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High-Risk Case Identification for Use in Comprehensive Complex Care Management

 High-Risk Case Identification for Use in Comprehensive Complex Care ManagementBecause patients with multiple chronic conditions require proactive, coordinated care management to effectively manage numerous health […]

Population Health Management through Care Coordination and Interventions

Population health management at JHHC represents a comprehensive approach to health care considering the distribution of health outcomes within a population, and the health determinants […]

Casemix and Quality

Hospital Authority Casemix and Quality – Are they rivals or partners? Dr. K.H. Lee

Tuesday-Managing hospitalization risk-Terry and Oberg

Dovetail Managing Hospitalization Risk: Refining Patient Selection in a Care Transitions Program Lara Terry, MD. Jeff Oberg

Monday-US Health Reform-Abrams

Johns Hopkins ACG System Using ACGs to Support Risk Adjusted Premiums within the Health Insurance Exchange Chad Abrams

Monday-Advances in modeling risk-Thibodeau

Medica Leveraging the John Hopkins ACG Tool to Support Total Cost of Care Contracts Peter M. Thibodeau

Implementing the ACG risk within NHS

NHS Airedale, Bradford & Leeds Cluster Information Services Implementing the ACG risk of hospitalization model with NHS data: experiences from Leeds Dr Thomas Mason MA., […]

Using Predictive Modeling to Identify Readmission Risk

Johns Hopkins Bloomberg School of Public Health Using Predictive Modeling to Identify Readmission Risk K. Lemke

Monday(C3)-Geographically Identifying Expanded Diagnosis Clusters in the Hispanic/Latino Population —Thomas Ludden

Geographically Identifying Expanded Diagnosis Clusters in the Hispanic/Latino Population  —Thomas Ludden, Carolinas Healthcare System  

Wednesday(C9)-Swinging from a new tee – towards ‘The Extended Epidemiology’ by analysing the outcome from ACG processing in a County Council in Sweden

Swinging from a new tee – towards ‘The Extended Epidemiology’ by analysing the outcome from ACG processing in a County Council in Sweden —Ulf Börjesson, […]

Care Density: Amy Salls, DST Health Solutions

ACG System DST Health Solutions Care Density Amy Salls

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The ACG System as a Common Language

Chad Abrams, Director of U.S. Operations, ACG System; describes common challenges around the world such as language differences, data quality, turning data into impact, and […]

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Segmentation Case Study

Slough Clinical Commissioning Group (CCG), which covers a population of 143,000 in the UK, used the Johns Hopkins ACG System to conduct a population health analysis that generated several new insights. After just 18 months, unplanned hospitalizations were reduced by 18% and emergency department visits were reduced by 19%.

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 […]

Impact of Patient Demographics, Surgeon Volume, and Hospital Type on Distal Radius Fracture Surgery Outcomes: A Population-Based Study

Abstract Purpose This study aimed to evaluate the impact of patient demographics, surgeon volume, and hospital type on composite outcomes, infection, and revision following surgery […]

Postoperative Opioid Prescribing Among Adults with Disabilities After a Medicare Opioid Limit Policy

Abstract Objective: Determine whether a Medicare 7-day limit on initial opioid prescriptions (effective January 1, 2019) was associated with reductions in duration, dosage, and subsequent […]

The effectiveness of WhatsApp messages on the uptake of screening mammography: a randomized controlled trial

Abstract Objectives Breast screening and early detection have positively influenced survival rates for breast cancer. We conducted a randomized-controlled trial involving 7235 eligible members of […]

Systemic therapies for psoriatic disease and serious adverse events in older adults: A population-based cohort study

Systemic therapies for psoriasis and psoriatic arthritis (PsA) have the potential to cause serious adverse events (SAEs), particularly among older adults (Garcia-Doval et al, 2012; Lavan […]

Mammographic screening and time to breast cancer diagnosis among immigrants and long-term residents in Ontario

