 65 population

Johns Hopkins University, Lewin Group. Prepared for Health Care Financing Administration. Fairfax, VA, USA: Lewin Group. Johns Hopkins University, Baltimore, MD, USA; Lewin Group, Fairfax, […]

The ambulatory case-mix development project

Project final report. Baltimore, MD, USA: Johns Hopkins University and Aetna Health Plans. Johns Hopkins University and Aetna Health Plans, USA As the US health […]

Analysis of Medicaid payments for American Indians and Alaska Natives

Baltimore, MD, USA: CMS Tribal Affairs Group.. CMS Tribal Affairs Group, Baltimore, MD, USA The Indian Health Service (IHS) is a discretionary federal program that […]

Quality, costs and the role of primary health care

Linkoping, Sweden: Linkoping University. Linkoping University, Linkoping, Sweden The general aim of this thesis is to describe and analyse the role of primary  care in […]

Adherence to prescription drugs and adverse health events for patients with hypertension

Los Angeles, CA, USA: University of California, Los Angeles (doctoral dissertation). University of California, Los Angeles, CA, USA Increased technology in the development of effective […]

Time to readmission among chronically ill community-resident beneficiaries: variations by geographic area and provider type

Baltimore, MD, USA: Centers for Medicare and Medicaid Services. Schneider Institute for Health Policy, Heller School for Social Policy and Management, Brandeis University, Waltham, MA, […]

Optimal primary care for elders: periodic health examination and interdisciplinary geriatric team care

Waltham, MA, USA: Brandeis University (doctoral dissertation). Brandeis University, Waltham, MA, USA Health care organizations must find creative ways to achieve cost-efficient, high-quality primary care […]

Ischemic heart disease (IHD) and related health care utilization in Metis in Manitoba

Winnipeg, MB, Canada: Manitoba Metis Federation. Department of Community Health Sciences, University of Manitoba, Winnipeg, MB, Canada; Health & Wellness Department, Manitoba Metis Federation, Winnipeg, […]

Evaluation of the implementation of advanced nursing competencies in the Basque health care system

J Nurs Ed Pract 3:23-29. Basque Institute for Healthcare Innovation, Sondika, Bizkaia, Spain In 2011 advanced competences in nursing were defined and pilot tested in […]

Developing new comorbidity indices for cancer populations using administrative data

Dunedin, New Zealand: University of Otago (doctoral dissertation). University of Otago, Dunedin, New Zealand BACKGROUND: Comorbidity has an important impact on cancer outcomes, but the […]

Using case finding and risk stratification: A key service component for personalised care and support planning

Using case finding and risk stratification: A key service component for personalised care and support planning This handbook describes current thinking and provides practitioner insights […]

Data Visualization and Patient Identification – Military

The Defense Health Agency (DHA) supports the delivery of integrated, affordable, and high-quality health services to Military Health System (MHS) beneficiaries and is responsible for […]

How Health Information Technology can Impact the Delivery of Health Care

Johns Hopkins Bloomberg School of Public Health How Health Information Technology can Impact the Delivery of Health Care Karen Kinder, PhD, MBA

Tuesday-Managing hospitalization risk-Sylvia and Lu

Johns Hopkins HealthCare Develop a Risk Prediction Model to Identify Diabetic Members at High Risk of Hospitalization Martha Sylvia and Yanyan Lu

Monday-Pilot Experiences-Zhang

University of Minnesota Chinese Health Insurance System and Pilot Study for Applying ACG System to Chinese Healthcare System Yi Zhang and Stephen T. Parente, Ph.D.

