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3.
Ann Thorac Surg ; 118(4): 920-930, 2024 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-38972369

RESUMEN

BACKGROUND: Perioperative blood transfusion is associated with adverse outcomes and higher costs after coronary artery bypass graft (CABG) surgery. We developed risk assessments for patients' probability of perioperative transfusion and the expected transfusion volume to improve clinical management and resource use. METHODS: Among 1,266,545 consecutive (2008-2016) isolated CABG operations in The Society of Thoracic Surgeons Adult Cardiac Surgery Database, 657,821 (51.9%) received perioperative transfusions of red blood cells (RBC), fresh frozen plasma (FFP), cryoprecipitate, and/or platelets. We developed "full" models to predict perioperative transfusion of any blood product, and of RBC, FFP, or platelets. Using least absolute shrinkage and selection operator model selection, we built a rapid risk score based on 5 variables (age, body surface area, sex, preoperative hematocrit, and use of intra-aortic balloon pump). RESULTS: C statistics for the full model were 0.785, 0.815, 0.707, and 0.699 for any blood product, RBC, FFP, and platelets, respectively. C statistics for rapid risk assessments were 0.752, 0.785, 0.670, and 0.661 for any blood product, RBC, FFP, and platelets, respectively. The observed vs expected risk plots showed strong calibration for full models and risk assessment tools; absolute differences between observed and expected risks of transfusion were <10.8% in each percentile of expected risk. Risk assessment-predicted probabilities of transfusion were strongly and nonlinearly associated (P < .0001) with total units transfused. CONCLUSIONS: These robust and well-calibrated risk assessment tools for perioperative transfusion in CABG can inform surgeons regarding patients' risks and the number of RBC, FFP, and platelets units they can expect to need. This can aid in optimizing outcomes and increasing efficient use of blood products.


Asunto(s)
Transfusión Sanguínea , Puente de Arteria Coronaria , Bases de Datos Factuales , Sociedades Médicas , Humanos , Puente de Arteria Coronaria/efectos adversos , Masculino , Femenino , Medición de Riesgo , Transfusión Sanguínea/estadística & datos numéricos , Anciano , Persona de Mediana Edad , Cirugía Torácica , Estudios Retrospectivos , Estados Unidos/epidemiología , Enfermedad de la Arteria Coronaria/cirugía
6.
Proc (Bayl Univ Med Cent) ; 35(4): 420-427, 2022.
Artículo en Inglés | MEDLINE | ID: mdl-35754569

RESUMEN

Higher levels of resilience and spirituality are independently linked to better physical and mental health outcomes, within both general and cardiac populations. We investigated the long-term associations of such psychological factors following cardiac surgery. A total of 402 patients undergoing routine cardiac surgery at two large urban hospitals in the Dallas, Texas, area were prospectively enrolled in this study, with completed follow-up data for 364 (90.5%). Data were collected from August 2013 to January 2017. Resilience, spirituality, and secondary measures were assessed at baseline, 1 month, and 1 year via the Connor-Davidson Resilience Scale-10 and Functional Assessment of Chronic Illness Therapy-Spiritual Well-Being Scale. Linear regression and correlational analyses assessed associations between resilience and spirituality, as well as other demographic and psychosocial factors. Resilience was significantly associated with every construct except posttraumatic growth. Spirituality was associated with increasing resilience over the ensuing year, whereas never being married was associated with a decrease in resilience. Our findings identify a population that is vulnerable to a decrease in resilience following cardiac surgery, as well as an avenue (i.e., spirituality) for potentially bolstering resilience. Improving resilience via spirituality postoperatively may foster better overall recovery and better mental and physical health outcomes.