Abstract Background Biennial breast screening enables timely diagnosis, a critical determinant of survival. However, this benefit depends on navigating complex healthcare systems where immigrant women […]

Prevalence of prescribed opioid claims among persons with non-traumatic spinal cord dysfunction in Ontario, Canada: a population-based retrospective cohort study

Abstract Study Design Cohort study. Objectives To determine the prevalence and to identify predictors of prescription opioid use among persons with non-traumatic spinal cord dysfunction […]

Association of surgical approach with oncologic outcomes in low-risk cervical cancer

Background Recent randomized evidence suggesting that simple hysterectomy is non-inferior to radical hysterectomy in cervical cancer patients with low-risk disease has invigorated questions about the […]

Improving Prediction of Risk of Admission to Long-Term Care or Mortality Among Home Care Users With IDD

ABSTRACT Background Frailty is an established predictor of admission into long-term care (LTC) and mortality in the elderly population. Assessment of frailty among adults with […]

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Identifying High-Risk Medicare Advantage Enrollees

Early identification of high-risk members provides the opportunity to manage the complex needs of this population. After one month in the plan, more than 50% […]

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Case Mix Adjustment in Practice

In this webinar, builds upon the introduction to the concept of case mix in the previous webinar and will share how case mix adjustment can […]

Improving the quality of outpatient care for older patients with diabetes: lessons from a comparison of rural and urban communities

J Fam Pract 50:676-680. University of Washington, Department of Family Medicine, Seattle, WA, USA OBJECTIVE: Our goal was to compare the quality of diabetic care […]

Why do physicians vary so widely in their referral rates?

J Gen Intern Med 15:163-168. Department of Family Medicine, University of Rochester, Rochester, NY, USA OBJECTIVE: To determine which physician practice and psychological factors contribute […]

Assessing population health care need using a claims-based ACG morbidity measure: a validation analysis in the province of Manitoba

Health Serv Res 37:1345-1364. Centre for Health Services and Policy Research, University of British Columbia, Vancouver, BC, Canada OBJECTIVES: To assess the ability of an […]

Health care costs, utilization and patterns of care following Lyme disease

PLoS One 10:e0116767. Johns Hopkins Bloomberg University, Baltimore, MD, USA BACKGROUND: Lyme disease is the most frequently reported vector borne infection in the United States. […]

Palliative care and the aggressiveness of end-of-life care in patients with advanced pancreatic cancer

J Natl Cancer Inst 107:p11: kju424. University Health Network, Toronto, ON, Canada; Institute of Medical Sciences, Toronto, ON, Canada BACKGROUND: We examined the impact of […]

Predicting costs of care using a pharmacy-based measure risk adjustment in a veteran population

Med Care 41:753-760. VA Puget Sound Health Care System, Seattle, WA, USA BACKGROUND: Although most widely used risk adjustment systems use diagnosis data to classify […]

Process of care for Medicaid-enrolled children with asthma: served by community health centers and other providers

Med Care 40:303-314. Institute for Health Care Research and Policy, Georgetown Public Policy Institute, Georgetown University, Washington, DC, USA OBJECTIVE: To compare the process of […]

A population-based study evaluating family physicians’ HIV experience and care of people living with HIV in Ontario

Ann Fam Med 13:436-445. Bruyère Research Institute, Ottawa, ON, Canada; University of Ottawa, Ottawa, ON, Canada; Ottawa Hospital Research Institute, Ottawa, ON, Canada; Institute for […]

Sex disparities in post-acute myocardial infarction pharmacologic treatment initiation and adherence: problem for young women

Circ Cardiovasc Qual Outcomes 8:586-592. University of British Columbia, Vancouver, BC, Canada BACKGROUND: The prevalence of the use of secondary prevention cardiovascular medications is lower […]

Increased surgeon experience with rheumatoid arthritis reduces the risk of complications following total joint arthroplasty

