Prediction modeling using EHR data: challenges, strategies, and a comparison of machine learning approaches.

abstract：:The acceptability of satisfaction as a quality indicator is qualified by several well known measurement problems. This study examines the variability in satisfaction evaluations related to different measurement methods and the effect of response biases on reported satisfaction. Satisfaction evaluations using seven dif...

journal_title：Medical care

authors： Ross CK,Steward CA,Sinacore JM

更新日期：1995-04-01 00:00:00

abstract：BACKGROUND:Many national surveys have found substantial differences in self-reported overall health between Spanish-speaking Hispanics and other racial/ethnic groups. However, because cultural and language differences may create measurement bias, it is unclear whether observed differences in self-reported overall healt...

journal_title：Medical care

authors： Sudano JJ,Perzynski A,Love TE,Lewis SA,Murray PM,Huber GM,Ruo B,Baker DW

更新日期：2011-05-01 00:00:00

abstract：BACKGROUND:Acute health shocks can reduce the ability to work and earn among working-age survivors. The full economic impact includes labor market effects on spouses/partners, but there is a knowledge gap in this area. OBJECTIVES:The objective of this study was to assess how 3 common health shocks, acute myocardial in...

journal_title：Medical care

authors： Jeon SH,Stepner M,Rotermann M,Fransoo R,Sanmartin C,Scales DC,Wunsch H,Iwashyna TJ,Garland A

更新日期：2020-02-01 00:00:00

abstract：:Past research in continuity of medical care has generally examined its determinants or its consequences. A model is proposed which combines these lines of research and incorporates a continuity measure as a process and specifying variable. The validity of this model is tested with a set of data consisting of 1,410 per...

journal_title：Medical care

authors： Hennelly VD,Boxerman SB

更新日期：1979-10-01 00:00:00

abstract：:Utilizing national data on patient care provided by family practitioners, general internists, and subspecialists in internal medicine, this study examines the complexity of care provided by generalist physicians versus subspecialty physicians on a disease-specific basis. Limiting the analysis to "principal care" provi...

journal_title：Medical care

authors： Mendenhall RC,Moynihan CJ,Radecki SE

更新日期：1984-11-01 00:00:00

abstract：BACKGROUND:Relative to traditional fee-for-service Medicare, managed care plans caring for Medicare beneficiaries may be better positioned to promote recommended services and discourage burdensome procedures with little clinical value at the end of life. OBJECTIVE:To compare end-of-life service use for enrollees in Me...

journal_title：Medical care

authors： Stevenson DG,Ayanian JZ,Zaslavsky AM,Newhouse JP,Landon BE

更新日期：2013-10-01 00:00:00

abstract：BACKGROUND/OBJECTIVES:The importance of teams for improving quality of care has received increased attention. We examine both the correlates of self-assessed or perceived team effectiveness and its consequences for actually making changes to improve care for people with chronic illness. STUDY SETTING AND METHODS: Data ...

journal_title：Medical care

authors： Shortell SM,Marsteller JA,Lin M,Pearson ML,Wu SY,Mendel P,Cretin S,Rosen M

更新日期：2004-11-01 00:00:00

abstract：:During the past five years, contract management of nonprofit hospitals by for-profit corporations has increased markedly. However, while a number of studies have been conducted on investor-owned hospitals and proprietary hospital systems, contract-managed hospitals have not been evaluated systematically. This paper re...

journal_title：Medical care

authors： Biggs EL,Kralewski JE,Brown GD

更新日期：1980-06-01 00:00:00

abstract：OBJECTIVES:The present study evaluated alternative patient classification systems for skilled nursing facility and rehabilitation facility patients. METHODS:Medicare patients were selected from a random sample of 27 rehabilitation facilities and 65 skilled nursing facilities participating in a national longitudinal st...

journal_title：Medical care

authors： Eilertsen TB,Kramer AM,Schlenker RE,Hrincevich CA

更新日期：1998-05-01 00:00:00

abstract：BACKGROUND:Loving-kindness meditation (LKM) is a practice intended to enhance feelings of kindness and compassion for self and others. OBJECTIVES:To assess whether participation in a 12-week course of LKM for veterans with posttraumatic stress disorder (PTSD) is associated with improved positive emotions, decentering,...

