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Full-Text Articles in Pharmacy and Pharmaceutical Sciences

Real-World Dispensing Of Buprenorphine In California During Prepandemic And Pandemic Periods, Yun Wang, Alexandre Chan, Richard Beuttler, Marc L. Fleming, Todd Schneberk, Michael Nichol, Haibing Lu Jan 2024

Real-World Dispensing Of Buprenorphine In California During Prepandemic And Pandemic Periods, Yun Wang, Alexandre Chan, Richard Beuttler, Marc L. Fleming, Todd Schneberk, Michael Nichol, Haibing Lu

Pharmacy Faculty Articles and Research

Introduction: The opioid overdose crisis in the United States has become a significant national emergency. Buprenorphine, a primary medication for individuals coping with opioid use disorder (OUD), presents promising pharmacokinetic properties for use in primary care settings, and is often delivered as a take-home therapy. The COVID-19 pandemic exacerbated the scarcity of access to buprenorphine, leading to dire consequences for those with OUD. Most existing studies, primarily focused on the immediate aftermath of the COVID-19 outbreak, highlight the challenges in accessing medications for opioid use disorder (MOUDs), particularly buprenorphine. However, these studies only cover a relatively short timeframe. Methods: To …


Financial Hardship From Purchasing Prescription Drugs Among Older Adults In The United States Before, During, And After The Medicare Part D “Donut Hole”: Findings From 1998, 2001, 2015, And 2021, Anthony W. Olson, Jon C. Schommer, David A. Mott, Olajide Adekunle, Lawrence M. Brown May 2022

Financial Hardship From Purchasing Prescription Drugs Among Older Adults In The United States Before, During, And After The Medicare Part D “Donut Hole”: Findings From 1998, 2001, 2015, And 2021, Anthony W. Olson, Jon C. Schommer, David A. Mott, Olajide Adekunle, Lawrence M. Brown

Pharmacy Faculty Articles and Research

BACKGROUND: Cost-related nonadherence compromises successful and effective management of chronic disease. The Medicare Modernization Act of 2003 (MMA) and Patient Protection and Affordable Care Act of 2010 (ACA) aimed to increase the affordability of outpatient prescription drugs for older adults (older than age 64 years). The Medicare Part D prescription drug insurance coverage gap (“donut hole”) created by the MMA was fully closed in 2020 by the ACA.

OBJECTIVES: To (1) describe prescription drug coverage and financial hardship from purchasing prescription drugs among older American adults for 2021, (2) compare these results with findings from data collected before the MMA …


Artificial Intelligence–Powered Smartphone App To Facilitate Medication Adherence: Protocol For A Human Factors Design Study, Don Roosan, Jay Chok, Mazharul Karim, Anandi V. Law, Andrius Baskys, Angela Hwang, Moom Roosan Sep 2020

Artificial Intelligence–Powered Smartphone App To Facilitate Medication Adherence: Protocol For A Human Factors Design Study, Don Roosan, Jay Chok, Mazharul Karim, Anandi V. Law, Andrius Baskys, Angela Hwang, Moom Roosan

Pharmacy Faculty Articles and Research

Background: Medication Guides consisting of crucial interactions and side effects are extensive and complex. Due to the exhaustive information, patients do not retain the necessary medication information, which can result in hospitalizations and medication nonadherence. A gap exists in understanding patients’ cognition of managing complex medication information. However, advancements in technology and artificial intelligence (AI) allow us to understand patient cognitive processes to design an app to better provide important medication information to patients.

Objective: Our objective is to improve the design of an innovative AI- and human factor–based interface that supports patients’ medication information comprehension that could potentially …


Nih Funding For Research Underlying New Cancer Therapies, Ekaterina Galkina Cleary, Fred D. Ledley Jun 2020

Nih Funding For Research Underlying New Cancer Therapies, Ekaterina Galkina Cleary, Fred D. Ledley

Natural & Applied Sciences Faculty Publications

Contemporary discovery and development of cancer drugs are based on the model that investments in basic biomedical science will provide insights that can be translated into new cures. In the USA, basic research is primarily funded by the National Institutes of Health (NIH),1 which allocates half of its research budget to basic science,2 with smaller amounts contributed by philanthropy, academics, or industry.1 Basic science is formally defined as the “systematic study directed toward fuller knowledge or understanding of the fundamental aspects of phenomena and observable facts without specific application towards processes or products in mind”.3 However, science is often useinspired,4 …