Arthritis Rheumatol 66:488-496. University of Toronto and Women’s College Hospital, Toronto, ON, Canada OBJECTIVE: To determine the relationship between surgeon experience with, and complications following, […]

Prevalence, expenditures, and complications of multiple chronic conditions in the elderly

Arch Intern Med 162:2269-2276. Department of Health Policy and Management, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA BACKGROUND: The prevalence, health care […]

Ambulatory care groups: a categorization of diagnoses for research and management

Health Serv Res 26:53-74. Department of Health Policy and Management, Johns Hopkins School of Hygiene and Public Health, Baltimore, MD, USA This article describes a […]

Using the Johns Hopkins aggregated diagnosis groups (ADGs) to predict mortality in a general adult population cohort in Ontario, Canada

Med Care 49:932-939. Institute for Clinical Evaluative Sciences, Department of Health Management, Policy and Evaluation, University of Ottawa, Ottawa, ON, Canada BACKGROUND: Administrative healthcare databases […]

Preventable hospitalizations and socioeconomic status.

Health Aff 17:177-189. Wagner Graduate School, New York University, New York, NY, USA. “Preventable” hospitalizations have been proposed as indicators of poor health plan performance. […]

Applying diagnosis and pharmacy-based risk models to predict pharmacy use in Aragon, Spain: the impact of a local calibration

BMC Health Serv Res 10:22. Aragon Health Science Institute, Zaragoza, Spain BACKGROUND: In the financing of a national health system, where pharmaceutical spending is one […]

Ambulatory Care Groups and the profiling of primary care physician resource use: examining the application of case mix adjustments

J Ambul Care Manage 19:86-89. Center for Research in Ambulatory Health Care Administration, Englewood, CO, USA A variety of profiling models and tools is utilized […]

Ambulatory specialist use by nonhospitalized patients in us health plans: correlates and consequences

J Ambul Care Manage 32:216-225. Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA Approximately 7 of 10 (and 95% of the elderly) people […]

Impact of comorbidity on the individual’s choice of primary health care provider

Scand J Prim Health Care 29:104-109. Lund University, Department of Clinical Sciences in Malmö, General Practice/Family Medicine, Malmö, Sweden OBJECTIVE. This study examined whether age, […]

Comparing asthma care provided to Medicaid-enrolled children in a primary care case manager plan and a staff model HMO

Ambul Pediatr 3:253-262. Health Policy Institute, Georgetown University, Washington, DC, USA OBJECTIVE: To examine differences in selected processes of asthma care provided to Medicaid-enrolled children […]

Economic profiling of primary care physicians: consistency among risk-adjusted measures

Health Serv Res 39:985-1003. Health Management and Policy, University of Michigan, Ann Arbor, MI, USA OBJECTIVE: To investigate whether different risk-adjustment methodologies and economic profiling […]

Access intervention in an integrated, prepaid group practice: effects on primary care physician productivity

Health Serv Res 43:1888-1905. Department of Health Services, University of Washington, Seattle, WA, USA OBJECTIVE: To estimate the joint effect of a multifaceted access intervention […]

Risk classification of adult primary care patients by self-reported quality of life

Med Care 43:189-193. Department of Community and Family Medicine, Duke University Medical Center, Durham, NC, USA BACKGROUND: Although patient-reported health-related quality of life (HRQOL) is […]

Sleep complaints and their association with comorbidity and health-related quality of life in an older population in Sweden

Aging Ment Health 15:204-213. School of Health Science, Blekinge Institute of Technology, Karlskrona, Sweden OBJECTIVE: The relationship between sleep complaints, comorbidity and health-related quality of […]

Patients with atrial fibrillation and an alternative primary diagnosis in the emergency department: a description of their characteristics and outcomes

Acad Emerg Med 20:193-199. Institute for Clinical Evaluative Sciences, Toronto, ON, Canada OBJECTIVES: Atrial fibrillation is common in the emergency department (ED). Mortality rates at […]

Physical activity and influenza-coded outpatient visits, a population-based cohort study

PLoS One 7:e39518. Institute for Clinical Evaluative Sciences, Toronto, ON, Canada BACKGROUND: Although the benefits of physical activity in preventing chronic medical conditions are well […]

Risk adjustment of capitation payments to behavioral health care carve-outs: how well do existing methodologies account for psychiatric disability?

