Asociación entre Glucemia inestable, tiempo de estancia y mortalidad de pacientes en estado críticos: Estudio de cohorte / Associação Entre Glicemia Instável, Tempo de Permanência e Mortalidade de Pacientes Críticos: Estudo de Coorte / Relationships between unstable Glycemia, Hospital Length Of Stay, and mortality In Critically Ill patients: A cohort study

Resumen Introducción: El control y la evaluación de los niveles glucémicos de pacientes en estado críticos es un desafío y una competencia del equipo de enfermería. Por lo que, determinar las consecuencias de esta durante la hospitalización es clave para evidenciar la importancia del oportuno manejo. Objetivo: Determinar la asociación entre la glucemia inestable (hiperglucemia e hipoglucemia), el resultado de la hospitalización y la duración de la estancia de los pacientes en una unidad de cuidados intensivos. Metodología: Estudio de cohorte prospectivo realizado con 62 pacientes a conveniencia en estado crítico entre marzo y julio de 2017. Se recogieron muestras diarias de sangre para medir la glucemia. Se evaluó la asociación de la glucemia inestable con la duración de la estancia y el resultado de la hospitalización mediante ji al cuadrado de Pearson. El valor de p<0.05 fue considerado significativo. Resultados: De las 62 personas participantes, 50 % eran hombres y 50 % mujeres. La edad media fue de 63.3 años (±21.4 años). La incidencia de glucemia inestable fue del 45.2 % y se asoció con una mayor duración de la estancia en la UCI (p<0.001) y una progresión a la muerte como resultado de la hospitalización (p=0.03). Conclusión: Entre quienes participaron, la glucemia inestable se asoció con una mayor duración de la estancia más prolongada y con progresión hacia la muerte, lo que refuerza la importancia de la actuación de enfermería para prevenir su aparición.

Resumo Introdução: O controle e avaliação dos níveis glicêmicos em pacientes críticos é um desafio e uma competência da equipe de enfermagem. Portanto, determinar as consequências da glicemia instável durante a hospitalização é chave para evidenciar a importância da gestão oportuna. Objetivo: Determinar a associação entre glicemia instável (hiperglicemia e hipoglicemia), os desfechos hospitalares e o tempo de permanência dos pacientes em uma unidade de terapia intensiva. Métodos: Um estudo de coorte prospectivo realizado com 62 pacientes a conveniência em estado crítico entre março e julho de 2017. Foram coletadas amostras diariamente de sangue para medir a glicemia. A associação entre a glicemia instável com o tempo de permanência e o desfecho da hospitalização foi avaliada pelo teste qui-quadrado de Pearson. O valor de p <0,05 foi considerado significativo. Resultados: Das 62 pessoas participantes, 50% eram homens e 50% mulheres. A idade média foi de 63,3 anos (±21,4 anos). A incidência de glicemia instável foi de 45,2% e se associou a um tempo de permanência mais prolongado na UTI (p <0,001) e uma progressão para óbito como desfecho da hospitalização (p = 0,03). Conclusão: Entre os participantes, a glicemia instável se associou a um tempo mais longo de permanência e com progressão para óbito, enfatizando a importância da actuação da equipe de enfermagem para prevenir sua ocorrência.

Abstract Introduction: The control and evaluation of glycemic levels in critically ill patients is a challenge and a responsibility of the nursing team; therefore, determining the consequences of this during hospitalization is key to demonstrate the importance of timely management. Objective: To determine the relationship between unstable glycemia (hyperglycemia and hypoglycemia), hospital length of stay, and the hospitalization outcome of patients in an Intensive Care Unit (ICU). Methods: A prospective cohort study conducted with 62 critically ill patients by convenience sampling between March and July 2017. Daily blood samples were collected to measure glycemia. The correlation of unstable glycemia with the hospital length of stay and the hospitalization outcome was assessed using Pearson's chi-square. A p-value <0.05 was considered significant. Results: Among the 62 patients, 50% were male and 50% were female. The mean age was 63.3 years (±21.4 years). The incidence of unstable glycemia was 45.2% and was associated with a longer ICU stay (p<0.001) and a progression to death as a hospitalization outcome (p=0.03). Conclusion: Among critically ill patients, unstable glycemia was associated with an extended hospital length of stay and a progression to death, emphasizing the importance of nursing intervention to prevent its occurrence.

Hospitalizations in older adults from the Zona da Mata of Minas Gerais, Brazil: data from the Unified Health System, 2016­2018

Introduction: The growing older population increases proportionately the demand for hospital care due to the increase in health problems. Objective: To estimate the prevalence and incidence of hospitalizations, and to investigate associated factors in older adults from the Zona da Mata of Minas Gerais, Brazil, between 2016-2018. Secondly, to provide a more comprehensive epidemiological overview of hospitalizations, the following were estimated: monthly hospitalization rate; hospital mortality rate; frequency of hospitalizations according to diagnosis, hospitalizations for conditions sensitive to primary care and in-hospital death; and hospital costs. Methods: This is an ecological and descriptive-analytic study. Data were obtained from the Brazilian Hospital Information System (SIH/SUS). Results: The prevalence of hospitalizations was 35.1% (31.2% in women and 39.7% in men). The monthly rate of hospitalizations was higher in older men when compared with older women (Rate-Ratio=1.35 [95% CI=1.27-1.43]) and adult men between 40­59 years (Rate Ratio=2.42 [95% CI=2.26-2.58]). The cumulative incidence of hospitalization was 144/1,000 older persons (125/1,000 women and 169/1,000 men). Factors significantly associated with hospitalizations were: male sex (PR=1.52 [95% CI=1.11-2.08]); hospitalization in surgical bed (PR=1.93 [95% CI=1.05-3.56]); absence of death (PR=1.94 [95% CI=1.03-3.65]); and hospital stay ≥15 days (PR=0.71 [95% CI=0.54 0.95]). The cost of hospitalizations was R$ 220,8 million (mean of R$ 201,700/day). Conclusion: The findings strengthen the need for preventive healthcare for the older population living in the Zona da Mata of Minas Gerais and alert managers to the substantial socioeconomic impact of hospitalizations.