Using Community Pharmacy Immunization Screening Forms To Identify Potential Immunization Opportunities, Albert T. Bach, Jeffery A. Goad Nov 2019

Using Community Pharmacy Immunization Screening Forms To Identify Potential Immunization Opportunities, Albert T. Bach, Jeffery A. Goad

Pharmacy Faculty Articles and Research

Immunization screening forms are completed for each patient that is to be vaccinated in the pharmacy. Screening forms contain demographic and health questions, which are used to determine if a patient is contraindicated to receive a vaccine. The objective is to determine if patient responses to questions on these forms can be used to identify potential vaccine indications. De-identified data was retrospectively collected from 11 community pharmacies in California and Michigan that included basic demographics, answers to immunization screening questions, and vaccine(s) administered during that visit. The Advisory Committee on Immunization Practices (ACIP) recommendations were used to forecast vaccine needs …


Exploring The Relationship Of Digital Information Sources And Medication Adherence, Cody Arbuckle, Daniel Tomaszewski, Lawrence Brown, Jon C. Schommer, Donald Morisky, Chelsea Parlett-Pelleriti, Erik J. Linstead Apr 2019

Exploring The Relationship Of Digital Information Sources And Medication Adherence, Cody Arbuckle, Daniel Tomaszewski, Lawrence Brown, Jon C. Schommer, Donald Morisky, Chelsea Parlett-Pelleriti, Erik J. Linstead

Pharmacy Faculty Articles and Research

We present a retrospective analysis of data collected in the United States from the 2015 National Consumer Survey on the Medication Experience and Pharmacists’ Role in order to model the relationship between health information sources and medication adherence and perception. Our results indicate that while the digital age has presented prescription users with many non-traditional alternatives for health information, the use of digital content has a significant negative correlation with pharmaceutical adherence and attitudes toward medication. These findings along with previous research suggest that in order to fully realize the potential benefits of the digital age in regards to patient …


Changes In The Utilization Of Osteoporosis Drugs After The 2010 Fda Bisphosphonate Drug Safety Communication, Bander Balkhi, Enrique Seoane-Vazquez, Rosa Rodriguez-Monguio Dec 2017

Changes In The Utilization Of Osteoporosis Drugs After The 2010 Fda Bisphosphonate Drug Safety Communication, Bander Balkhi, Enrique Seoane-Vazquez, Rosa Rodriguez-Monguio

Pharmacy Faculty Articles and Research

Introduction

In October 2010, the US Food and Drug Administration (FDA) issued a safety communication regarding the risks of atypical fractures of the femur, with bisphosphonates drugs. This study evaluated the impact of the bisphosphonates FDA safety communication on the utilization of osteoporosis medications in Medicaid programs.

Methods

Osteoporosis drugs utilization data from the July 2006 to June 2014 were extracted from the national Summary Files from the Medicaid State Drug Utilization Data maintained by the Centers for Medicare & Medicaid Services (CMS). We performed an interrupted time series analyses to evaluate trends in utilization of osteoporosis drugs before and …


Managing The Cost Of Diabetes, Laressa Bethishou Oct 2017

Managing The Cost Of Diabetes, Laressa Bethishou

Pharmacy Faculty Articles and Research

"This is of concern to health care providers because inadequate management of diabetes results in short- and long-term complications. Patients with diabetes and no health insurance have fewer physician visits and are prescribed fewer medications for management of their diabetes. Patients with diabetes make up 11.9% of all emergency department visits in the United States.Hispanic and non-Hispanic blacks are at greater risk for developing diabetes and serious associated health complications, including chronic kidney disease. This may be attributed to a combination of genetics, diet, and exercise. However, access to health care resources may also play an important role."


Heroin Use Onset Among Nonmedical Prescription Opioid Users In The Club Scene, Hilary L. Surratt, Steven P. Kurtz, Mance Buttram, Maria A. Levi-Minzi, Maria E. Pagano, Theodore J. Cicero Oct 2017

Heroin Use Onset Among Nonmedical Prescription Opioid Users In The Club Scene, Hilary L. Surratt, Steven P. Kurtz, Mance Buttram, Maria A. Levi-Minzi, Maria E. Pagano, Theodore J. Cicero

Center for Health Services Research Faculty Publications

Background—Nonmedical prescription opioid use (NMPOU) is well documented among participants in the club scene, yet prior studies have not examined transition to heroin use. We prospectively examined heroin initiation among a sample of young adults with drug involvement associated with participation in the club scene, to understand factors that influence transition from NMPOU to heroin and to identify opportunities for intervention.

