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1.
J Healthc Manag ; 65(5): 346-364, 2020.
Artículo en Inglés | MEDLINE | ID: mdl-32925534

RESUMEN

EXECUTIVE SUMMARY: The number of rural hospital mergers has increased substantially in recent years. A commonly reported reason for merging is to increase access to capital. However, no empirical evidence exists to show whether capital expenditures increased at rural hospitals after a merger. We used a difference-in-differences approach to determine whether total capital expenditures changed at rural hospitals after a merger. The comparison group (rural hospitals that did not merge during the 2012 through 2015 study period) was weighted using inverse probability of treatment weights. The key outcome measure was logged total capital expenditures.Merging resulted in a 26% increase in capital expenditures and also was associated with a significant improvement in plant age. The postmerger improvement in plant age may have been partially attributable to merger-related accounting changes and partially attributable to increased capital expenses, possibly on long-term asset renovations and replacement.These findings suggest that through mergers, rural hospital board members and executives who have accepted or are considering a merger may improve a hospital's ability to increase capital expenditures. Further, increased capital investments in rural hospitals may be an important signal to the community that the acquirer intends to keep the rural hospital open and continue providing some volume and level of services within the community. Future research should determine how capital is spent after a merger.


Asunto(s)
Gastos de Capital/estadística & datos numéricos , Gastos de Capital/tendencias , Instituciones Asociadas de Salud/economía , Instituciones Asociadas de Salud/estadística & datos numéricos , Hospitales Rurales/economía , Hospitales Rurales/estadística & datos numéricos , Predicción , Humanos , Estados Unidos
3.
J Healthc Manag ; 63(6): e131-e146, 2018.
Artículo en Inglés | MEDLINE | ID: mdl-30418374

RESUMEN

EXECUTIVE SUMMARY: The objective of this study was to investigate the effect of the Magnet Recognition (MR) signal on hospital financial performance. MR is a quality designation granted by the American Nurses Credentialing Center (ANCC). Growing evidence shows that MR hospitals are associated with various interrelated positive outcomes that have been theorized to affect hospital financial performance.In this study, which covered the period from 2000 to 2010, we applied a pre-post research design using a longitudinal, unbalanced panel of MR hospitals and hospitals that had never received MR designation located in urban areas in the United States. We obtained data for this analysis from Medicare's Hospital Cost Report Information System, the American Hospital Association Annual Survey Database, the Health Resources & Services Administration's Area Resource File, and the ANCC website. Propensity score matching was used to construct the final study sample. We then applied a difference-in-difference model with hospital fixed effects to the matched hospital sample to test the effect of the MR signal, while controlling for both hospital and market characteristics.According to signaling theory, signals aim to reduce the imbalance of information between two parties, such as patients and providers. The MR signal was found to have a significant positive effect on hospital financial performance. These findings support claims in the literature that the nonfinancial benefits resulting from MR lead to improved financial performance. In the current healthcare environment in which reimbursement is increasingly tied to delivery of quality care, healthcare executives may be encouraged to pursue MR to help hospitals maintain their financial viability while improving quality of care.


Asunto(s)
Acreditación , Economía Hospitalaria/normas , Humanos , Calidad de la Atención de Salud , Estados Unidos
5.
Nurs Outlook ; 62(1): 53-8, 2014.
Artículo en Inglés | MEDLINE | ID: mdl-24345616

RESUMEN

BACKGROUND: A number of factors in the health care environment, including a change in regulatory policy, may affect a country's nursing workforce and nurse migration and mobility. PURPOSE: This study compared the characteristics of Canadian-educated nurses who had migrated to the United States to work with their colleagues in the United States and Canada in anticipation of a change in Canada's RN entry to practice requirements in 2015. METHODS: We conducted a retrospective comparative study of nurses in Canada and the U.S. using 2008 data from the US National Sample Survey of Registered Nurses and the Canadian Institute of Health Information. DISCUSSION: There was little change in the number of Canadian-educated nurses working in the United States in 2008 compared with 2004. We found differences between U.S. nurses and Canadian-educated nurses working in the United States in educational level, work status, work location, and age. No differences were found between Canadian-educated nurses working in the United States and those working in Canada. CONCLUSIONS: This research highlights the value of international comparisons of the nursing workforce, especially in the context of anticipated regulatory changes, which may affect a country's nursing health human resources.