Monday-Advances in modeling risk-Lemke

Johns Hopkins ACG System ACG Predictive Model for Readmission Risk Klaus Lemke

The ACG system in Leicester

NHS ACGs in Leicestershire and Leicester city Mark Pierce

Medication Therapy Management

DST Health Solutions Medication Therapy Management Amy Salls, Director Population Health Strategy Diana R. Kesser, Director Care Management Strategy

Monday(C3)-Cluster Analysis: Conditions and Variables That Are the Best Predictors of High Cost Members-Bob Gladden and Cathy Meade

Cluster Analysis: Conditions and Variables That Are the Best Predictors of High Cost Members  —Bob Gladden and Cathy Meade, CareSource

Tuesday(C8)- Use of ACG within Benefit Informatics for employer health plan cost management-Bruns

 Use of ACG within Benefit Informatics for employer health plan cost management-Bruns Benefit Focus

THE INTEGRATION OF ACG WITH THE BUSINESS INTELLIGENCE SYSTEM OF A LOCAL HEALTH UNIT IN VENETO REGION, ITALY 

N. Alba1, C. Bovo1, R. Marchi1, R. Borin1, F. Avossa2, E. Schievano2, M. Saugo2, M.C. Corti3, E. Boscolo3, C. Abrams4, K. Kinder4, D. Mantoan3;  1Local […]

ICD-10: Kelsey Rauch, DST Health Solutions

ACG System DST Health Solutions The Impact of Transitioning Coding Systems on Risk Adjustment Kelsey Rauch

Various ACG System Applications

Amy Salls, Director of Population Health Strategy at DST Health Solutions, provides a summary on the commercialization process and the various populations, applications, and user needs that the ACG System helps in the United States. Learn More.

Population Segmentation Case Study – Payer

Johns Hopkins Healthcare (JHHC) develops and manages medical care contracts for close to 400,000 plan members. JHHC created a framework based on an adapted version of the National Academy of Medicine taxonomy, combined with ACG System output, to provide a more extensive set of risk categories in an effort to expand their care management programs to high-risk Medicare patients.

The Association of Frailty With Outcomes and Resource Use After Emergency General Surgery: A Population-Based Cohort Study

BACKGROUND: Older patients undergoing emergency general surgery (EGS) experience high rates of postoperative morbidity and mortality. Studies focused primarily on elective surgery indicate that frailty […]

Indianapolis Provider’s Use Of Wraparound Services Associated With Reduced Hospitalizations And Emergency Department Visits

ABSTRACT Recent changes to US reimbursement policies are increasingly holding providers financially accountable for patients’ health. Providing nonmedical services in conjunction with primary care—known as […]

Healthcare costs and utilization associated with high-risk prescription opioid use: a retrospective cohort study

Abstract Background Previous studies on high-risk opioid use have only focused on patients diagnosed with an opioid disorder. This study evaluates the impact of various […]

Nonsteroidal anti-inflammatory drug use and risk of acute kidney injury and hyperkalemia in older adults: a population-based study

Abstract   Background Clinical guidelines caution against nonsteroidal anti-inflammatory drug (NSAID) use in older adults. The study objective was to quantify the 30-day risk of […]

Development of Alzheimer disease in old major depressive patients based upon their health status: A retrospective study in Taiwan

Abstract   This study is conducted to investigate the association between major depressive disorder and the subsequent development of Alzheimer disease (AD) in elderly patients […]

Symptom trajectories and predictors of severe symptoms in pancreatic adenocarcinoma at the end-of-life: a population based analysis of 2,538 patients

Abstract Background We evaluated symptom trajectories and predictors of reporting severe symptoms in the last 6 months of life among non-resected pancreatic adenocarcinoma (PAC) decedents. […]

Cardiovascular Consequences of Obstructive Sleep Apnea in Women: A Historical Cohort Study

Abstract Objective Background: Evidence on sex differences in the association between obstructive sleep apnea (OSA) and cardiovascular outcomes is limited and controversial. We conducted a […]

Is Frailty Associated With Worse Outcomes After Head and Neck Surgery? A Narrative Review

Abstract Objective Frailty has emerged as an important determinant of many health outcomes across various surgical specialties. We examined the published literature reporting on frailty […]

The Impact of Team-Based Primary Care on Guideline-Recommended Disease Screening

Abstract Introduction Family Medicine Groups, implemented in Quebec in 2002, are interprofessional primary care teams designed to improve timely access to high-quality primary care. This […]

Identification of Prenatal Opioid Exposure Within Health Administrative Databases