7.
Ann Thorac Surg ; 113(5): 1461-1468, 2022 05.
Artículo en Inglés | MEDLINE | ID: mdl-34153294

RESUMEN

BACKGROUND: The Society of Thoracic Surgeons (STS) Adult Cardiac Surgery Database (ACSD) is the largest cardiac surgical database in the world. Linked data from STS ACSD and the Centers for Medicare and Medicaid Services (CMS) database were used to determine contemporary completeness, penetration, and representativeness of STS ACSD. METHODS: Variables common to both STS and CMS databases were used to link STS procedures to CMS data for all CMS coronary artery bypass grafting surgery (CABG) discharges between 2000 and 2018, inclusive. For each CMS CABG hospitalization, it was determined whether a matching STS record existed. RESULTS: Center-level penetration (number of CMS sites with at least 1 matched STS participant divided by total number of CMS CABG sites) increased from 45% in 2000 to 95% in 2018. In 2018, 949 of 1004 CMS CABG sites (95%) were linked to an STS site. Patient-level penetration (number of CMS CABG hospitalizations at STS sites divided by total number of CMS CABG hospitalizations) increased from 51% in 2000 to 97% in 2018. In 2018, 68,584 of 70,818 CMS CABG hospitalizations (97%) occurred at an STS site. Completeness of case inclusion at STS sites (number of CMS CABG cases at STS sites linked to STS records divided by total number of CMS CABG cases at STS sites) increased from 88% in 2000 to 98% in 2018. In 2018, 66,673 of 68,108 CMS CABG hospitalizations at STS sites (98%) were linked to an STS record. CONCLUSIONS: Linkage of the STS and CMS databases demonstrates high and increasing penetration and completeness of STS ACSD. STS ACSD now includes 97% of CABG in the United States.


Asunto(s)
Procedimientos Quirúrgicos Cardíacos , Cirujanos , Cirugía Torácica , Adulto , Anciano , Bases de Datos Factuales , Humanos , Medicare , Sociedades Médicas , Estados Unidos
8.
Ann Thorac Surg ; 113(6): 1954-1961, 2022 06.
Artículo en Inglés | MEDLINE | ID: mdl-34280375

RESUMEN

BACKGROUND: The Society of Thoracic Surgeons (STS) original coronary artery bypass graft surgery (CABG) composite measure uses a 1-year analytic cohort and 98% credible intervals (CrI) to classify better than expected (3-star) performance or worse than expected (1-star) performance. As CABG volumes per STS participant (eg, hospital or practice group) have decreased, it has become more challenging to classify performance categories using this approach, especially for lower volume programs, and alternative approaches have been explored. METHODS: Among 990 STS Adult Cardiac Surgery Database participants, performance classifications for the CABG composite were studied using various analytic cohorts: 1 year (current approach, 2017); 3 years (2015 to 2017); last 450 cases within 3 years; and most recent year (2017) plus additional cases to 450 total. We also compared 98% CrI with 95% CrI (used in other STS composite measures). RESULTS: Using 3 years of data and 95% CrIs, 113 of 990 participants (11.4%) were classified 1-star and 198 (20%) 3-star. Compared with 1-year analytic cohorts and 98% CrI, the absolute and relative increases in the proportion of 3-star participants were 14 percentage points and 233% (n = 198 [20%] vs n = 59 [6%]). Corresponding changes for 1-star participants were 6.5 percentage points and 133% (n = 113 [11.4%] vs n = 48 [4.9%]). These changes were particularly notable among lower volume (fewer than 199 CABG per year) participants. Measure reliability with the 3-year, 95% CrI modification is 0.78. CONCLUSIONS: Compared with current STS CABG composite methodology, a 3-year analytic cohort and 95% CrI increases the number and proportion of better or worse than expected outliers, especially among lower-volume Adult Cardiac Surgery Database participants. This revised methodology is also now consistent with other STS procedure composites.


Asunto(s)
Cirujanos , Cirugía Torácica , Adulto , Puente de Arteria Coronaria/métodos , Humanos , Complicaciones Posoperatorias , Reproducibilidad de los Resultados , Sociedades Médicas
9.
Ann Thorac Surg ; 113(6): 1935-1942, 2022 06.
Artículo en Inglés | MEDLINE | ID: mdl-34242640