Perfil epidemiológico de internações por doenças infecciosas e bacterianas em menores de 5 anos, de 2017 a 2021 / Perfil epidemiológico de las hospitalizaciones por enfermedades infecciosas y bacterianas más prevalentes en niños menores de 5 años, de 2017 a 2021 / Epidemiological profile of hospitalizations for the most prevalent infectious and bacterial diseases in children under 5 years, from2017 to 2021

Introdução:A internação representa um impacto considerável na vida de qualquer pessoa, podendo tomar proporções ainda maiores quando se trata de uma criança. A impossibilidade de realizar sua rotina, como brincar e ir à escola, faz com que a internação infantil assuma um contexto marcante.Dito isso, nota-se que grande parte dessas internações é evitável, sendo denominadasde Internações por Condições Sensíveis à Atenção Primária. Dessa forma, o atendimento ambulatorial de qualidade poderia resolver a maioria das enfermidades infantis, evitando esse desfecho.Objetivo:Elaborar um perfil epidemiológico de internações por doenças infecciosas e bacterianas mais prevalentes em menores de 5 anos, de 2017 a 2021, no Brasil. Metodologia:A pesquisa em questão se trata de um estudo ecológico de série temporal,elaborado através de informações coletadas por vias secundárias.Os dados foram coletados na plataforma DataSUS e no Sistema de Informação Hospitalar. Posteriormente, os dados foram processados e armazenados no aplicativo Microsoft Excel®, onde foram tratados e selecionados de acordo com sua relevância para a pesquisa. Resultados:Constata-se que a faixa etária situadaabaixo do primeiro ano de vidaapresenta um grau de hospitalização superior ao dascrianças que vãodo primeiro ao quarto ano completo.Quanto àfrequência relativa, depreende-se que diarreia e gastroenterite de origem infecciosa presumível apresentaram o maior índice de prevalência em relação às demais patologias, com o maior número chegando a 23,8% no ano de 2017 e o menor situando-se na faixa de 13,22% em 2020. Conclusões: Apesar do avanço na Atenção Primária à Saúde e da cobertura pré-natal, a assistência ainda é deficitária, sendo necessários mais investimentos na área e o fomento de políticas públicas que abranjam essa população (AU).

Introduction: Hospitalization represents a considerable impact on the life of any person, and can even take on even greater proportions when it comes to a child. The impossibility of realizing their routine, such as playing and going to school, means that hospitalization during childhood takes ona remarkable context. That said, it is noted that mostofthese hospitalizations are avoidable,and are called Ambulatory Care Sensitive Conditions. Thus, quality ambulatory care could solve most childhood illnesses, avoiding this outcome.Objective:To elaborate an epidemiological profile of hospitalizations for the most prevalent infectious and bacterial diseases in children under 5 years of age,from 2017 to 2021,in Brazil. Methodology: The research in question is an ecological study of time series, elaborated through information collected through secondary data sources. Data were collected from the DataSUS platform and the Hospital Information System. Subsequently, data were processed and stored in Microsoft Excel® application, where they were managedand selected according to their relevance to the research. Results:It is observed that the age group below the first year of life presents a higher degree of hospitalization thanthat of children ranging from the first to the fourth year. As for the relative frequency, it can be seen that diarrhea and gastroenteritis of presumable infectious origin had the highest prevalence rate compared to other pathologies, with the highest number reaching 23.8% in 2017 and the lowest being in the range of 13.22% in 2020. Conclusions: Despite the advances in Primary Health Care and prenatal coverage, assistance is still deficient, requiring more investments in the area and the promotion of public policies that cover this population (AU).

Introducción: La hospitalización representa un impacto considerable en la vida de cualquier persona, quepuede adquirir proporciones aún mayores cuando se trata de un niño. La imposibilidadde realizar su rutina, como jugar e ir al colegio, hace que la hospitalización infantiltengaun contexto notable. Dicho esto, cabe señalar que una gran parte de estas hospitalizaciones son evitables, denominándose Hospitalizaciones por Condiciones Sensibles a la Atención Ambulatoria. Así pues, una atención ambulatoria de calidad podría resolver la mayoría de las enfermedades infantiles, evitando este desenlace. Objetivo: Elaborar un perfil epidemiológico de las hospitalizaciones por enfermedades infecciosas y bacterianas más prevalentes en niños menores de 5 años, de 2017 a 2021, en Brasil. Metodología: La investigación en cuestión es un estudio ecológico de series temporales, elaborado a partir de información recogida por vías secundarias. Los datos se recogieron de la plataforma DataSUS y del Sistema de Información Hospitalaria. Posteriormente, los datos se procesaron y almacenaron en la aplicación Microsoft Excel®, donde se trataron y seleccionaron en función de su relevancia para la investigación. Resultados: Se observa que el grupo de edad inferior al primer año de vida presenta un mayor grado de hospitalización que los niños del primero al cuarto año completo. En cuanto a la frecuencia relativa, se puede inferirque la diarreay lagastroenteritis presumible origen infeccioso tuvieron la tasa de prevalencia más alta en relación con las demáspatologías, siendola cifra más alto el 23,8% en 2017 y lamás bajael rango del 13,22% en el 2020. Conclusiones: A pesar de los avances en la Atención Primariade Salud y en la cobertura prenatal, la asistencia aún es deficiente, por lo que se requieren mayoresinversiones en el área y la promoción de políticas públicas que cubran a esta población (AU).

Calidad de atención de enfermería en el adulto mayor hospitalizado: Revisión sistemática / Quality of nursing care for hospitalized elderly: a systematic review / Calidad de los cuidados de enfermería a ancianos hospitalizados: una revisión sistemática

El adulto mayor hospitalizado requiere atención especial debido a sus necesidades de salud, como manejar diversas condiciones médicas, evitar caídas y úlceras, dolor y discapacidad. Por lo tanto, el personal de enfermería desempeña un rol vital en el cuidado de estos pacientes, pues les brindan atención directa y constante en todos los aspectos fundamentales para su bienestar general. Objetivo. Identificar los factores que influyen en la calidad de atención del personal de enfermería al adulto mayor hospitalizado. Metodología. Se realizó una revisión sistemática en las siguientes bases de datos: Scopus, Scielo y Wos. Se analizaron 83 documentos luego de aplicar los criterios de inclusión y exclusión planteados; en las publicaciones se demuestra que, la calidad referida a la atención de enfermería, actualmente, es influenciada por los siguientes factores: coordinación y continuidad de cuidados, profundización en el conocimiento especializado, integración de tecnología e innovación, cuidado centrado en el paciente y colaboración interdisciplinaria y ambiente de práctica. Conclusión. La atención a adultos mayores hospitalizados requiere coordinación, continuidad y formación especializada para abordar enfermedades complejas y adaptarse a necesidades individuales. La tecnología mejora la atención, pero debe protegerse la privacidad. Enfoque en el paciente, colaboración interdisciplinaria y un ambiente colaborativo son esenciales para una atención efectiva.