Asunto(s)
Emigración e Inmigración , Licencia en Enfermería/legislación & jurisprudencia , Enfermeras Internacionales , Canadá/etnología , Educación en Enfermería/normas , Estudios Retrospectivos , Estados Unidos
6.
Med Care Res Rev ; 81(2): 164-170, 2024 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-37978844

RESUMEN

High levels of uncompensated care impact hospital profitability and may create challenges for rural hospitals at financial risk of closure. We explore 2019 hospital uncompensated care as a percentage of operating expenses and draw comparisons at a state level by Medicaid expansion status and rural classification. We further compare uncompensated care in 2019 to 2014 in rural hospitals by Medicaid expansion implementation timing. We found that, overall, rural hospitals had more uncompensated care than urban hospitals in 2019 (3.81% vs. 3.12%), but there was a larger difference by expansion status (expansion states: 2.55% vs. non-expansion states: 6.28%). In all but seven states, rural hospitals reported higher uncompensated care than urban, and the 14 states with the highest uncompensated care had not expanded Medicaid. We observed that rural hospital uncompensated care in non-expansion states increased between 2014 and 2019, while the most dramatic decrease occurred in late-expansion states.


Asunto(s)
Hospitales Rurales , Atención no Remunerada , Estados Unidos , Humanos , Economía Hospitalaria , Patient Protection and Affordable Care Act , Medicaid
7.
Surgery ; 173(2): 270-277, 2023 02.
Artículo en Inglés | MEDLINE | ID: mdl-35970607

RESUMEN

BACKGROUND: Surgical bypass occurs when rural residents receive surgical care at a nonlocal hospital. Given limited knowledge of current bypass rates, we evaluated rates and predictors of bypass for common procedures. METHODS: We used 2014 to 2016 all-payer claims data from the Healthcare Cost and Utilization Project State Inpatient Databases to study rural patients from 13 states who underwent 1 of 11 common elective surgical procedures. Bypass was measured by whether a patient received elective surgical care at the closest hospital offering the requested procedure or another nonlocal hospital. Bypass probability was then modeled as a function of patient-level and hospital-level characteristics. RESULTS: Of the 121,297 rural elective surgery visits in our sample, 78,268 (64.5%) bypassed their local hospital. Bypass rate was greatest for coronary artery bypass graft or valve replacement (74.8%) and lowest for laparoscopic cholecystectomy (53.7%). In addition, average bypass rate was greatest for surgeries with the highest risk of intraoperative blood loss and postoperative complications. The probability of bypass significantly (P < .001) increased for patients who were younger, privately insured, and lived farther from the closest hospital. In addition, the probability of bypass significantly (P < .001) increased for patients whose local hospital had fewer full-time equivalents, lower operating margin, and fewer recommendations from previous patients. CONCLUSION: Among rural patients seeking elective surgery, bypass of the local hospital was common among both low-risk and high-risk procedures. These findings suggest that there is a substantial amount of bypass, which may negatively impact a hospital's financial performance and, hence, wellbeing of the local community.


Asunto(s)
Procedimientos Quirúrgicos Electivos , Hospitales , Humanos , Costos de la Atención en Salud , Complicaciones Posoperatorias , Pérdida de Sangre Quirúrgica
8.
Med Care Res Rev ; 80(6): 596-607, 2023 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-37366069

RESUMEN

This study assessed whether permanent supportive housing (PSH) participation is associated with health service use among a population of adults with disabilities, including people transitioning into PSH from community and institutional settings. Our primary data sources were 2014 to 2018 secondary data from a PSH program in North Carolina linked to Medicaid claims. We used propensity score weighting to estimate the average treatment effect on the treated of PSH participation. All models were stratified by whether individuals were in institutional or community settings prior to PSH. In weighted analyses, among individuals who were institutionalized prior to PSH, PSH participation was associated with greater hospitalizations and emergency department (ED) visits and fewer primary care visits during the follow-up period, compared with similar individuals who largely remained institutionalized. Individuals who entered PSH from community settings did not have significantly different health service use from similar comparison group members during the 12-month follow-up period.