journal_title：Medical care

authors： Kearney DJ,McManus C,Malte CA,Martinez ME,Felleman B,Simpson TL

更新日期：2014-12-01 00:00:00

abstract：:To study associations between payer and provision of services for patients hospitalized for coronary atherosclerosis, the authors analyzed abstracts of 24,424 discharges from California acute care hospitals during 1989. Services examined included receipt of coronary artery bypass surgery, percutaneous transluminal cor...

journal_title：Medical care

authors： Kuykendall DH,Johnson ML,Geraci JM

更新日期：1995-07-01 00:00:00

abstract：BACKGROUND AND OBJECTIVE:Hospital-acquired catheter-associated urinary tract infection (CAUTI) is one of the first 6 conditions Medicare is targeting to reduce payment associated with hospital-acquired conditions under Congressional mandate. This study was to determine the positive predictive value (PPV) and sensitivit...

journal_title：Medical care

authors： Zhan C,Elixhauser A,Richards CL Jr,Wang Y,Baine WB,Pineau M,Verzier N,Kliman R,Hunt D

更新日期：2009-03-01 00:00:00

abstract：:It has been suggested that the efficiency of claim-based utilization review systems could be improved by focusing on providers with very high utilization rates. This strategy assumes that 1) high utilizers are more likely to be overutilizers, 2) labeling claims (e.g., "high utilizer") do not bias the review, and 3) th...

journal_title：Medical care

authors： Bailit HL,Balzer JA,Clive J

更新日期：1983-05-01 00:00:00

abstract：:The present research was designed to identify psychosocial correlates of adherence among patients receiving hemodialysis at two outpatient clinics. The 116 participants were interviewed concerning their knowledge of treatment, health beliefs, treatment history, social support, personal characteristics, and adherence t...

journal_title：Medical care

authors： Cummings KM,Becker MH,Kirscht JP,Levin NW

更新日期：1982-06-01 00:00:00

abstract：BACKGROUND:Accurate estimation of medical care costs raises a host of issues, both practical and methodological. OBJECTIVES:This article reviews methods for estimating the long-term medical care costs associated with a cancer diagnosis. METHODS:The authors consider data from administrative claims databases and descri...

journal_title：Medical care

authors： Etzioni R,Riley GF,Ramsey SD,Brown M

更新日期：2002-06-01 00:00:00

abstract：BACKGROUND:Safety-net and teaching hospitals are somewhat more likely to be penalized for excess readmissions, but the association of other hospital characteristics with readmission rates is uncertain and may have relevance for hospital-centered interventions. OBJECTIVE:To examine the independent association of 8 hosp...

journal_title：Medical care

authors： Horwitz LI,Bernheim SM,Ross JS,Herrin J,Grady JN,Krumholz HM,Drye EE,Lin Z

更新日期：2017-05-01 00:00:00

abstract：BACKGROUND:Medicare and private plans are encouraging individuals to seek care at hospitals that are designated as centers of excellence. Few evaluations of such programs have been conducted. This study examines a large national initiative that designated hospitals as centers of excellence for knee and hip replacement....

journal_title：Medical care

authors： Mehrotra A,Sloss EM,Hussey PS,Adams JL,Lovejoy S,Soohoo NF

更新日期：2013-01-01 00:00:00

abstract：BACKGROUND:Hospital administrative health data create separate records for each hospital stay of patients. Treating a hospital transfer as a readmission could lead to biased results in health service research. METHODS:This is a cross-sectional study. We used the hospital discharge abstract database in 2013 from Albert...

journal_title：Medical care

authors： Peng M,Li B,Southern DA,Eastwood CA,Quan H

更新日期：2017-01-01 00:00:00

abstract：BACKGROUND:Many of the large ongoing national surveys of the US population contain a question that asks for the respondent's self-reported health status: "excellent," "very good," "good," "fair," or "poor." These surveys could be used to conduct cost-utility analyses of health care policies, treatments or other interve...

journal_title：Medical care

authors： Nyman JA,Barleen NA,Dowd BE,Russell DW,Coons SJ,Sullivan PW

更新日期：2007-07-01 00:00:00

abstract：:Although self-care is emerging as a growing movement wherein lay persons are assuming more responsibility for prvention, detection and treatment of health problems, we have almost no basic descriptive studies of attitudes toward self-care of professionals and consumers. The present study explored the reliability and v...