Methods—Data were drawn from a randomized trial that enrolled 750 Miami-based club and prescription drug users through respondent driven sampling, and tested the efficacy of assessment interventions in reducing risk. Participants reported current substance use at baseline, …


Prevalence And Predictors Of Herbal Medicine Use Among Adults In The United States, Mohamed Rashrash, Jon C. Schommer, Lawrence M. Brown Jun 2017

Prevalence And Predictors Of Herbal Medicine Use Among Adults In The United States, Mohamed Rashrash, Jon C. Schommer, Lawrence M. Brown

Pharmacy Faculty Articles and Research

Objective: To describe the prevalence of herbal medicine use among US adults and to assess factors associated with and predictors of herbal use. Design: The data for herbal products use were collected from the 2015 National Consumer Survey on the Medication Experience and Pharmacists’ Roles. Chi-square test was used to analyz factors associated with herbal use, and predictors of herbal use were assessed with logistic regression analysis. Results: Factors associated with herbal supplement use include age older than 70, having a higher than high school education, using prescription medications or over-thecounter (OTC) medications, and using a mail-order …


Utilizing Three Years Of Epidemiological Data From Medical Missions In Cambodia To Shape The Mobile Medical Clinic Formulary, Jeany Kim Jun, Junia S. Koo, Amy Y. Kang, Deborah B. Chien, Albert Shim, Dale Knutson, Eda M. Kim Mar 2017

Utilizing Three Years Of Epidemiological Data From Medical Missions In Cambodia To Shape The Mobile Medical Clinic Formulary, Jeany Kim Jun, Junia S. Koo, Amy Y. Kang, Deborah B. Chien, Albert Shim, Dale Knutson, Eda M. Kim

Pharmacy Faculty Articles and Research

Objective: The purpose of this project was to gather epidemiological data on common diseases and medications dispensed during medical mission teams to Cambodia to shape the mobile medical clinic formulary.

Methods: Data for patients seen during week-long, mobile, medical clinics was collected in Cambodia during Septembers 2012 to 2014. Patient’s gender, age, weight, blood pressure, glucose, pertinent laboratory values, diagnoses, and medications dispensed were collected. Blood pressure and glucose were measured in patients 18 years and above. Data collected onto paper intake forms were transferred onto spreadsheets without patient identifying information and analyzed for aggregate means, common diseases, and most …


Calcium Phosphate As A Key Material For Socially Responsible Tissue Engineering, Vuk Uskoković, Victoria M. Wu Jun 2016

Calcium Phosphate As A Key Material For Socially Responsible Tissue Engineering, Vuk Uskoković, Victoria M. Wu

Pharmacy Faculty Articles and Research

Socially responsible technologies are designed while taking into consideration the socioeconomic, geopolitical and environmental limitations of regions in which they will be implemented. In the medical context, this involves making therapeutic platforms more accessible and affordable to patients in poor regions of the world wherein a given disease is endemic. This often necessitates going against the reigning trend of making therapeutic nanoparticles ever more structurally complex and expensive. However, studies aimed at simplifying materials and formulations while maintaining the functionality and therapeutic response of their more complex counterparts seldom provoke a significant interest in the scientific community. In this review …


Wake Me When It's Over- Bacterial Toxin-Antitoxin Proteins And Induced Dormancy, Nathan P. Coussens, Dayle A. Daines Jan 2016

Wake Me When It's Over- Bacterial Toxin-Antitoxin Proteins And Induced Dormancy, Nathan P. Coussens, Dayle A. Daines

Biological Sciences Faculty Publications

Toxin-antitoxin systems are encoded by bacteria and archaea to enable an immediate response to environmental stresses, including antibiotics and the host immune response. During normal conditions, the antitoxin components prevent toxins from interfering with metabolism and arresting growth; however, toxin activation enables microbes to remain dormant through unfavorable conditions that might continue over millions of years. Intense investigations have revealed a multitude of mechanisms for both regulation and activation of toxin-antitoxin systems, which are abundant in pathogenic microorganisms. This minireview provides an overview of the current knowledge regarding type II toxin-antitoxin systems along with their clinical and environmental implications.