Asunto(s)
Personas con Discapacidad , Personas con Mala Vivienda , Estados Unidos , Humanos , Adulto , Servicios de Salud , Hospitalización , Atención a la Salud , Vivienda
9.
Healthc Financ Manage ; 66(4): 116-20, 122, 2012 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-22523897

RESUMEN

CEOs and CFOs of 19 critical access hospitals (CAHs) that achieved benchmark financial performance over three years were interviewed regarding the strategies they use. The interviews identified nine success factors for exemplary financial performance that were common to all or most of the 19 hospitals. All of the participating executives agreed that other CAHs would likely benefit from applying these nine success factors.


Asunto(s)
Benchmarking , Eficiencia Organizacional , Servicio de Urgencia en Hospital/normas , Servicio de Urgencia en Hospital/organización & administración , Humanos , Objetivos Organizacionales , Estados Unidos
10.
Popul Health Manag ; 25(2): 227-234, 2022 04.
Artículo en Inglés | MEDLINE | ID: mdl-35442795

RESUMEN

People with disabilities can face substantial barriers to living stably in community settings. Evidence shows that permanent supportive housing (PSH), which combines subsidized housing with individualized support services, can improve housing stability among subpopulations of people with disabilities, including those with behavioral health conditions. PSH has also been shown to improve some health outcomes among people with severe mental illness or substance use disorder, but effects varied by participants' program tenure. This study assessed retention in a PSH program serving a broad population of adults with disabilities and identified factors associated with program tenure. Administrative data from 2093 individuals who began participating in a North Carolina PSH program between 2015 and 2018 were analyzed. Participants' unadjusted probability of remaining in a PSH placement at specific time points was estimated, with censoring due to death or the end of the study period (July 2020). Using Cox regression, program tenure was modeled as a function of participant and PSH placement location characteristics. Participants had a 71% probability of remaining in PSH after 2 years. Older age, female gender, and non-Hispanic Black race/ethnicity were associated with lower hazard of PSH departure. Having a severe mental illness diagnosis was associated with greater departure hazard. Level of socioeconomic deprivation and rurality of the PSH placement ZIP code were not associated with departure hazard. PSH programs may be able to successfully retain a heterogeneous population of adults with disabilities, although tenure may vary by participant demographic and clinical characteristics.


Asunto(s)
Personas con Discapacidad , Personas con Mala Vivienda , Trastornos Relacionados con Sustancias , Adulto , Etnicidad , Femenino , Vivienda , Humanos
11.
J Rural Health ; 37(2): 347-352, 2021 03.
Artículo en Inglés | MEDLINE | ID: mdl-33382499

RESUMEN

PURPOSE: To investigate (1) all-payer inpatient volume changes at rural hospitals and (2) whether trends in inpatient volume differ by organizational and geographic characteristics of the hospital and characteristics of the patient population. METHODS: We used a retrospective, longitudinal study design. Our study sample consisted of rural hospitals between 2011 and 2017. Inpatient volume was measured as inpatient average daily census (ADC). Additional measured hospital characteristics included census region, Medicare payment type, ownership type, number of beds, local competition, total margin, and whether the hospital was located in a Medicaid expansion state. Measured characteristics of the local patient population included total population size, percent of population aged 65 years or older, and percent of population in poverty. To identify predictors of inpatient volume trends, we fit a linear multiple regression model using generalized estimating equations. FINDINGS: Rural hospitals experienced an average change in ADC of -13% between 2011 and 2017. We found that hospital characteristics (eg, census region, Medicare payment type, ownership type, total margin, whether the hospital was located in a Medicaid expansion state) and patient population characteristics (eg, percent of population in poverty) were significant predictors of inpatient volume trends. CONCLUSIONS: Trends in inpatient volume differ by organizational and geographic characteristics of the hospital and characteristics of the patient population. Researchers and policy makers should continue to explore the causal mechanisms of inpatient volume decline and its role in the financial viability of rural hospitals.