Hospitalized older adults require special attention due to their health needs, such as managing various medical conditions, preventing falls and ulcers, pain and disability. Therefore, nurses play a vital role in the care of these patients, as they provide direct and constant attention to them in all aspects fundamental to their overall well-being. Objective. To identify the factors that influence the quality of care provided by nursing staff to hospitalized older adults. Methodology. A systematic review was carried out in the following databases: Scopus, Scielo and Wos. Eighty-three documents were analyzed after applying the proposed inclusion and exclusion criteria; the publications show that the quality of nursing care is currently influenced by the following factors: coordination and continuity of care, deepening of specialized knowledge, integration of technology and innovation, patient-centered care, interdisciplinary collaboration and practice environment. Conclusion. Care of hospitalized older adults requires coordination, continuity, and specialized training to address complex illnesses and adapt to individual needs. Technology improves care, but privacy must be protected. Patient focus, interdisciplinary collaboration, and a collaborative environment are essential for effective care.

Os idosos hospitalizados requerem uma atenção especial devido às suas necessidades de saúde, tais como a gestão de várias condições médicas, a prevenção de quedas e úlceras, a dor e a incapacidade. Por conseguinte, os enfermeiros desempenham um papel vital nos cuidados prestados a estes doentes, prestando uma atenção direta e constante a todos os aspectos fundamentais para o seu bem-estar geral. Objetivo. Identificar os factores que influenciam a qualidade dos cuidados prestados pela equipa de enfermagem aos idosos hospitalizados. Metodologia. Foi efectuada uma revisão sistemática nas seguintes bases de dados: Scopus, Scielo e Wos. Foram analisados 83 documentos após a aplicação dos critérios de inclusão e exclusão propostos; as publicações mostram que a qualidade dos cuidados de enfermagem é atualmente influenciada pelos seguintes factores: coordenação e continuidade dos cuidados, aprofundamento do conhecimento especializado, integração da tecnologia e inovação, cuidados centrados no doente e colaboração interdisciplinar e ambiente de prática. Conclusões. Os cuidados prestados aos idosos hospitalizados requerem coordenação, continuidade e formação especializada para tratar doenças complexas e adaptar-se às necessidades individuais. A tecnologia melhora os cuidados, mas a privacidade deve ser protegida. A centralidade no doente, a colaboração interdisciplinar e um ambiente de colaboração são essenciais para a eficácia dos cuidados.

Incidencia de infección de vías urinarias con catéter de nefrostomía percutánea posterior a la implementación de un programa estandarizado de cuidados / Incidence of urinary tract infections in patients with permanent percutaneous nephrostomy after implementation of a standardized care program

Resumen Antecedentes: Los catéteres de nefrostomía percutánea (CNP) que se utilizan en algunos hospitales oncológicos condicionan un incremento en las infecciones del tracto urinario (ITU). Objetivo: Determinar el impacto de un programa estandarizado de atención en la incidencia de ITU que requiere hospitalización (ITU-RH). Material y métodos: Estudio retrospectivo que incluyó pacientes con un primer CNP. Se comparó la incidencia, riesgo relativo (RR), costos y evolución de los pacientes con ITU-RH durante el período previo a la intervención (P0) versus posterior a ella (P1). Resultados: Se instalaron 113 CNP durante P0 y 74 durante P1. Durante P0, 61 pacientes (53.9 %) presentaron 64 episodios de ITU-RH, en 22 557 días de uso de CNP. Durante P1, cuatro pacientes (5.4%) cursaron con ITU-RH en el transcurso de 6548 días de uso del CNP (razón de tasa de incidencia de 0.21, IC 95 % = 0.05-0.57). El RR fue de 0.09 (IC 95 % = 0.03-0.25). El costo mensual por día-cama fue de 3823 USD en P0 y de 1076 USD en P1; el de los antibióticos, de 790 USD en P0 y 123.5 USD en P1. Conclusiones: Este estudio resalta la importancia de un programa estandarizado del cuidado de los dispositivos permanentes, el cual disminuye el uso de antibióticos, la hospitalización y el costo de la atención.

Abstract Background: Percutaneous nephrostomy tubes (PNT), which are used in some cancer hospitals, are associated with an increase in the incidence of urinary tract infections (UTI). Objective: To determine the impact of a standardized care program on the incidence of UTI requiring hospitalization (UTI-RH). Material and methods: Retrospective study that included patients with a first PNT inserted. The incidence, relative risk (RR), costs and outcomes of patients with UTI-RH were compared during the period before (P0) vs. after the intervention (P1). Results: 113 PNCs were inserted during P0, and 74 at P1. During P0, 61 patients (53.9%) experienced 64 UTI-RH events in 22,557 PNT days. At P1, four patients (5.4%) had a UTI-RH in 6,548 PNT days (IRR: 0.21, 95% CI: 0.05-0.57). The RR was 0.09 (95% CI: 0.03-0.25). Monthly cost per day/bed was USD 3,823 at P0 and USD 1,076 at P1, and for antibiotics, it was USD 790 at P0 and USD 123.5 at P1. Conclusions: This study highlights the importance of a standardized care program for permanent percutaneous devices, since this reduces antibiotic use, hospitalization, and the cost of care.

Variáveis Clínicas e Laboratoriais na Admissão Hospitalar são Preditores de Fibrilação Atrial Nova em Pacientes Internados com Pneumonia por COVID-19 / Clinical and Laboratory Data Up on Hospital Admission are Predictors of New-Onset Atrial Fibrillation in Patients Hospitalized Due to COVID-19 Pneumonia