Development Of The Adherence Predictive Index (Api) For Medication Taking, Jon C. Schommer, Paul D. Tieger, Anthony W. Olson, Lawrence M. Brown, Daniel M. Tomaszewski Jan 2016

Development Of The Adherence Predictive Index (Api) For Medication Taking, Jon C. Schommer, Paul D. Tieger, Anthony W. Olson, Lawrence M. Brown, Daniel M. Tomaszewski

Pharmacy Faculty Articles and Research

The objective for this study was to explore if characteristics of personality type using the Preferred Communication Style Questionnaire, in concert with the demographic characteristics of age, education, and race/ethnicity, are associated with, and help predict, individuals’ medication adherence behavior.

Data were collected via an on-line survey, sent to a sample of adults residing in the United States, between April 28 and June 22, 2015. Out of 26,173 responses to the survey, 16,736 reported taking one or more medications and were eligible for inclusion in this study.

The development of the Adherence Predictive Index (API) used mean Morisky Medication Adherence …


Research Proposal: Emrs Changing Patient Medication Errors, Kerry Moore Jul 2015

Research Proposal: Emrs Changing Patient Medication Errors, Kerry Moore

Applied Research Projects

In 2009 the federal government initiated the American Recovery and Reinvestment Act (ARRA) in efforts to improve timely and quality health care. This new initiative promised to provide great incentives to health care providers who took advantage of the program by implementing electronic medical records (EMRs) within their facilities, clinics, and practices. Coupled with tight deadlines and the incentive of reimbursement, the health care world has been witness to an influx of EMRs being developed by vendors and implemented at health care facilities. The rate at which these EMRs have been implemented has been astounding. So fast, the health care …


Bridging The Location Gap: Physician Perspectives Of Physician-Pharmacist Collaboration In Patient Care (Bridge Phase Ii), Keri D. Hager, Donald Uden, Daniel M. Tomaszewski May 2015

Bridging The Location Gap: Physician Perspectives Of Physician-Pharmacist Collaboration In Patient Care (Bridge Phase Ii), Keri D. Hager, Donald Uden, Daniel M. Tomaszewski

Pharmacy Faculty Articles and Research

Background: To optimize patient outcomes, the patient-centred medical home model emphasizes comprehensive team-based care. Pharmacists are qualified to enhance appropriate medication use and help improve patient outcomes through provision of medication therapy management (MTM) services. To optimally provide MTM, pharmacists must effectively collaborate with physicians. This study explored factors that influence pharmacist-physician collaboration.

Methods and Findings: A convenience sample of five physicians participated in semi-structured interviews and the resulting data were analyzed using qualitative methods. Transcripts of the interviews were independently coded for themes by two researchers. Five themes emerged: trustworthiness, role specification, relationship initiation, effects on practice, …


Integration Of Rural Community Pharmacies Into A Rural Family Medicine Practice-Based Research Network: A Descriptive Analysis, Nicholas E. Hagemeier, Sarah Blevins, Kyle Hagen, Emily Sorah, Richa Shah, Kelly Ferris Jan 2015

Integration Of Rural Community Pharmacies Into A Rural Family Medicine Practice-Based Research Network: A Descriptive Analysis, Nicholas E. Hagemeier, Sarah Blevins, Kyle Hagen, Emily Sorah, Richa Shah, Kelly Ferris

ETSU Faculty Works

Purpose: Practice-based research networks (PBRN) seek to shorten the gap between research and application in primary patient care settings. Inclusion of community pharmacies in primary care PBRNs is relatively unexplored. Such a PBRN model could improve care coordination and community-based research, especially in rural and underserved areas. The objectives of this study were to: 1) evaluate rural Appalachian community pharmacy key informants’ perceptions of PBRNs and practice-based research; 2) explore key informants’ perceptions of perceived applicability of practice-based research domains; and 3) explore pharmacy key informant interest in PBRN participation.