RESUMEN

BACKGROUND: Failure to rescue (FTR) focuses on the ability to prevent death among patients who have postoperative complications. The Society of Thoracic Surgeons (STS) Quality Measurement Task Force has developed a new, risk-adjusted FTR quality metric for adult cardiac surgery. METHODS: The study population was taken from 1118 STS Adult Cardiac Surgery Database participants including patients who underwent isolated CABG, aortic valve replacement with or without CABG, or mitral valve repair or replacement with or without CABG between January 2015 and June 2019. The FTR analysis was derived from patients who had one or more of the following complications: prolonged ventilation, stroke, reoperation, and renal failure. Data were randomly split into 70% training samples (n = 89,059) and 30% validation samples (n = 38,242). Risk variables included STS predicted risk of mortality, operative procedures, and intraoperative variables (cardiopulmonary bypass and cross-clamp times, unplanned procedures, need for circulatory support, and massive transfusion). RESULTS: Overall mortality for patients undergoing any of the index operations during the study period was 2.6% (27,045 of 1,058,138), with mortality of 0.9% (8316 of 930,837), 8% (7618 of 94,918), 30.6% (8247 of 26,934), 51.9% (2661 of 5123), and 62.3% (203 of 326), respectively, among patients having none, one, two, three, or four complications. The FTR risk model calibration was excellent, as were model discrimination (c-statistic 0.806) and the Brier score (0.102). Using 95% Bayesian credible intervals, 62 participants (5.6%) performed worse and 53 (4.7%) performed better than expected. CONCLUSIONS: A new risk-adjusted FTR metric has been developed that complements existing STS performance measures. The metric specifically assesses institutional effectiveness of postoperative care, allowing hospitals to target quality improvement efforts.


Asunto(s)
Procedimientos Quirúrgicos Cardíacos , Cirujanos , Cirugía Torácica , Adulto , Teorema de Bayes , Causas de Muerte , Humanos , Complicaciones Posoperatorias/epidemiología , Sociedades Médicas
10.
Ann Thorac Surg ; 111(6): 1954-1960, 2021 06.
Artículo en Inglés | MEDLINE | ID: mdl-33065050

RESUMEN

BACKGROUND: Quality of life (QoL) is increasingly important in the era of patient-centered outcomes and value-based reimbursement. However most follow-up is limited to 30 days, and long-term data on QoL improvement associated with symptom relief are lacking. Therefore we sought to analyze QoL after cardiac surgery in a nonemergent, all-comers population. METHODS: Four hundred two patients undergoing routine cardiac surgery at 2 large urban hospitals in the Dallas, Texas area were enrolled. Follow-up was complete for 364 patients. Data were collected from August 2013 to January 2017. The Kansas City Cardiomyopathy Questionnaire was administered at baseline, 1 month, and 1 year after surgery. Repeated-measures analysis was used for each domain of the questionnaire for all procedures and stratified by procedure. If time was found to be a significant factor, pairwise analysis was performed with P values adjusted using the Tukey-Kramer method. RESULTS: There was a significant increase across all domains of Kansas City Cardiomyopathy Questionnaire scores for all procedures and for most domains when stratifying by procedure. This increase in QoL was most marked after 1 month. All domain scores increased through 1 year except symptom stability, which peaked at 1 month postsurgery and then regressed at 1 year, suggesting an overall improvement and stabilization of symptoms. The occurrence of complications did not alter this trajectory. CONCLUSIONS: QoL and other patient-centered outcomes are improved at 1 month and continue to improve throughout the year. Knowledge of these data is important for patient selection, fully informed consent, and shared decision-making.


Asunto(s)
Procedimientos Quirúrgicos Cardíacos , Cardiopatías/cirugía , Calidad de Vida , Anciano , Femenino , Estudios de Seguimiento , Cardiopatías/complicaciones , Cardiopatías/psicología , Humanos , Masculino , Persona de Mediana Edad , Encuestas y Cuestionarios , Texas , Factores de Tiempo , Resultado del Tratamiento
11.
Card Electrophysiol Clin ; 12(1): 109-115, 2020 03.
Artículo en Inglés | MEDLINE | ID: mdl-32067640

RESUMEN

Left atrial appendage exclusion is efficacious for stroke prophylaxis in patients with atrial fibrillation. Surgical excision provides reliable left atrial appendage exclusion, whereas surgical occlusion does not. Specifically, 2-layer internal suture ligation has a high failure rate. Left atrial appendage exclusion concomitant to another cardiac surgical procedure is indicated in patients with atrial fibrillation but not in patients without baseline atrial fibrillation. Studies currently underway will further define the role of concomitant surgical left atrial appendage exclusion, especially for the population without baseline atrial fibrillation but at high risk of developing postoperative atrial fibrillation.