Resumo Fundamento Fibrilação atrial nova (FAN) ocorre em pacientes internados por COVID-19. Há controvérsias quanto ao valor preditivo de dados clínicos e laboratoriais à admissão hospitalar para ocorrência de FAN. Objetivos Analisar, à admissão hospitalar, variáveis com potencial preditivo para ocorrência de FAN em pacientes com pneumonia por COVID-19. Método Estudo observacional, retrospectivo, caso-controle. Foram avaliados prontuários eletrônicos de pacientes consecutivos ≥ 60 anos, hospitalizados com pneumonia por COVID-19 entre 1º de março e 15 de julho de 2020. Comparações feitas pelos testes `t' de Student ou qui-quadrado. Foi empregado modelo de risco proporcional de Cox para identificação de preditores de FAN. Considerou-se o valor de p < 0,05 como estatisticamente significativo. Resultados Entre 667 pacientes internados por COVID-19, 201 (30,1%) foram incluídos. FAN foi documentada em 29 pacientes (14,4%) (grupo 1). Grupo 2 foi composto por 162 pacientes que não apresentaram FAN. Dez pacientes excluídos por estarem em FA na admissão hospitalar. Houve diferenças entre os grupos 1 e 2, respectivamente, no tempo de permanência em UTI (11,1±10,5 dias vs. 4,9±7,5 dias; p=0,004), necessidade de ventilação invasiva (82,9% e 32,7%; p<0,001) e mortalidade hospitalar (75,9% vs. 32,1%; p<0,001). No modelo de Cox, idade > 71 anos (hazard ratio [HR]=6,8; p<0,001), leucometria ≤ 7.720 cels.μL-1 (HR=6,6; p<0,001), natremia ≤ 137 mEq.L-1 (HR=5,0; p=0,001), escore SAPS3 > 55 (HR=5,6; p=0,002) e desorientação (HR=2,5; p=0,04) foram preditores independentes de FAN. Conclusões FAN é uma arritmia comum em idosos hospitalizados com pneumonia por COVID-19. Parâmetros clínicos e laboratoriais avaliados na admissão são preditores de FAN durante internação.

Abstract Background New-onset atrial fibrillation (NOAF) occurs in patients hospitalized due to COVID-19. It is still unknown whether clinical and laboratory data assessed upon hospital admission have predictive value for NOAF. Objectives To analyze, upon hospital admission, variables with predictive potential for the occurrence of NOAF in patients with COVID-19 pneumonia. Methods Observational, retrospective, case-control study. Electronic medical reports of consecutive patients, 60 years of age or older, hospitalized due to COVID-19 pneumonia between March 1st and July 15th, 2020, were reviewed. Non-paired Student or chi-squared tests compared variables. A Cox proportional hazard model was employed to identify independent predictors of NOAF. P value < 0.05 was considered statistically significant. Results Among 667 patients hospitalized due to COVID-19, 201 (30.1%) fulfilled the inclusion criteria. NOAF was documented in 29 patients (14.4%), composing group 1. Group 2 was composed of 162 patients without NOAF. Ten patients were excluded due to the AF rhythm upon hospital admission. In groups 1 and 2, there were differences in overall in-hospital survival rate (24.1 % vs. 67.9%; p<0.001), length of stay in ICU (11.1 ± 10.5 days vs. 4.9 ± 7.5 days; p=0.004) and need for mechanical ventilation rate (82.9% vs. 32.7%; p<0.001). In the Cox model, age > 71 y/o (HR=6.8; p<0.001), total leukocyte count ≤ 7,720 cels.μL-¹ (HR=6.6; p<0.001), serum [Na+] ≤ 137 mEq.L-¹ (HR=5.0; p=0.001), SAPS3 score > 55 (HR=5.6; p=0.002), and disorientation (HR=2.5; p=0.04) on admission were independent predictors of NOAF. Conclusion NOAF is a common arrhythmia in elderly hospitalized patients with COVID-19 pneumonia. Clinical and laboratory parameters evaluated on admission have a predictive value for the occurrence of NOAF during hospitalization.

Health benefit utilization and out-of-pocket expenses in outpatient care and hospitalizations: Baseline surveys of three primary care sites in the Philippines

Background@#The Philippine Primary Care Studies (PPCS) is a network of pilot studies that developed, implemented, and tested strategies to strengthen primary care in the country. These pilot studies were implemented in an urban, rural, and remote setting. The aim is to use the findings to guide the policies of the national health insurance program (PhilHealth), the main payor for individualized healthcare services in the country.@*Objective@#The objective of this report is to compare baseline outpatient benefit utilization, hospitalization, and health spending, including out-of-pocket (OOP) expenses, in three health settings (urban, rural, and remote). These findings were used to contextualize strategies to strengthen primary care in these three settings.@*Methods@#Cross-sectional surveys were carried out using an interviewer-assisted questionnaire on a random sample of families in the urban site, and a stratified random sample of households in the rural and remote sites. The questionnaire asked for out-patient and hospitalization utilization and spending, including the OOP expenses. @*Results@#A total of 787 families/households were sampled across the three sites. For outpatient benefits, utilization was low in all sites. The remote site had the lowest utilization at only 15%. Unexpectedly, the average annual OOP expenses for outpatient consults in the remote site was PhP 571.92/per capita. This is 40% higher than expenses shouldered by families in the rural area, but similar with the urban site. For hospital benefits, utilization was lowest in the remote site (55.7%) compared to 75.0% and 78.1% for the urban and rural sites, respectively. OOP expenses per year were highest in the remote site at PhP 2204.44 per capita, probably because of delay in access to healthcare and consequently more severe conditions. Surprisingly, annual expenses per year for families in the rural sites (PhP 672.03 per capita) were less than half of what families in the urban sites spent (PhP 1783.38 per capita). @*Conclusions@#Compared to families in the urban site and households in the rural sites, households in remote areas have higher disease rates and consequently, increased need for outpatient and inpatient health services. When they do get sick, access to care is more difficult. This leads to lower rates of benefit utilization and higher out-of-pocket expenses. Thus, provision of “equal” benefits can inadvertently lead to “inequitable” healthcare, pushing disadvantaged populations into a greater disadvantage. These results imply that health benefits need to be allocated according to need. Families in poorer and more remote areas may require greater subsidies.

Risk assessment of nosocomial infection in patients with multiple myeloma in the first hospitalization / 公共卫生与预防医学

Objective To assess the risk of nosocomial infection in patients with multiple myeloma during their first hospitalization. Methods Totally 480 patients with multiple myeloma who were hospitalized for the first time in department of hematology of West China Hospital, Sichuan University from August 2021 to August 2022 were included, and the nosocomial infection during treatment was statistically analyzed. The patients were divided into infected group and uninfected group. The independent influencing factors of nosocomial infection were analyzed and a prediction model was established. The reliability of the prediction model was analyzed by receiver operating characteristic curve (ROC). Results The incidence rate of nosocomial infection was 31.2% among 480 patients hospitalized for the first time. There were statistically significant differences in age, ISS staging, controlling nutritional status (CONUT) score, agranulocytosis, hemoglobin, and albumin between the infected group and the uninfected group (P<0.05). Logistic multivariate regression analysis showed that age, ISS staging, CONUT score, agranulocytosis, hemoglobin level, and albumin level were all independent correlated factors of nosocomial infection in patients with multiple myeloma hospitalized for the first time (P<0.05). The area under the ROC curve (AUC), sensitivity and specificity of multivariate logistic regression prediction model were 0.88 (95%CI: 0.840-0.920), 85.00% and 76.36%, respectively. Conclusion The incidence rate of nosocomial infection is high among patients with multiple myeloma in the first hospitalization. The prediction model established according to independent correlated factors of nosocomial infection has high predictive value on the occurrence of nosocomial infection.