Health Care Manag Sci 3:159-169. Division of General Internal Medicine and Health Services Research, UCLA Department of Medicine, Los Angeles, CA, USA This study used […]

Pharmaceutical use among older adults: using administrative data to examine medication-related issues

Can J Aging 24 Suppl 1:81-95. Manitoba Centre for Health Policy, Department of Community Health Sciences, University of Manitoba, Winnipeg, MB, Canada Medication use is […]

The effects of complications and comorbidities on the quality of preventive diabetes care: a literature review

Popul Health Manag 11:217-218. Mathematica Policy Research, Washington, DC, USA Although concurrent conditions such as complications and comorbidities are common in people with diabetes, both […]

Cost of arterial hypertension according to levels of morbidity in primary care setting

Med Clin (Barc) 133:290-295. Published in Spanish. Dirección de Planificación, Badalona Serveis Assistencials SA, Badalona, Barcelona, España BACKGROUND AND OBJECTIVE: To determine the health care […]

Case study: the Minneapolis Buyers Health Care Action Group

Inquiry 35:171-177. Health Research Center, Institute for Research and Education, Health System Minnesota, Minneapolis, MN, USA Managed care plans are a type of health insurance. They […]

Physician and patient factors associated with follow up of high grade dysplasias of the cervix: a population-based study

Gynecol Oncol 120:63-67. Department of Obstetrics and Gynecology, Division of Gynecologic Oncology, University of Toronto, Toronto, ON, Canada OBJECTIVE: This population-based study characterizes available physician […]

Comparative ability of comorbidity classification methods for administrative data to predict outcomes in patients with chronic obstructive pulmonary disease

Ann Epidemiol 22:881-887. Institute for Clinical Evaluative Sciences, Toronto, ON, Canada PURPOSE: Administrative healthcare databases are used for health services research, comparative effectiveness studies, and […]

Review of methods used to measure comorbidity in cancer populations: no gold standard exists

J Clin Epidemiol 65:924-933. Cancer Control and Screening Research Group, Department of Public Health, University of Otago, Wellington South, New Zealand OBJECTIVE: This article reviews […]

Evaluating early repeat emergency department use in patients with atrial fibrillation: a population-based analysis

Am Heart J 165:939-948. Institute for Clinical Evaluative Sciences, Toronto, ON, Canada BACKGROUND: Emergency department (ED) use by patients with atrial fibrillation is high and […]

Primary care utilization and mental health diagnoses among adult patients requiring interpreters: a retrospective cohort study

J Gen Intern Med 28:386-391. Office of Women’s Health, Mayo Clinic, Rochester, MN, USA BACKGROUND: Patients requiring interpreters may utilize the health care system differently […]

Association between metformin therapy and mortality after breast cancer: a population-based study

Diabetes Care 36:3018-3026. Women’s College Research Institute, Women’s College Hospital, Toronto, ON, Canada OBJECTIVE: Metformin has been associated with a reduction in breast cancer risk […]

Primary care doctors’ opinion on a risk adjustment system: Adjusted Clinical Groups

Rev Peru Med Exp Salud Publica 30:345-347. Published in Spanish. Directorate of Planning, Badalona Serveis Assistencials SA, Badalona, Spain No abstract

Impact of rheumatoid arthritis on receiving a diagnosis of hypertension among patients with regular primary care

Arthritis Care Res Department of Medicine, Rheumatology Division, University of Wisconsin, Madison, WI, USA OBJECTIVE: Despite numerous studies reporting increased cardiovascular disease (CVD) in patients […]