Asunto(s)
Apéndice Atrial/cirugía , Fibrilación Atrial/cirugía , Procedimientos Quirúrgicos Cardíacos , Procedimientos Quirúrgicos Cardíacos/efectos adversos , Procedimientos Quirúrgicos Cardíacos/métodos , Humanos , Ligadura , Accidente Cerebrovascular/prevención & control , Técnicas de Sutura
12.
Ann Thorac Surg ; 109(5): 1362-1369, 2020 05.
Artículo en Inglés | MEDLINE | ID: mdl-31589856

RESUMEN

BACKGROUND: New-onset atrial fibrillation (AF) after coronary artery bypass graft surgery (CABG) is associated with poor outcomes, but data on the effects of its characteristics are lacking and conflicting. We examined the effect number of post-CABG AF events has on long-term mortality risk, and whether this is sex dependent. METHODS: Routinely collected Society of Thoracic Surgeons (STS) data were supplemented with details on new-onset post-CABG AF (detected in-hospital by continuous electrocardiogram/telemetry monitoring) and long-term survival for 9203 consecutive patients with isolated-CABG (2002-2010). With the use of Cox regression, we determined the propensity-adjusted (STS-recognized risk factors) effect of number of AF events on survival, testing for effect modification by sex and controlling for AF duration. RESULTS: AF occurred in 739 women (29.4%) and 2157 men (32.3%) (P < .001). Adjusted results showed 2 or more AF events significantly (P < .001) increased 5-year mortality risk, independently of total AF duration. However, mortality risk differed between the sexes (P < .001): women with 2 AF episodes had the greatest increase (hazard ratio [HR] = 2.98; 95% confidence interval [CI], 1.43-4.83; versus women without AF), followed by women and men with 4 or more AF events (HR = 2.76 [95% CI, 1.27-4.55] and HR = 2.73 [95% CI, 2.30-3.19], respectively). A single post-CABG AF episode was not associated with increased mortality risk. CONCLUSIONS: Both men and women who experienced 2 or more post-CABG AF episodes showed increased risk of 5-year mortality, independent of total AF duration. Although men's risk increased as the number of AF events increased, women's risk peaked at 2 AF events. Future research needs to determine whether this divergence stems from differences in treatment/management or underlying biology.


Asunto(s)
Fibrilación Atrial/etiología , Puente de Arteria Coronaria/efectos adversos , Enfermedad de la Arteria Coronaria/cirugía , Complicaciones Posoperatorias/epidemiología , Anciano , Fibrilación Atrial/epidemiología , Electrocardiografía , Femenino , Estudios de Seguimiento , Humanos , Incidencia , Masculino , Persona de Mediana Edad , Pronóstico , Estudios Retrospectivos , Factores de Riesgo , Distribución por Sexo , Factores Sexuales , Tasa de Supervivencia/tendencias , Factores de Tiempo , Estados Unidos/epidemiología
13.
Ann Thorac Surg ; 109(4): 1150-1158, 2020 04.
Artículo en Inglés | MEDLINE | ID: mdl-31513778

RESUMEN

BACKGROUND: Two quality measures used in public reporting and value-based payment programs require ß-blockers be administered less than 24 hours before isolated coronary artery bypass graft surgery to prevent atrial fibrillation and mortality. Questions have arisen about continued use of these measures. METHODS: We conducted a systematic search for randomized controlled trials (RCTs) examining the impact of preoperative ß-blockers on atrial fibrillation or mortality after isolated coronary artery bypass graft surgery to determine what evidence of efficacy supports the measures. RESULTS: We identified 11 RCTs. All continued ß-blockers postoperatively, making it unfeasible to separate the benefits of preoperative vs postoperative administration. Meta-analysis was precluded by methodologic variation in ß-blocker utilized, timing and dosage, and supplemental and comparison treatments. Of the eight comparisons of ß-blockers/ß-blocker plus digoxin versus placebo (n = 826 patients), six showed significant reductions in atrial fibrillation/supraventricular arrhythmias. Of the three comparisons (n = 444) of ß-blockers versus amiodarone, two found no significant difference in atrial fibrillation; the third showed significantly lower incidence with amiodarone. One RCT compared ß-blocker plus amiodarone versus each of those drugs separately; the combination reduced atrial fibrillation significantly better than the ß-blocker alone, but not amiodarone alone. Seven RCTs reported short-term mortality, but this outcome was too rare and the sample sizes too small to provide any meaningful comparisons. CONCLUSIONS: Existing RCT evidence does not support the structure of quality measures that require ß-blocker administration specifically within 24 hours before coronary artery bypass graft surgery to prevent postoperative atrial fibrillation or short-term mortality. Quality measures should be revised to align with the evidence, and further studies conducted to determine optimal timing and method of prophylaxis.