Hospitalization expenses of adult leukemia patients with relapse based on quantile regression / 公共卫生与预防医学

Objective Based on quantile regression analysis, the influencing factors of relapse hospitalization expenses of adult leukemia patients were analyzed. Methods Analyze the composition and influencing factors of hospitalization expenses for leukemia recurrence patients in our hospital. Results From 2017 to 2022 , the per capita hospitalization cost for leukemia patients with recurrence showed an increasing trend year by year. The results of quantile regression model showed that age, payment method , length of stay, times of stay, operation and complications had an impact on the hospitalization expenses of patients at different quantiles, and the difference between different quantiles was statistically significant (P<0.05). Conclusions The quantile regression method can more clearly reflect the distribution of the variables of each factor , we can reduce the hospitalization expenses of patients by improving the coverage rate of medical insurance and controlling the length of stay.

2017 to 2021 suicidal behavior in hospitalized patients with major depression and the influencing factors / 上海预防医学

ObjectiveTo analyze the suicidal behavior in hospitalized patients with major depression and its influencing factors. MethodsA total of 1 000 patients with major depression admitted to our hospital from January 2017 to July 2021 were selected as the research subjects to investigate the status quo of suicidal behavior of the enrolled patients. According to the survey results， the patients were divided into suicidal behavior group and non-suicidal behavior group， and the related factors affecting their suicidal behavior. ResultsA total of 511 cases （51.10%） of the patients with major depression committed suicide in hospital， including 271 cases （27.10%） of suicidal ideation， 186 cases （18.60%） of attempted suicide， and 54 cases （5.40%） of suicide death. 489 patients （48.90%） did not commit suicide. Univariate analysis showed that there were significant differences in age， gender， marital status， loss of interest or pleasure， anxiety， sense of worthlessness or self-guilt， sleep status， personality， depressive episodes and paranoia between the suicidal behavior group and the non-suicidal behavior group （all P<0.05）. Logistic multifactorial regression analysis showed that age ≤28 years （OR=1.54）， female （OR=1.93）， anxiety （OR=1.61）， sense of worthlessness or self-guilt （OR=1.85） and paranoia （OR=2.15） were all independent predictors of suicidal behavior in the patients with major depression. ConclusionThe incidence of nosocomial suicide in patients with major depression is high. Early onset age， female， anxiety， sense of worthlessness or self-guilt， more depressive episodes and paranoia are independent risk predictors of suicide in patients with major depression. This finding can be used for clinical intervention to reduce the occurrence of suicide in patients.

The impact of hospitalization on mortality in patients with connective tissue disease-associated interstitial lung disease: a medical records review study

Abstract Background Interstitial lung disease (ILD) remains one of the most important causes of morbidity and mortality in patients with Connective Tissue Diseases (CTD). This study evaluated the impact of hospitalization on mortality in an ethnically and racially diverse cohort of CTD-ILD patients. Methods We conducted a medical records review study at Montefiore Medical Center, Bronx, NY. We included 96 patients and collected data on demographic characteristics, reasons for hospitalization, length of stay, immunosuppressant therapy use, and mortality. We stratified our patients into two cohorts: hospitalized and nonhospitalized. The hospitalized cohort was further subdivided into cardiopulmonary and non-cardiopulmonary admissions. Two-sample tests or Wilcoxon's rank sum tests for continuous variables and Chi-square or Fisher's exact tests for categorical variables were used for analyses as deemed appropriate. Results We identified 213 patients with CTD-ILD. Out of them, 96 patients met the study's inclusion criteria. The majority of patients were females (79%), and self-identified as Hispanic (54%) and Black (40%). The most common CTDs were rheumatoid arthritis (RA) (29%), inflammatory myositis (22%), and systemic sclerosis (15%). The majority (76%) of patients required at least one hospitalization. In the non-hospitalized group, no deaths were observed, however we noted significant increase of mortality risk in hospitalized group (p = 0.02). We also observed that prolonged hospital stay (> 7 days) as well as older age and male sex were associated with increased mortality. Conclusion Prolonged (> 7 days) hospital stay and hospitalization for cardiopulmonary causes, as well as older age and male sex were associated with an increased mortality risk in our cohort of CTD-ILD patients.

Associação do Nível de ST2 Solúvel com Mortalidade em 6 Meses e/ou Hospitalização Recorrente Relacionada a Doenças Cardiovasculares em Embolia Pulmonar / Association of soluble ST2 Level with 6-month Mortality and/or Recurrent Cardiovascular-Related Hospitalization in Pulmonary Embolism

Resumo Fundamento: A associação de supressão solúvel da tumorigênese-2 (sST2) com prognóstico em embolia pulmonar (EP) é desconhecida. Objetivo: Este estudo teve como objetivo investigar a relação entre os níveis de sST2 em pacientes com EP aguda e mortalidade em 6 meses e hospitalizações recorrentes. Métodos: Este estudo prospectivo incluiu 100 pacientes com EP aguda. Os pacientes foram classificados em dois grupos de acordo com a mortalidade em 6 meses e a presença de hospitalizações recorrentes relacionadas a doenças cardiovasculares. Dois grupos foram comparados. Um valor de p de 0,05 foi considerado estatisticamente significativo. Resultados: Os níveis de ST2 solúvel foram significativamente maiores no grupo com mortalidade e internações recorrentes. (138,6 ng/mL (56,7-236,8) vs. 38 ng/mL (26,3-75,4); p<0,001) O melhor limite de corte para níveis de sST2 na previsão de um desfecho composto de mortalidade em 6 meses e/ou a hospitalização recorrente relacionada a doenças cardiovasculares foi >89,9, com especificidade de 90,6% e sensibilidade de 65,2%, de acordo com a curva Receiver Operating Characteristic (área sob a curva = 0,798; IC 95%, 0,705-0,891; p <0,0001). Após ajuste para fatores de confusão que foram estatisticamente significativos na análise univariada ou para as variáveis correlacionadas com os níveis de sST2, nível de sST2 (OR = 1,019, IC 95%: 1,009-1,028, p 0,001) e proteína C reativa (PCR). (OR = 1,010, IC 95%: 1,001-1,021, p = 0,046) continuaram a ser preditores significativos de mortalidade em 6 meses e/ou hospitalização recorrente relacionada a doenças cardiovasculares no modelo de regressão logística múltipla através do método backward stepwise. Conclusões: O nível de ST2 solúvel parece ser um biomarcador para prever mortalidade em 6 meses e/ou hospitalização recorrente relacionada a doenças cardiovasculares em pacientes com EP aguda.