Comorbidity of dementia: a cross-sectional study of primary care older patients

BMC Psychiatry 14:84. EpiChron Research Group on Chronic Diseases, Aragón Health Sciences Institute (IACS), University Hospital, Zaragoza, Spain BACKGROUND: The epidemiologic study of comorbidities of […]

The impact of morbidity trajectories on identifying high-cost cases: using Taiwan’s National Health Insurance as an example

J Public Health 36:300-307. Department of Health Policy & Management, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, USA. BACKGROUND: Incorporating longitudinal information […]

Exploring the Johns Hopkins Aggregated Diagnosis Groups in administrative data as a measure of child health

This study explored the utility of the Johns Hopkins Aggregated Diagnostic Groups (ADGs) as a noncategorical measure of child health in administrative health data. Canadian […]

The hassle of wellness: do peers and health status matter?

In: Population Association of America, eds. 2014 Annual Meeting, Population Association of America. Princeton, NJ, USA: Population Association of America. Cornell University, Ithaca, NY, USA […]

A data-driven approach towards patient identification for telehealth programs

2015 IEEE International Conference on Big Data :2551-2559. Robert Bosch (US), Palo Alto, CA, USA Telehealth provides an opportunity to reduce healthcare costs through remote […]

An actuarial perspective on healthcare expenditure in the last year of life

Washington, DC: International Congress of Actuaries. University of Cape Town, South Africa The aim of this paper is to highlight the key methodological considerations in […]

A hierarchical multivariate two-part model for profiling providers’ effects on health care changes

J Am Statistical Assoc 101:911-923. Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA Procedures for analyzing and comparing health care providers’ effects on […]

Risk adjustment in state Medicaid programs

Health Watch :14-17, 32-34. Denver, Colorado, office of Wakely Consulting Group This article discusses some of the most important considerations in implementing risk adjustment within […]

Health-based risk adjustment: application to premium development and profiling

In: Wrightson CW, eds. Financial strategy for managed care organizations: rate setting, risk adjustment, and competitive advantage. Ann Arbor, MI, USA: Health Administration Press:165-225. Health […]

Evaluation of casemix adjustment methods for the Massachusetts Division of Medical Assistance

Massachusetts Rate Setting Commission. Final report and recommendation. Boston, MA, USA: Massachusetts Rate Setting Commission. Massachusetts Rate Setting Commission, Boston, MA, USA We investigated methods […]

How well do models work? Predicting health care costs

In: American Statistical Association, eds. Proceedings of the Section on Statistics in Epidemiology. Alexandria, VA, USA: American Statistical Association:42-49. Department of General Internal Medicine, Boston […]

A risk stratification model for adult patients with obstructive sleep apnea: development and evaluation

Toronto, ON, Canada: Institute for Clinical Evaluative Sciences. Institute for Clinical Evaluative Sciences, Toronto, ON, Canada STUDY HYPOTHESES: We hypothesize that the apnea-hypopneas index (AHI), […]

Studying effects of primary care physicians and patients on the trade-off between charges for primary care and specialty care using a hierarchical multivariate two-part model

Department of Biostatistics Working Paper 51. Baltimore, MD, USA: Johns Hopkins University. Johns Hopkins University, Baltimore, MD, USA OBJECTIVE. To examine effects of primary care […]

An incentive mechanism for using risk adjuster to reimburse health care provider

York, UK: University of York. University of York, York, UK Health care providers are almost always universally reimbursed by third party purchasers. As a result, […]

Prompt reduction in use of medications for comorbid conditions after bariatric surgery

Rockville, MD, USA: Agency for Healthcare Research and Quality. Johns Hopkins University, Baltimore, MD, USA BACKGROUND. Bariatric surgery leads to weight loss, but it is […]

The dynamic effects of medical risk costs: evidence from quantile regression

Journal of Statistics and Management Systems 14:843-868. This paper adopted the quantile regression (QR) estimator to assess the effects of the medical utilization factors (changes […]