Asunto(s)
Antagonistas Adrenérgicos beta/uso terapéutico , Fibrilación Atrial/prevención & control , Puente de Arteria Coronaria/métodos , Enfermedad de la Arteria Coronaria/terapia , Complicaciones Posoperatorias/prevención & control , Cuidados Preoperatorios/métodos , Indicadores de Calidad de la Atención de Salud , Fibrilación Atrial/epidemiología , Fibrilación Atrial/etiología , Salud Global , Humanos , Incidencia , Complicaciones Posoperatorias/epidemiología , Complicaciones Posoperatorias/etiología , Tasa de Supervivencia/tendencias
14.
JAMA Cardiol ; 5(10): 1092-1101, 2020 10 01.
Artículo en Inglés | MEDLINE | ID: mdl-32609292

RESUMEN

Importance: Early surgery for severe primary degenerative mitral regurgitation is recommended, provided optimal outcomes are achievable. Contemporary national data defining mitral valve surgery volume and outcomes are lacking. Objective: To assess national 30-day and 1-year outcomes of mitral valve surgery and define the hospital- and surgeon-level volume-outcome association with mitral valve repair or replacement (MVRR) in patients with primary mitral regurgitation. Design, Setting, and Participants: This multicenter cross-sectional observational study used the Society of Thoracic Surgeons Adult Cardiac Surgery Database to identify patients undergoing isolated MVRR for primary mitral regurgitation in the United States. Operative data were collected from July 1, 2011, to December 31, 2016, and analyzed from March 1 to July 1, 2019, with data linked to the Centers for Medicare and Medicaid Services. Main Outcomes and Measures: The primary outcome was 30-day in-hospital operative mortality after isolated MVRR for primary mitral regurgitation. Secondary outcomes were 30-day composite mortality plus morbidity (any occurrence of bleeding, stroke, prolonged ventilation, renal failure, or deep wound infection), rate of successful mitral valve repair of primary mitral regurgitation (residual mitral regurgitation of mild [1+] or better), and 1-year mortality, reoperation, and rehospitalization for heart failure. Results: A total of 55 311 patients, 1094 hospitals, and 2410 surgeons were identified. Increasing hospital and surgeon volumes were associated with lower risk-adjusted 30-day mortality, lower 30-day composite mortality plus morbidity, and higher rate of successful repair. The lowest vs highest hospital volume quartile had higher 1-year risk-adjusted mortality (hazard ratio [HR], 1.61, 95% CI, 1.31-1.98), but not mitral reoperation (odds ratio [OR], 1.51; 95% CI, 0.81-2.78) or hospitalization for heart failure (HR, 1.25; 95% CI, 0.96-1.64). The surgeon-level 1-year volume-outcome associations were similar for mortality (HR, 1.60; 95% CI, 1.32-1.94) but not significant for mitral reoperation (HR, 1.14; 95% CI, 0.60-2.18) or hospitalization for heart failure (HR, 1.17; 95% CI, 0.91-1.50). Conclusions and Relevance: National hospital- and surgeon-level inverse volume-outcome associations were observed for 30-day and 1-year mortality after mitral valve surgery for primary mitral regurgitation. These findings may help to define access to experienced centers and surgeons for the management of primary mitral regurgitation.


Asunto(s)
Mortalidad Hospitalaria , Hospitales de Alto Volumen , Insuficiencia de la Válvula Mitral/cirugía , Anciano , Anciano de 80 o más Años , Estudios Transversales , Femenino , Hospitalización , Humanos , Masculino , Insuficiencia de la Válvula Mitral/mortalidad , Reoperación
15.
Ann Thorac Surg ; 107(1): e71-e73, 2019 01.
Artículo en Inglés | MEDLINE | ID: mdl-30240767

RESUMEN

The left atrial appendage (LAA) is a major site of clot formation in atrial fibrillation. Stand-alone thoracoscopic LAA complete closure can decrease stroke risk and may be an alternative to life-long oral anticoagulation. This report describes a technique for totally thoracoscopic LAA exclusion with an epicardial clip device. This approach provides a safe and likely more effective alternative to LAA management than other endocardial devices.