Asunto(s)
Hospitales Rurales , Medicare , Anciano , Humanos , Pacientes Internos , Estudios Longitudinales , Estudios Retrospectivos , Estados Unidos
12.
J Rural Health ; 37(2): 308-317, 2021 03.
Artículo en Inglés | MEDLINE | ID: mdl-32583906

RESUMEN

PURPOSE: To determine whether inpatient and outpatient charges changed at rural hospitals after a merger. METHODS: Hospital mergers were derived from proprietary Irving Levin Associates data through manual review and validation. Hospital-level characteristics were derived from HCRIS, CMS Impact File Hospital Inpatient Prospective Payment System, Hospital MSA file, AHRF, and US Census data. A difference-in-differences approach was used to determine whether inpatient and outpatient charges changed at rural hospitals after a merger. The comparison group, rural hospitals that did not merge at any point during the sample period, was weighted using inverse probability of treatment weights. Key outcome measures were total inpatient and total outpatient charges (logged). FINDINGS: Hospitals that merged billed 17.73% more inpatient charges and 12.66% more outpatient charges at baseline compared to hospitals that did not merge. Our results indicate that merging was associated with a 3.04% decrease in inpatient charges (P < .001) and a 1.07% increase in outpatient charges (P = .082). Merging was also associated with a 4.38% decrease in total revenue, a 3.58% decrease in net patient revenue, and no change in total inpatient discharges or average daily census. CONCLUSIONS & IMPLICATIONS: Merging was strongly associated with a decrease in inpatient charges and somewhat associated with an increase in outpatient charges for rural hospitals. Future work could build upon this work to determine whether acquirers reduce or eliminate certain services at rural hospitals after a merger, and ultimately how changes in service delivery could impact patients in those rural communities.


Asunto(s)
Hospitales Rurales , Sistema de Pago Prospectivo , Humanos , Pacientes Internos , Pacientes Ambulatorios
13.
Health Serv Res ; 56(5): 788-801, 2021 10.
Artículo en Inglés | MEDLINE | ID: mdl-34173227

RESUMEN

OBJECTIVE: Between January 2005 and July 2020, 171 rural hospitals closed across the United States. Little is known about the extent that other providers step in to fill the potential reduction in access from a rural hospital closure. The objective of this analysis is to evaluate the trends of Federally Qualified Health Centers (FQHCs) and Rural Health Clinics (RHCs) in rural areas prior to and following hospital closure. DATA SOURCES/STUDY SETTING: We used publicly available data from Centers for Medicare and Medicaid Provider of Services files, Cecil G. Sheps Center rural hospital closures list, and Small Area Income and Poverty Estimates. STUDY DESIGN: We described the trends over time in the number of hospitals, hospital closures, FQHC sites, and RHCs in rural and urban ZIP codes, 2006-2018. We used two-way fixed effects and pooled generalized linear models with a logit link to estimate the probabilities of having any RHC and any FQHC within 10 straight-line miles. DATA COLLECTION/EXTRACTION METHODS: Not applicable. PRINCIPAL FINDINGS: Compared to hospitals that never closed, the predicted probability of having any FQHC within 10 miles increased post closure by 5.95 and 11.57 percentage points at 1 year and 5 years, respectively (p < 0.05). The predicted probability of having any RHC within 10 miles was not significantly different following rural hospital closure. A percentage point increase in poverty rate was associated with a 1.98 and a 1.29 percentage point increase in probabilities of having an FQHC or RHC, respectively (p < 0.001). CONCLUSIONS: In areas previously served by a rural hospital, there is a higher probability of new FQHC service-delivery sites post closure. This suggests that some of the potential reductions in access to essential preventive and diagnostic services may be filled by FQHCs. However, many rural communities may have a persistent unmet need for preventive and therapeutic care.


Asunto(s)
Clausura de las Instituciones de Salud/tendencias , Accesibilidad a los Servicios de Salud/tendencias , Servicios de Salud Rural/tendencias , Proveedores de Redes de Seguridad/tendencias , Centers for Medicare and Medicaid Services, U.S. , Clausura de las Instituciones de Salud/estadística & datos numéricos , Accesibilidad a los Servicios de Salud/estadística & datos numéricos , Humanos , Servicios de Salud Rural/estadística & datos numéricos , Proveedores de Redes de Seguridad/estadística & datos numéricos , Estados Unidos
14.
Inquiry ; 57: 46958020935666, 2020.
Artículo en Inglés | MEDLINE | ID: mdl-32684072