Methods: The sample consisted of community pharmacies within city limits …


Local Tobacco Control: Application Of The Essential Public Health Services Model In A County Health Department’S Efforts To Put It Out Rockland, Lisa D. Lieberman, Una Diffley, Sandy King, Shelley Chanler, Maryanne Ferrera, Oscar Alleyne, Joan Facelle Nov 2013

Local Tobacco Control: Application Of The Essential Public Health Services Model In A County Health Department’S Efforts To Put It Out Rockland, Lisa D. Lieberman, Una Diffley, Sandy King, Shelley Chanler, Maryanne Ferrera, Oscar Alleyne, Joan Facelle

Department of Public Health Scholarship and Creative Works

In 2000, Rockland County, a small suburban county north of New York City, dedicated $1 million of its Master Settlement Agreement funds to a comprehensive tobacco control program, Put It Out Rockland. Developed and implemented by the county health department, this program used an essential public health services model and an ongoing financial investment, within the context of strong statewide tobacco control efforts, to lower adult smoking rates to 9.7% and to reduce both smoking among youths and exposure to secondhand smoke over the ensuing decade. By combining state funds and local dollars for a total of $6.75 cost per …


Access To Essential Medicines In Pakistan: Policy And Health Systems Research Concerns., Shehla Zaidi, Maryam Bigdeli, Noureen Aleem, Arash Rashidian May 2013

Access To Essential Medicines In Pakistan: Policy And Health Systems Research Concerns., Shehla Zaidi, Maryam Bigdeli, Noureen Aleem, Arash Rashidian

Community Health Sciences

NTRODUCTION:

Inadequate access to essential medicines is a common issue within developing countries. Policy response is constrained, amongst other factors, by a dearth of in-depth country level evidence. We share here i) gaps related to access to essential medicine in Pakistan; and ii) prioritization of emerging policy and research concerns.

METHODS:

An exploratory research was carried out using a health systems perspective and applying the WHO Framework for Equitable Access to Essential Medicine. Methods involved key informant interviews with policy makers, providers, industry, NGOs, experts and development partners, review of published and grey literature, and consultative prioritization in stakeholder's Roundtable. …


Impact Of The Tohoku Earthquake And Tsunami On Pneumonia Hospitalisations And Mortality Among Adults In Northern Miyagi, Japan: A Multicentre Observational Study, Hisayoshi Daito, Motoi Suzuki, Jun Shiihara, Paul E. Kilgore, Hitoshi Ohtomo, Konosuke Morimoto, Masayuki Ishida, Taro Kamigaki, Hitoshi Oshitani, Masahiro Hashizume, Wataru Endo, Koichi Hagiwara, Koya Ariyoshi, Shoji Okinaga Feb 2013

Impact Of The Tohoku Earthquake And Tsunami On Pneumonia Hospitalisations And Mortality Among Adults In Northern Miyagi, Japan: A Multicentre Observational Study, Hisayoshi Daito, Motoi Suzuki, Jun Shiihara, Paul E. Kilgore, Hitoshi Ohtomo, Konosuke Morimoto, Masayuki Ishida, Taro Kamigaki, Hitoshi Oshitani, Masahiro Hashizume, Wataru Endo, Koichi Hagiwara, Koya Ariyoshi, Shoji Okinaga

Department of Pharmacy Practice

Background On 11 March 2011, the Tohoku earthquake and tsunami struck off the coast of northeastern Japan. Within 3 weeks, an increased number of pneumonia admissions and deaths occurred in local hospitals.

Methods A multicentre survey was conducted at three hospitals in Kesennuma City (population 74000), northern Miyagi Prefecture. All adults aged ≥18 years hospitalised between March 2010 and June 2011 with community-acquired pneumonia were identified using hospital databases and medical records. Segmented regression analyses were used to quantify changes in the incidence of pneumonia.

Results A total of 550 pneumonia hospitalisations were identified, including 325 during the pre-disaster period …


Developing Community Based Rehabilitation For Cancer Survivors: Organizing For Coordination And Coherence In Practice, Karen La Cour, Malcolm P. Cutchin Jan 2013

Developing Community Based Rehabilitation For Cancer Survivors: Organizing For Coordination And Coherence In Practice, Karen La Cour, Malcolm P. Cutchin

Wayne State University Associated BioMed Central Scholarship

Abstract

Background

Increasing incidences of cancer combined with prolonged survival have raised the need for developing community based rehabilitation. The objectives of the analysis were to describe and interpret the key issues related to coordination and coherence of community-based cancer rehabilitation in Denmark and to provide insights relevant for other contexts.