Abstract Background: The association of soluble suppression of tumorigenesis-2 (sST2) levels with prognosis in pulmonary embolism (PE) is unknown. Objective: This study aimed to investigate the relationship between sST2 levels in patients with acute PE and 6-month mortality and recurrent hospitalizations. Methods: This prospective study included 100 patients with acute PE. Patients were classified into two groups according to 6-month mortality and the presence of recurrent Cardiovascular-Related hospitalizations. Two groups were compared. A p-value of 0.05 was considered statistically significant. Results: Soluble ST2 levels were significantly higher in the group with mortality and recurrent hospitalizations. (138.6 ng/mL (56.7-236.8) vs. 38 ng/mL (26.3-75.4); p<0.001) The best cut-off threshold for sST2 levels in the prediction of a composite outcome of 6-month mortality and/or recurrent Cardiovascular-Related hospitalization was found to be >89.9 with a specificity of 90.6% and a sensitivity of 65.2%, according to the receiver operating characteristic curve (area under the curve = 0.798; 95% CI, 0.705-0.891; p <0.0001). After adjusting for confounding factors that were either statistically significant in the univariate analysis or for the variables correlated with the sST2 levels, sST2 level (OR = 1.019, 95% CI: 1.009-1.028, p 0.001) and C-reactive protein (CRP ) (OR = 1.010, 95% CI: 1.001-1.021, p = 0.046) continued to be significant predictors of 6-month mortality and/or recurrent Cardiovascular-Related hospitalization in the multiple logistic regression model via backward stepwise method. Conclusion: Soluble ST2 level seems to be a biomarker to predict 6-month mortality and/or recurrent Cardiovascular-Related hospitalization in patients with acute PE.

Uso de telas por crianças e adolescentes hospitalizados: percepção dos cuidadores / Screen use by hospitalized children and adolescents: caregivers' perception

Resumo Este estudo objetivou analisar o tempo de uso de telas por crianças e adolescentes nos contextos domiciliar e hospitalar sob a percepção de seus cuidadores. Foi realizada pesquisa exploratória e transversal com abordagem quantitativa em um hospital público e universitário de uma capital brasileira. Para coleta de dados, foram aplicados dois questionários aos cuidadores: com questões socioeconômicas e da internação e questões sobre o tempo de uso de telas em casa e no hospital e a percepção deles a esse respeito. Foi utilizada estatística descritiva e inferencial para análise de dados. Participaram do estudo 40 cuidadores de crianças e adolescentes hospitalizados, a maioria do sexo feminino (90%, n=36). Quanto à caracterização das crianças e adolescentes, a maioria era do sexo masculino (55%, n=22), com idade entre 8 meses e 17 anos. Sobre o motivo das internações, identificou-se que 40% (n=16) delas foram ocasionadas por doenças da pele e tecido subcutâneo, e o tempo de internação variou de 1 a 37 dias, com média de 11 dias. Os resultados obtidos indicaram tempo de uso de telas superior ao recomendado, embora não tenha sido constatada diferença significativa entre o tempo de uso em casa e no hospital, entre os dias da semana e/ou entre os tipos de tela. Em relação à percepção dos cuidadores, observou-se que parte deles acredita que o tempo de uso de telas é adequado, indicando a necessidade de sua maior capacitação sobre o tema.

Abstract This study aimed to analyze screen time usage among children and adolescents in both home and hospital settings from their caregivers' perception. An exploratory and cross-sectional research with a quantitative approach was conducted at a public university hospital in a Brazilian capital. Data collection involved administering two questionnaires to caregivers: one on socioeconomic and hospitalization factors, and another on screen time usage at home and in the hospital and their perceptions thereof. Descriptive and inferential statistics were used for data analysis. The study included 40 caregivers of hospitalized children and adolescents, the majority of whom were female (90%, n=36). Regarding the children and adolescents' characteristics, the majority were male (55%, n=22), aged between 8 months and 17 years. As for the reasons for hospitalization, it was identified that 40% (n=16) were due to diseases of the skin and subcutaneous tissue, and the length of hospital stay ranged from 1 to 37 days, with an average of 11 days. The results indicated screen time usage above recommended levels, though no significant difference was found between home and hospital usage, between weekdays, and/or between types of screens. Regarding caregivers' perceptions, it was observed that some believe the amount of screen time is appropriate, indicating a need for greater training on the topic.

Birth weight and asthma in young adults of a Brazilian birth cohort / Peso ao nascer e asma em adultos jovens de um coorte brasileiro de nascimentos

Abstract This article aims to evaluate the association between birth weight and asthma in adulthood, estimated by employing structural equation modeling. Cohort study with 1,958 participants aged 23-25 years from Ribeirão Preto, São Paulo, Brazil. Standardized questionnaires were applied and pulmonary function evaluated, including bronchial reactivity with methacholine. A theoretical model was proposed to explore the effects of birth weight and asthma in adulthood. Asthma, socioeconomic status at birth (Birth SES), and current socioeconomic status (Adult SES) were obtained by constructs. Maternal age, sex, skin color, body mass index (BMI), smoking, parental asthma history, history of respiratory infection before five years old, history of hospitalization for lung disease before two years old, and atopy were the studied variables. 14.1% of participants were diagnosed with asthma. Birth weight was associated with asthma (Standardized Coefficient - SCtotal=-0.110; p=0.030), and an indirect effect was also observed (SCindirect=-0.220; p=0.037), mediated by hospitalization before two years and respiratory infection before five years. Lower birth weight showed an increased risk of asthma in adulthood and the SES Birth and Adult SES variables underlie this association.