RESUMEN

The objective of this study is to determine whether key hospital-level financial and market characteristics are associated with whether rural hospitals merge. Hospital merger status was derived from proprietary Irving Levin Associates data for 2005 through 2016 and hospital-level characteristics from HCRIS, CMS Impact File Hospital Inpatient Prospective Payment System, Hospital MSA file, AHRF, and U.S. Census data for 2004 through 2016. A discrete-time hazard analysis using generalized estimating equations was used to determine whether factors were associated with merging between 2005 and 2016. Factors included measures of profitability, operational efficiency, capital structure, utilization, and market competitiveness. Between 2005 and 2016, 11% (n = 326) of rural hospitals were involved in at least one merger. Rural hospital mergers have increased in recent years, with more than two-thirds (n = 261) occurring after 2011. The types of rural hospitals that merged during the sample period differed from nonmerged rural hospitals. Rural hospitals with higher odds of merging were less profitable, for-profit, larger, and were less likely to be able to cover current debt. Additional factors associated with higher odds of merging were reporting older plant age, not providing obstetrics, being closer to the nearest large hospital, and not being in the West region. By quantifying the hazard of characteristics associated with whether rural hospitals merged between 2005 and 2016, these findings suggest it is possible to determine leading indicators of rural mergers. This work may serve as a foundation for future research to determine the impact of mergers on rural hospitals.


Asunto(s)
Administración Financiera , Instituciones Asociadas de Salud/economía , Hospitales Rurales , Administración Financiera/economía , Administración Financiera/estadística & datos numéricos , Hospitales Rurales/economía , Hospitales Rurales/estadística & datos numéricos , Humanos , Estados Unidos
15.
J Rural Health ; 36(1): 94-103, 2020 01.
Artículo en Inglés | MEDLINE | ID: mdl-30951228

RESUMEN

PURPOSE: Skilled nursing care (SNC) provides Medicare beneficiaries short-term rehabilitation from an acute event. The purpose of this study is to assess beneficiary, market, and hospital factors associated with beneficiaries receiving care near home. METHODS: The population includes Medicare beneficiaries who live in a rural area and received acute care from an urban facility in 2013. "Near home" was defined 3 different ways based on distances from the beneficiary's home to the nearest source of SNC. Results include unadjusted means and odds ratios from logistic regression. FINDINGS: About 69% of rural beneficiaries receiving acute care in an urban location returned near home for SNC. Beneficiaries returning home were white (odds ratio [OR] black: 0.69; other race: 0.79); male (OR: 1.07); older (OR age 85+ [vs 65-69]: 1.14); farther from SNC (OR: 1.01 per mile); closer to acute care (OR: 0.28, logged miles); and received acute care from hospitals that did not own a skilled nursing facility (owned OR: 0.77) and hospitals with: no swing bed (swing bed OR: 0.47), high case mix (OR: 3.04), and nonprofit status (for-profit OR: 0.85). Results varied somewhat across definitions of "near home." CONCLUSIONS: Rural Medicare beneficiaries who received acute care far from home were more likely to receive SNC far from home. Because Medicare beneficiaries have the choice of where to receive SNC, policy makers may consider ensuring that new payment models do not incentivize provision of SNC away from home.


Asunto(s)
Beneficios del Seguro/estadística & datos numéricos , Centros de Rehabilitación/estadística & datos numéricos , Población Rural/estadística & datos numéricos , Anciano , Anciano de 80 o más Años , Ciudades , Femenino , Humanos , Beneficios del Seguro/clasificación , Masculino , Medicaid/estadística & datos numéricos , Persona de Mediana Edad , Oportunidad Relativa , Centros de Rehabilitación/organización & administración , Centros de Rehabilitación/normas , Instituciones de Cuidados Especializados de Enfermería/organización & administración , Instituciones de Cuidados Especializados de Enfermería/normas , Instituciones de Cuidados Especializados de Enfermería/estadística & datos numéricos , Estados Unidos
16.
Health Care Financ Rev ; 30(3): 55-69, 2009.
Artículo en Inglés | MEDLINE | ID: mdl-19544935

RESUMEN

This study developed and applied benchmarks for five indicators included in the CAH Financial Indicators Report, an annual, hospital-specific report distributed to all critical access hospitals (CAHs). An online survey of Chief Executive Officers and Chief Financial Officers was used to establish benchmarks. Indicator values for 2004, 2005, and 2006 were calculated for 421 CAHs and hospital performance was compared to the benchmarks. Although many hospitals performed better than benchmark on one indicator in 1 year, very few performed better than benchmark on all five indicators in all 3 years. The probability of performing better than benchmark differed among peer groups.