Abstract BACKGROUND: Health administrative data offer a vital source of data on maternal prenatal opioid exposure (POE). The impact of different methods to estimate POE, especially […]

Sepsis-Associated Mortality, Resource Use, and Healthcare Costs: A Propensity-Matched Cohort Study

Abstract Objectives: To examine long-term mortality, resource utilization, and healthcare costs in sepsis patients compared to hospitalized nonsepsis controls. Design: Propensity-matched population-based cohort study using administrative data. […]

Mental Health Services Provision in Primary Care and Emergency Department Settings: Analysis of Blended Fee-for-Service and Blended Capitation Models in Ontario, Canada

Abstract Background Treating mental illnesses in primary care is increasingly emphasized to improve access to mental health services. Although family physicians (FPs) or general practitioners […]

Associations of clinically recognized vs unrecognized vertebral fracture with mortality

Abstract Purpose Our purpose was to contrast mortality associated with clinically undiagnosed prevalent vertebral fracture recognized on densitometric vertebral fracture assessment (VFA) and prior clinically […]

Intensity of End-of-Life Care in a Cohort of Commercially Insured Women With Metastatic Breast Cancer in the United States

ABSTRACT Purpose There is limited evidence on the intensity of end-of-life (EOL) care for women < 65 years old, who account for about 40% of […]

High‐deductible health plans and low‐value imaging in the emergency department

Abstract Objective To examine the effect of an employer‐mandated switch to high‐deductible health plans (HDHP) on emergency department (ED) low‐value imaging. Data Sources Claims data […]

Primary care-based smoking cessation treatment and subsequent healthcare service utilisation: a matched cohort study of smokers using linked administrative healthcare data

ABSTRACT Background No research has assessed the individual-level impact of smoking cessation treatment delivered within a general primary care patient population on multiple forms of […]

Association between chronic bladder catheterisation and bladder cancer incidence and mortality: a population based retrospective cohort study in Ontario, Canada

Abstract Objectives To compare the risk of bladder cancer and bladder cancer mortality among patients with chronic bladder catheterisation (indwelling or intermittent) to patients from […]

Operationalizing Outpatient Palliative Care Referral Criteria in Lung Cancer Patients: A Population-Based Cohort Study Using Health Administrative Data

Abstract Background Early referral of cancer patients for palliative care significantly improves the quality of life. It is not clear which patients can benefit from […]

Association of bilateral salpingo-oophorectomy with all cause and cause specific mortality: population based cohort study

Abstract Objectives To determine if bilateral salpingo-oophorectomy, compared with ovarian conservation, is associated with all cause or cause specific death in women undergoing hysterectomy for […]

COVID-19 Hospitalizations, Intensive Care Unit Stays, Ventilation, and Death Among Patients With Immune-mediated Inflammatory Diseases Compared to Controls

Abstract Objective To investigate coronavirus disease 2019 (COVID-19) hospitalization risk in patients with immune-mediated inflammatory diseases (IMIDs) compared with matched non-IMID comparators from the general […]

The effect of disease co-occurrence measurement on multimorbidity networks: a population-based study

Abstract Background Network analysis, a technique for describing relationships, can provide insights into patterns of co-occurring chronic health conditions. The effect that co-occurrence measurement has […]

Association of State Insulin Out-of-Pocket Caps With Insulin Cost-Sharing and Use Among Commercially Insured Patients With Diabetes: A Pre–Post Study With a Control Group

Abstract Background Twenty-five states have implemented insulin out-of-pocket (OOP) cost caps, but their effectiveness is uncertain. Objective To examine the effect of state insulin OOP […]

ACG System White Paper

  THE JOHNS HOPKINS ACG® SYSTEM is a leading risk measurement methodology that was developed and continues to be tested and improved at the Bloomberg […]

Risk Stratification: Identifying Geriatric Frailty from EHR Unstructured Data

With providers engaging more with risk stratification tools, unstructured data and free text from Electronic Health Records (EHRs), a potential exists to more effectively identify […]

Care Density: A Social Network Approach to Claims Data

If optimizing quality of care, clinical outcomes and cost effectiveness is one of your priorities, ensuring your patient population receives comprehensive, coordinated care from their […]