Resumo O objetivo deste artigo é avaliar associação entre peso ao nascer e asma na vida adulta pela análise de equações estruturais. Estudo de coorte com 1.958 participantes de 23-25 anos, residentes em Ribeirão Preto, São Paulo, Brasil. Foram aplicados questionários padronizados e avaliado a função pulmonar, incluindo hiper-reatividade brônquica com metacolina. O modelo teórico foi proposto para explorar os efeitos do peso ao nascer e asma na vida adulta. Asma, status socioeconômico ao nascimento (SES Nascimento) e status socioeconômico adulto (SES adulto) foram obtidos por um construto. Variáveis estudadas: idade materna, idade, sexo, cor da pele, índice de massa corporal (IMC), tabagismo, história de asma dos pais, história de infecção respiratória antes dos cinco anos, história de internação por doença pulmonar antes dos dois anos e atopia. 14,1% dos participantes foram diagnosticados com asma. Peso ao nascer foi associado com asma (Coeficiente Padronizado - CPtotal=-0,110; p=0,030), e foi observado efeito indireto (CPindireto=-0,220; p=0,037), mediado por internação antes dos dois anos e infecção respiratória antes dos 5 anos. Menor peso ao nascer aumentou o risco para asma na vida adulta e as variáveis SES Nascimento e SES adulto foram subjacentes a esta associação.

Asthma in the Brazilian Unified Health Care System: an epidemiological analysis from 2008 to 2021

ABSTRACT Objective: To analyze the number of hospitalizations, the length of hospital stay, and mortality due to asthma, as well as the costs to the Unified Health Care System in Brazil between 2008 and 2021. Methods: This was a cross-sectional epidemiological study using data from the Information Technology Department of the Brazilian Unified Health Care System. Proportional hospitalization and death rates were estimated per 100,000 population by age, microregion, and year. Results: The number of hospitalizations and deaths due to asthma decreased from 2008 to 2021 (205,392 vs. 55,009 and 822 vs. 327, respectively). In addition, a between-sex difference was observed in asthma-related hospitalizations in 2008, and more men were hospitalized in 2021 (51.8%). Asthma mortality rates were similar for both sexes (50.0% each) in 2008, and a slight increase was observed in women's deaths in 2021 (52.9%). Even so, approximately one death/day and more than 55,000 hospitalizations were observed yearly, with a mean length of hospital stay of three days. Additionally, the Southeast region allocated more financial resources to asthma-related hospitalizations. Conclusions: Our results showed that the number of deaths and hospitalizations due to asthma substantially declined during the study period.

Detección de eventos adversos en pacientes internados en clínica médica utilizando la herramienta Global Trigger Tool / Detection of adverse events in patients interned in medical clinic using the Global Trigger Tool

Resumen Introducción : El Global Trigger Tool (GTT) es una herramienta que identifica con precisión los eventos adversos, estos representan un problema relevante y prevenible en los hospitales. Métodos : Estudio de corte transversal basado en la revisión retrospectiva de historias clínicas aleatorizadas utilizando el GTT. Resultados : Se detectaron 161 eventos adversos (EA): 51 por cada 100 admisiones, 66 por cada 1000 días pa ciente y 30% de admisiones con EA. Los disparadores más frecuentes fueron del módulo cuidados, 25% com plicaciones asociadas al uso de procedimientos, 10% úlceras por presión y 9% infecciones asociadas a la atención. La presencia de EA tuvo asociación estadís ticamente significativa con estancia mayor a 5 días, y asociación moderada con edad y número de disparado res. En cuanto al daño, 78% de los pacientes presentaron eventos leves y 4% eventos fatales. En el análisis con cur vas ROC, los disparadores con mayor área bajo la curva fueron: complicación de procedimientos (0.70), úlceras por presión (0.61) y código de respuesta rápida (0.60). Discusión : Los eventos por 100 admisiones fueron superiores a la bibliografía pero no hubo diferencias en eventos por cada 1000 días paciente. Los casos fatales se produjeron por enfermedades infecciosas respiratorias en pacientes con comorbilidades, necesidad de sonda nasogástrica y deterioro cognitivo. Se destaca la escasa aplicación de la herramienta en hospitales públicos, y la implementación de análisis de disparadores con cur vas ROC. Conocer la frecuencia y el tipo de evento más frecuente permitirá implementar medidas que mejoren la seguridad de los pacientes.

Abstract Introduction : The Global Trigger Tool (GTT) is a tool that accurately identifies adverse events that represent a significant problem in hospitals. Methods : Cross-sectional study based on retrospec tive review of randomized medical records using the GTT tool. Results : A total of 161 adverse events (AEs) were detected: 51 events per 100 admissions, 66 per 1000 patient-days, and 30% of admissions with AEs. The most frequent triggers were from the care module, with 25% complications associated with the use of procedures, 10% pressure ulcers, and 9% care-associated infections. The presence of AEs had a statistically significant asso ciation with a stay of more than 5 days, and a moderate association with age and number of triggers. Regarding the damage, 78% of the patients presented mild events and 4% fatal events. The ROC curves analysis showed that the triggers with the greatest area under the curve were: procedural complication (0.70), pressure ulcers (0.61) and rapid response code (0.60). Discussion : The number of events per 100 admis sions was higher than that reported in the literature, but there were no differences in events per 1000 patient-days. Fatal cases were caused by respiratory infectious diseases in patients with comorbidities, nasogastric tube needs and cognitive decline. The study highlights the scarce use of the tool in public hospitals and the implementation of trigger analysis with ROC curves. Knowing the frequency and the most frequent type of event will allow the implementation of measures that improve patient safety.

Early Outcomes of Minimally Invasive Right Anterior Thoracotomy vs. Median Full Sternotomy in Isolated Aortic Valve Replacement: A Propensity Score Analysis

ABSTRACT Introduction: This study aimed to compare the early postoperative outcomes of right anterior thoracotomy minimally invasive aortic valve replacement (RAT-MIAVR) surgery with those of median full sternotomy aortic valve replacement (MFS-AVR) approach with the goal of identifying potential benefits or drawbacks of each technique. Methods: This retrospective, observational, cohort study included 476 patients who underwent RAT-MIAVR or MFS-AVR in our hospital from January 2015 to January 2023. Of these, 107 patients (22.5%) underwent RAT-MIAVR, and 369 patients (77.5%) underwent MFS-AVR. Propensity score matching was used to minimize selection bias, resulting in 95 patients per group for analysis. Results: After propensity matching, two groups were comparable in preoperative characteristics. RAT-MIAVR group showed longer cardiopulmonary bypass time (130.24 ± 31.15 vs. 117.75 ± 36.29 minutes, P=0.012), aortic cross-clamping time (76.44 ± 18.00 vs. 68.49 ± 19.64 minutes, P=0.004), and longer operative time than MFS-AVR group (358.47 ± 67.11 minutes vs. 322.42 ± 63.84 minutes, P=0.000). RAT-MIAVR was associated with decreased hospitalization time after surgery, lower postoperative blood loss and drainage fluid, a reduced incidence of mediastinitis, increased left ventricular ejection fraction, and lower pacemaker use compared to MFS-AVR. However, there was no significant difference in the incidence of major complications and in-hospital mortality between the two groups. Conclusion: RAT-MIAVR is a feasible and safe alternative procedure to MFS-AVR, with comparable in-hospital mortality and early follow-up. This minimally invasive approach may be a suitable option for patients requiring isolated aortic valve replacement.