Asunto(s)
Apéndice Atrial/cirugía , Toracoscopía/métodos , Apéndice Atrial/diagnóstico por imagen , Apéndice Atrial/lesiones , Fibrilación Atrial/complicaciones , Angiografía por Tomografía Computarizada , Humanos , Complicaciones Intraoperatorias/cirugía , Pericardiectomía/métodos , Tromboembolia/etiología , Tromboembolia/prevención & control
16.
J Thorac Cardiovasc Surg ; 166(4): 1083, 2023 10.
Artículo en Inglés | MEDLINE | ID: mdl-35248361
19.
J Atr Fibrillation ; 10(5): 1642, 2018 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-29988257

RESUMEN

Occlusion of the left atrial appendage (LAA) may protect against stroke in patients with atrial fibrillation. While percutaneous LAA closure devices have demonstrated efficacy in stroke reduction, surgical LAA occlusion has been performed with mixed results to date. Although surgical exclusion via internal sutures or noncutting stapler is ineffective due to recanalization of the LAA, surgical excision and certain exclusion devices including the AtriClip device are effective methods to achieve complete closure of the LAA. No data currently exists to support routine, prophylactic LAA closure at the time of cardiac surgery, but this practice may benefit certain patients at high risk for stroke. The currently enrolling Left Atrial Appendage Occlusion Study (LAAOS) III is the largest study to date designed to assess the efficacy of LAA occlusion for stroke prevention. The results of this trial will inform future clinical practice regarding stroke prevention with surgical LAA occlusion for patients with atrial fibrillation. Meanwhile, the ATLAS trial is investigating the efficacy of LAA occlusion in surgical patients who do not have atrial fibrillation but are at increased risk for developing it post-operatively.

20.
J Thorac Cardiovasc Surg ; 155(5): 2043-2047, 2018 05.
Artículo en Inglés | MEDLINE | ID: mdl-29329802

RESUMEN

OBJECTIVES: Readmission rates after cardiac surgery are being used as a quality indicator; they are also being collected by Medicare and are tied to reimbursement. Accurate knowledge of readmission rates may be difficult to achieve because patients may be readmitted to different hospitals. In our area, 81 hospitals share administrative claims data; 28 of these hospitals (from 5 different hospital systems) do cardiac surgery and share Society of Thoracic Surgeons (STS) clinical data. We used these 2 sources to compare the readmissions data for accuracy. METHODS: A total of 45,539 STS records from January 2008 to December 2016 were matched with the hospital billing data records. Using the index visit as the start date, the billing records were queried for any subsequent in-patient visits for that patient. The billing records included date of readmission and hospital of readmission data and were compared with the data captured in the STS record. RESULTS: We found 1153 (2.5%) patients who had STS records that were marked "No" or "missing," but there were billing records that showed a readmission. The reported STS readmission rate of 4796 (10.5%) underreported the readmission rate by 2.5 actual percentage points. The true rate should have been 13.0%. Actual readmission rate was 23.8% higher than reported by the clinical database. Approximately 36% of readmissions were to a hospital that was a part of a different hospital system. CONCLUSIONS: It is important to know accurate readmission rates for quality improvement processes and institutional financial planning. Matching patient records to an administrative database showed that the clinical database may fail to capture many readmissions. Combining data with an administrative database can enhance accuracy of reporting.


Asunto(s)
Reclamos Administrativos en el Cuidado de la Salud , Procedimientos Quirúrgicos Cardíacos/tendencias , Minería de Datos/métodos , Readmisión del Paciente/tendencias , Mejoramiento de la Calidad/tendencias , Indicadores de Calidad de la Atención de Salud/tendencias , Reclamos Administrativos en el Cuidado de la Salud/economía , Procedimientos Quirúrgicos Cardíacos/efectos adversos , Procedimientos Quirúrgicos Cardíacos/economía , Exactitud de los Datos , Bases de Datos Factuales , Precios de Hospital/tendencias , Costos de Hospital/tendencias , Humanos , Readmisión del Paciente/economía , Mejoramiento de la Calidad/economía , Indicadores de Calidad de la Atención de Salud/economía , Texas , Factores de Tiempo
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