Asunto(s)
Benchmarking , Economía Hospitalaria/normas , Eficiencia Organizacional/economía , Servicio de Urgencia en Hospital/economía , Directores de Hospitales , Encuestas de Atención de la Salud , Indicadores de Calidad de la Atención de Salud , Encuestas y Cuestionarios , Estados Unidos
18.
J Rural Health ; 23(4): 299-305, 2007.
Artículo en Inglés | MEDLINE | ID: mdl-17868236

RESUMEN

CONTEXT: Among the large number of hospitals with critical access hospital (CAH) designation, there is substantial variation in facility revenue as well as the number and types of services provided. If these variations have material effects on financial indicators, then performance comparisons among all CAHs are problematic. PURPOSE: To investigate whether indicators of financial performance and condition systematically vary among peer groups of CAHs. METHODS: Suggestions from CAH administrators, a literature review, expert panel advice, and statistical analysis were used to create peer groups based on whether a CAH: (1) had less than $5 million, $5-10 million, or over $10 million in net patient revenue; (2) was owned by a government entity; (3) provided long-term care; and (4) operated a provider-based Rural Health Clinic. FINDINGS: Significant differences in financial performance and condition exist among CAH peer groups. CONCLUSIONS: CAHs should ensure that they use appropriate peer comparators when assessing their financial performance and condition. If quality, outcome, safety and access are affected by financial performance and condition, it may also be important for research in these areas to control for peer group differences among CAHs.


Asunto(s)
Servicio de Urgencia en Hospital/economía , Eficiencia Organizacional/economía , Servicio de Urgencia en Hospital/organización & administración , Estados Unidos
19.
Healthc Q ; 10(1): 87-96, 2007.
Artículo en Inglés | MEDLINE | ID: mdl-18271103

RESUMEN

Since 1998, most hospitals in Ontario have voluntarily participated in one of the largest and most ambitious publicly available performance-reporting initiatives in the world. This article describes the method used to select key financial indicators for inclusion in the report including the literature review, panel and survey approaches that were used. The results for five years of recent data for Ontario hospitals are also presented.


Asunto(s)
Conferencias de Consenso como Asunto , Revelación/normas , Auditoría Financiera/métodos , Administración Financiera de Hospitales/normas , Gestión de la Calidad Total/métodos , Contabilidad de Pagos y Cobros , Financiación del Capital , Eficiencia Organizacional , Humanos , Ontario , Indicadores de Calidad de la Atención de Salud , Responsabilidad Social
20.
J Rural Health ; 33(3): 239-249, 2017 06.
Artículo en Inglés | MEDLINE | ID: mdl-27500663

RESUMEN

PURPOSE: Annual rates of rural hospital closure have been increasing since 2010, and hospitals that close have poor financial performance relative to those that remain open. This study develops and validates a latent index of financial distress to forecast the probability of financial distress and closure within 2 years for rural hospitals. METHODS: Hospital and community characteristics are used to predict the risk of financial distress 2 years in the future. Financial and community data were drawn for 2,466 rural hospitals from 2000 through 2013. We tested and validated a model predicting a latent index of financial distress (FDI), measured by unprofitability, equity decline, insolvency, and closure. Using the predicted FDI score, hospitals are assigned to high, medium-high, medium-low, and low risk of financial distress for use by practitioners. FINDINGS: The FDI forecasts 8.01% of rural hospitals to be at high risk of financial distress in 2015, 16.3% as mid-high, 46.8% as mid-low, and 28.9% as low risk. The rate of closure for hospitals in the high-risk category is 4 times the rate in the mid-high category and 28 times that in the mid-low category. The ability of the FDI to discriminate hospitals experiencing financial distress is supported by a c-statistic of .74 in a validation sample. CONCLUSION: This methodology offers improved specificity and predictive power relative to existing measures of financial distress applied to rural hospitals. This risk assessment tool may inform programs at the federal, state, and local levels that provide funding or support to rural hospitals.


Asunto(s)
Quiebra Bancaria/tendencias , Clausura de las Instituciones de Salud/economía , Hospitales Rurales/economía , Pronóstico , Quiebra Bancaria/estadística & datos numéricos , Predicción , Humanos , Estados Unidos
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