Factors associated with hospitalizations and deaths of pregnant women from Paraná due to COVID-19: a cross-sectional study / Fatores associados a hospitalizações e óbitos de gestantes paranaenses por COVID-19: estudo transversal

ABSTRACT Objective: To analyze the factors associated with hospitalization in the ward and intensive care unit (ICU), and with death from COVID-19 in pregnant women with confirmed cases. Methods: Observational, cross-sectional study, carried out with data from pregnant women with a confirmed case of COVID-19 from the Influenza Epidemiological Surveillance Information System and the Paraná's state COVID-19 notification system. The association between the independent and dependent variables (hospitalization in the ward and ICU, and death) was investigated using the Poisson regression model with robust variance. Results: 4,719 pregnant women comprised the study population. 9.6 and 5.1% were hospitalized in wards and ICU, respectively. 1.9% died. There was an association between advanced maternal age and hospitalization in wards (PR=1.36; 95%CI 1.10-1.62) and ICU (PR=2.25; 95%CI 1.78-2.71), and death (PR=3.22; 95%CI 2.30-4.15). An association was found between the third trimester and hospitalization in wards (PR=5.06; 95%CI 2.82-7.30) and ICU (PR=6.03; 95%CI 3.67-8.39) and death (PR=13.56; 95%CI 2.90-24.23). The second trimester was associated with ICU admission (PR=2.67; 95%CI 1.36-3.99). Pregnant women with cardiovascular disease had a higher frequency of hospitalization in wards (PR=2.24; 95%CI 1.43-3.05) and ICU (PR=2.66; 95%CI 1.46-3.87). Obesity was associated with ICU admission (PR=3.79; 95%CI 2.71-4.86) and death (PR=5.62; 95%CI 2.41-8.83). Conclusions: Advanced maternal age, the end of the gestational period and comorbidities were associated with severe COVID-19.

RESUMO Objetivo: Analisar os fatores associados à hospitalização em enfermaria e unidade de terapia intensiva (UTI), e ao óbito pela COVID-19 em gestantes com caso confirmado. Métodos: Pesquisa observacional, transversal, realizada com dados de gestantes com caso confirmado para COVID-19 provenientes do Sistema de Informação de Vigilância Epidemiológica da Gripe e do Sistema Estadual Notifica COVID-19, do Paraná. Investigou-se a associação entre variáveis independentes e dependentes (hospitalização em enfermaria e UTI, e óbito) pelo modelo de regressão de Poisson com variância robusta. Resultados: 4.719 gestantes compuseram a população do estudo; 9,6 e 5,1% foram hospitalizadas em enfermaria e UTI, respectivamente; 1,9% evoluíram para óbito. Houve associação entre a idade materna avançada e internação em enfermaria (RP=1,36; IC95% 1,10-1,62) e UTI (RP=2,25; IC95% 1,78-2,71), e óbito (RP=3,22; IC95% 2,30-4,15). Verificou-se associação entre o terceiro trimestre gestacional e hospitalização em enfermaria (RP=5,06; IC95% 2,82-7,30) e UTI (RP=6,03; IC95% 3,67-8,39) e óbito (RP=13,56; IC95% 2,90-24,23). O segundo trimestre associou-se à internação em UTI (RP=2,67; IC95% 1,36-3,99). Gestantes com cardiopatia apresentaram maior frequência de hospitalização em enfermaria (RP=2,24; IC95% 1,43-3,05) e UTI (RP=2,66; IC95% 1,46-3,87). A obesidade foi associada à admissão em UTI (RP=3,79; IC95% 2,71-4,86) e ao óbito (RP=5,62; IC95% 2,41-8,83). Conclusão: A idade materna avançada, o final do período gestacional e comorbidades foram fatores associados a quadros graves de COVID-19.

Was the COVID-19 epidemic synchronous in space? An analysis in the health regions of the Rio de Janeiro state, 2020-2022 / A epidemia de COVID-19 foi síncrona no espaço? Uma análise nas regiões de saúde do estado do Rio de Janeiro, 2020-2022

ABSTRACT Objective: To analyze the spatio-temporal dynamics of COVID-19 in the Rio de Janeiro state within the nine health regions, between March 2020 and December 2022. Methods: The Poisson model with random effects was used to smooth and estimate the incidence of COVID-19 hospitalizations reported in the Influenza Epidemiological Surveillance Information System (SIVEP-Gripe) to verify the synchronicity of the epidemic in the state. Results: The COVID-19 epidemic in the state is characterized by the presence of seven peaks during the analyzed period corresponding to seven found. An asynchrony in hospitalizations was identified, varying according to the different virus variants in the nine health regions of the state. The incidence peaks of hospitalizations ranged from 1 to 12 cases per 100,000 inhabitants during the pandemic. Conclusion: This spatio-temporal analysis is applicable to other scenarios, enabling monitoring and decision-making for the control of epidemic diseases in different areas.

RESUMO Objetivo: Analisar a dinâmica espaço-temporal de COVID-19 no estado do Rio de Janeiro nas nove regiões de saúde, entre março de 2020 e dezembro de 2022. Métodos: Utilizou-se o modelo de Poisson com efeitos aleatórios para suavizar a curva de incidência de hospitalizações por COVID-19 notificadas no Sistema de Informação da Vigilância Epidemiológica da Gripe (Sivep-Gripe) para verificar a sincronicidade da epidemia no estado. Resultados: A epidemia de COVID-19 no estado é caracterizada pela presença de sete picos no período analisado correspondentes a sete variantes encontradas. Identificou-se uma assincronicidade nas hospitalizações, variando de acordo com as diferentes variantes do vírus nas nove regiões de saúde do estado. Os picos de incidência das hospitalizações variaram de 1 a 12 casos por 100 mil habitantes no decorrer da pandemia. Conclusão: Essa análise espaço-temporal é extensível em outros cenários, sendo possível o monitoramento e a tomada de decisões de controle de doenças epidêmicas em várias áreas.