Methods

Twenty-seven rehabilitation managers across 15 municipalities in Denmark comprised the sample. The study was designed with a combination of data collection methods including questionnaires, individual interviews, and focus groups. A Grounded Theory approach was used to analyze the data.

Results

A lack of shared cultures among health care …


Nonclinical Development Needs And Regulatory Requirements For Multipurpose Prevention Technologies: A Primer, Joseph W. Romano, Martha Brady, Judy Manning Jan 2012

Nonclinical Development Needs And Regulatory Requirements For Multipurpose Prevention Technologies: A Primer, Joseph W. Romano, Martha Brady, Judy Manning

HIV and AIDS

This summary outlines key development elements that will be necessary for various configurations of multipurpose prevention products for the simultaneous prevention of HIV, sexually transmitted infections, and/or pregnancy.


Shaping The Operations Research Agenda For Antiretroviral-Based Prevention Products For Women: Gels And Rings, Martha Brady, C. Elizabeth Mcgrory Jan 2012

Shaping The Operations Research Agenda For Antiretroviral-Based Prevention Products For Women: Gels And Rings, Martha Brady, C. Elizabeth Mcgrory

HIV and AIDS

This report summarizes discussions from a two-day international experts consultation meeting in 2012 on preparing for the successful introduction of women-centered antiretroviral-based HIV prevention methods. It examines the limits and expectations of operations research in antiretroviral health technologies.


Access To Essential Medicines: In Pakistan Identifying Policy Research And Concerns, Shehla Zaidi, Noureen Nishtar Aug 2011

Access To Essential Medicines: In Pakistan Identifying Policy Research And Concerns, Shehla Zaidi, Noureen Nishtar

Community Health Sciences

The fundamental importance of ensuring access to medicines, particularly for the poor, is reflected in MDG 8 however remains poor in many low and middle income countries (LMICs). Country specific evidence on access to medicines is weak in LMICs and research has rarely been from an integrated health systems perspective. This study used an evidence based approach to identify key priority concerns and emerging research questions related to access to medicines in Pakistan. WHO’s Access to Medicine Framework was used as the conceptual basis for data collection on rational usage, affordability, financing and health systems. Methods involved a systematic desk …


Facilitating Regulatory Approval Of Multipurpose Prevention Technologies For Sexual And Reproductive Health, Martha Brady Jan 2011

Facilitating Regulatory Approval Of Multipurpose Prevention Technologies For Sexual And Reproductive Health, Martha Brady

HIV and AIDS

This brief describes multipurpose prevention technologies (MPTs) that address women's sexual and reproductive health (SRH) needs, and how to go about facilitating regulatory approval of this technology. It outlines a strategic framework to examine current regulatory guidance, as well a product development pathway to bring MPTs to market.


Constructing A Critical Path For Product Development, Commercialization, And Access, Martha Brady Jan 2011

Constructing A Critical Path For Product Development, Commercialization, And Access, Martha Brady

HIV and AIDS

This brief discusses the Council's health technologies development and the product development path from conceptualization to market. It defines the steps in the Critical Path Framework, and examines activities at the preclinical and clinical stage.


Enhancement Of Claims Data To Improve Risk Adjustment Of Hospital Mortality, Michael Pine, Harmon S. Jordan, Anne Elixhauser, Donald E. Fry, David C. Hoaglin, Barbara Jones, Roger Meimban, David Warner, Junius Gonzales Jan 2007

Enhancement Of Claims Data To Improve Risk Adjustment Of Hospital Mortality, Michael Pine, Harmon S. Jordan, Anne Elixhauser, Donald E. Fry, David C. Hoaglin, Barbara Jones, Roger Meimban, David Warner, Junius Gonzales

Publications from Provost Junius J. Gonzales

Context Comparisons of risk-adjusted hospital performance often are important components of public reports, pay-for-performance programs, and quality improvement initiatives. Risk-adjustment equations used in these analyses must contain sufficient clinical detail to ensure accurate measurements of hospital quality.

Objective To assess the effect on risk-adjusted hospital mortality rates of adding present on admission codes and numerical laboratory data to administrative claims data.

Design, Setting, and Patients Comparison of risk-adjustment equations for inpatient mortality from July 2000 through June 2003 derived by sequentially adding increasingly difficult-to-obtain clinical data to an administrative database of 188 Pennsylvania hospitals. Patients were hospitalized for acute myocardial …