Understanding Population Health

With the challenges facing our health and social care services and the need to develop new care models to achieve the triple aim of improving […]

Risk aversion and costs: a comparison of family physicians and general internists

J Fam Pract 49:12-17. Department of Family Medicine, University of Rochester, New York, NY, USA No abstract Comment in: Interspeciality differences in medical resource utilization. […]

Obstructive sleep apnea and incident diabetes

A historical cohort study. Am J Respir Crit Care Med 190:218-225. University of Toronto, Toronto, ON, Canada; Institute for Clinical Evaluative Sciences, Toronto, ON, Canada; […]

The pattern of urologic care among traumatic spinal cord injured patients

Can Urol Assoc J 8:E805. Institute for Clinical Evaluative Sciences, Toronto, ON, Canada INTRODUCTION: We assessed the urologic care patterns of traumatic spinal cord injury […]

Risk factors for reoperation and mortality after the operative treatment of tibial plateau fractures in Ontario, 1996-2009

J Orthop Trauma 29:182-188. University of Toronto, Toronto, ON, Canada; Institute for Clinical Evaluative Sciences, Toronto, ON, Canada OBJECTIVE: To define the rates and risk […]

Do different case-mix measures affect assessments of provider efficiency? Lessons from the Department of Veterans Affairs

J Ambul Care Manage 26:229-242. Center for Health Quality, Outcomes and Economic Research, Bedford VAMC, Bedford, MA, USA Although case-mix adjustment is critical for provider […]

Achieving weight loss and hypertension control among obese adults: a US multidisciplinary group practice observational study

Am J Hypertens University of Wisconsin School of Medicine and Public Health, Madison, WI, USA; Veterans Affairs Pittsburgh Healthcare System , Pittsburgh, PA, USA; University […]

Association between the patient-centered medical home and healthcare utilization

Am J Manag Care 21:378-386. Weill Cornell Medical College, New York, NY, USA OBJECTIVES: The patient-centered medical home (PCMH) model of primary care is being […]

Caring for dementia: a population-based study examining variations in guideline-consistent medical care

Alzheimers Dement 11:906-916. UBC Centre for Health Services and Policy Research, School of Population and Public Health, Vancouver, BC, Canada BACKGROUND: Evidence indicates that early […]

What do we mean by multimorbidity? An analysis of the literature on multimorbidity measures, associated factors, and impact on health services organization

Rev Epidemiol Sante Publique 62:305-314. Hôpital Jean-Verdier, Bondy, France; Université Paris, Paris Cité, Bobigny, France BACKGROUND: Multimorbidity is a consequence of both epidemiological and demographic […]

The development of a risk-adjusted capitation payment system: the Maryland Medicaid model

J Ambul Care Manage 21:29-52. School of Public Health, Johns Hopkins University, Baltimore, MD, USA This article describes the risk-adjusted payment methodology employed by the […]

Does high-risk pool coverage meet the needs of people at risk for disability?

Inquiry 45:340-352. University of Kansas, Lawrence, KS, USA State high-risk insurance pools serve people denied coverage because of pre-existing conditions. With benefit plans modeled on […]

Comparison of Rx-defined morbidity groups and diagnosis-based risk adjusters for predicting healthcare costs in Taiwan

BMC Health Serv Res 10:126./p> Institute of Preventive Medicine, College of Public Health, National Taiwan University, Taipei, Taiwan BACKGROUND: Medication claims are commonly used to […]

Classification systems in case-mix groups in ambulatory care. Perspectives for our primary health care

Aten Primaria 17:76-82. Published in Spanish. Unitat d’Investigació Centre, Institut Català de la Salut, CESCA, Barcelona, Spain No abstract PMID: 8742149

Proton-pump inhibitor use is not associated with osteoporosis or accelerated bone mineral density loss

Gastroenterology 138:896-904. Section of Gastroenterology, Division of Internal Medicine, University of Manitoba, Winnipeg, MB, Canada BACKGROUNDS and AIMS: Recent studies have shown an association between […]

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