journal_title：Medical care

authors： Green KE,Moore SH

更新日期：1980-08-01 00:00:00

abstract：:In comparison to the living conditions that existed before 1949, the People's Republic of China (PRC) represents a remarkable story of achievement. Western knowledge about the PRC has recently increased by leaps and bounds as detente with the United States has allowed many Americans to witness the "awakening of the dr...

journal_title：Medical care

authors： Louie R

更新日期：1978-07-01 00:00:00

abstract：BACKGROUND:Patients have longer lengths of hospital stay (LOS) in VA medical centers than in the general health care system. OBJECTIVE:The objective of this study was to determine whether resource use and outcome differences between VA and non-VA inpatient rehabilitation facilities remain after controlling for patient...

journal_title：Medical care

authors： Stineman MG,Ross RN,Hamilton BB,Maislin G,Bates B,Granger CV,Asch DA

更新日期：2001-02-01 00:00:00

abstract：:Seven general surgeons in a prepaid group practice previously shown to have a mean operative work load of 9.2 hernia equivalents (HE) per week were found to have a standardized mean daytime working week of 56.2 hours, exclusive of evening activities of which 50.7 hours were devoted to professional activities. The surg...

journal_title：Medical care

authors： Watkins RN,Hughes EF,Lewit EM

更新日期：1976-10-01 00:00:00

abstract：:A process was developed to encourage individuals to take more responsibility for their health by using a client-held health record. The motivation for the record, called a Personal Life Health Plan (PLHP), stems from the fact that the majority of ills which afflict an individual can be abated by behavior changes. The ...

journal_title：Medical care

authors： Giglio R,Spears B,Rumpf D,Eddy N

更新日期：1978-09-01 00:00:00

abstract：:A population-based approach was used to analyze the utilization patterns of hospital care by Manitoba residents during the fiscal year 1991/1992. Patterns were analyzed for eight administrative regions, with use assigned to the patient's region of residence, regardless of the location of the hospitalization. Regional ...

journal_title：Medical care

authors： Black CD,Roos NP,Burchill CA

更新日期：1995-12-01 00:00:00

abstract：OBJECTIVES:This study investigates the use of data from automated systems within a large managed care plan to create indicators of clinical quality. METHODS:Measures from the first year of Health Plan Employer Data and Information Set, HEDIS 2.0, are used to compare chart review and automated analysis methodologies. T...

journal_title：Medical care

authors： Dresser MV,Feingold L,Rosenkranz SL,Coltin KL

更新日期：1997-06-01 00:00:00

abstract：:Data from the 1980 to 1981 National Health Interview Survey on morbidity, principally bed-disability days, was age standardized and indexed by region of the United States and metropolitan and nonmetropolitan residence within region. There were substantial differences in both age-specific and age-adjusted morbidity by ...

journal_title：Medical care

authors： Blumberg MS

更新日期：1987-04-01 00:00:00

abstract：:In 1977, the American Heart Association recommended that patients with mitral valve prolapse (MVP) and mitral insufficiency receive antibiotic prophylaxis prior to procedures that place them at risk for bacterial endocarditis. To study how clinicians conformed to this recommendation, the authors selected 126 patients ...

journal_title：Medical care

authors： Retchin SM,Fletcher RH,Buescher PC,Waugh RA,Battaglini SW

更新日期：1985-10-01 00:00:00

abstract：:Mental health services were included in comprehensive benefits available with no out-of-pocket expenses to enrollees in the Seattle Prepaid Health Care Project. This study was designed to examine the characteristics of users as compared to nonusers of mental health services and to examine the possibility of lower use ...

journal_title：Medical care

authors： Diehr P,Williams SJ,Shortell SM,Richardson WC,Drucker WL

更新日期：1979-09-01 00:00:00

abstract：:This article describes the statistical methods and strategies to be used in establishing the linkages between processes and structures of care with risk-adjusted outcomes in a large multicenter Veterans Affairs cooperative study in health services of patients undergoing cardiac surgery. The statistical analyses consis...

journal_title：Medical care

authors： Marshall G,Henderson WG,Moritz TE,Shroyer AL,Grover FL,Hammermeister KE

更新日期：1995-10-01 00:00:00