1.Prevalence, Clinical Characteristics, and Outcomes of Intensive Care Unit Patients Requiring Prolonged Mechanical Ventilation in a Tertiary Hospital in the Philippines: A Single-Center Retrospective Cross-sectional Study.
Regiel Christian Q. Mag-usara ; Jose Gabriel T. Go ; Marc Lharen M. Barsabal ; Diana R. Tamondong-Lachica
Acta Medica Philippina 2026;60(3):47-59
OBJECTIVES
Epidemiology data on prolonged mechanical ventilation (PMV) and PMV patient features in the Philippines is lacking. This retrospective cross-sectional study aimed to determine the prevalence of PMV among intubated patients, describe patient characteristics and outcomes, and identify risk factors associated with PMV.
METHODSA retrospective review of records was done on adult intubated patients admitted under the Medical Intensive Care Unit Service from July 2022 to June 2023. Various clinical characteristics and outcomes of PMV and non-PMV patients were collected, compared, and analyzed. PMV was defined as having MV for ≥6 hours per day
for >21 days.
Among 261 intubated ICU patients admitted, 75 (28.7%) required PMV. PMV patients were older (62 vs.
53.5), had higher Charlson Comorbidity Index scores (4 vs. 3), and required vasopressors (81.33% vs. 54.84%)
and blood products (93.33% vs. 51.08%) more often. Nosocomial infections (86.67% vs. 45.70%), ventila- tor-related (30.67% vs. 12.37%) and in-hospital (66.22% vs. 32.97%) complications developed more frequently.
Outcomes such as ICU length of stay (29.5 vs. 7 days) and hospital mortality (61.33% vs. 41.94%) were longer. Vasopressor use (OR 2.25, 95% CI 1.06-4.76), develop- ment of nosocomial infections (OR 6.20, 95% CI 2.64-
14.56), and development of in-hospital-related compli- cations (OR 2.20, 95% CI 1.13-4.30) were independent predictors of PMV.
In this single-center investigation, 28.7% of ICU patients required PMV. Knowledge of patient characteristics and risk factors aid in the development of interventions that improve outcomes and reduce PMV prevalence. Larger studies are recommended to assess nationwide PMV epidemiology and provide data on the need for step-down units for weaning.
Human ; Male ; Female ; Weaning ; Ventilation ; Tertiary Care Centers ; Length Of Stay ; Comorbidity
2.A 10-year longitudinal analysis of the impact of demographic, lifestyle, and medical factors on semen qualities in men in a city in the midwestern region of the United States of America.
Malik SCOTT ; Anaelena RODRIGUEZ ; Orry MARCIANO ; Rachel NORDGREN ; Scott D LUNDY ; Omer A RAHEEM
Asian Journal of Andrology 2025;27(4):464-469
This study was to survey the relationship between semen values and demographics, comorbidities, and recreational substance use in a large cohort of adult men at the University of Chicago Medical Center Department of Urology (Chicago, IL, USA). We performed an analysis from January 2013 to December 2023 of semen samples obtained from adult patients at our institution and collected their demographics, comorbid medical conditions, and recreational substance use information. Patients were divided into categories of normozoospermia, oligozoospermia, and azoospermia on the basis of the 5 th version of the World Health Organization (WHO) guidelines. Data were analyzed by univariate linear and logistic regression models, after which statistically significant variables were placed into multivariable models. Azoospermia and oligozoospermia were both associated with Caucasian or Black, Indigenous, and People of Color (BIPOC) race (both P < 0.001), increasing age ( P = 0.005 and P < 0.001, respectively), anemia ( P < 0.001 and P = 0.02, respectively), lifetime tobacco use (both P < 0.001), lifetime alcohol use ( P = 0.02 and P < 0.001, respectively), and lifetime use of at least two recreational substances ( P < 0.001 and P = 0.003, respectively) in multivariable models. Oligospermia was additionally associated with benign prostatic hyperplasia (BPH; P = 0.003) in multivariable models. This study suggests that at-risk populations may benefit from additional early screening and workup for infertility.
Humans
;
Male
;
Adult
;
Longitudinal Studies
;
Middle Aged
;
Semen Analysis
;
Life Style
;
Oligospermia/epidemiology*
;
Azoospermia/epidemiology*
;
Comorbidity
;
Midwestern United States/epidemiology*
;
Young Adult
3.Construction of a mixed valvular heart disease-related age-adjusted comorbidity index and its predictive value for patient prognosis.
Murong XIE ; Haiyan XU ; Bin ZHANG ; Yunqing YE ; Zhe LI ; Qingrong LIU ; Zhenyan ZHAO ; Junxing LYU ; Yongjian WU
Journal of Zhejiang University. Medical sciences 2025;54(2):230-240
OBJECTIVES:
To create a mixed valvular heart disease (MVHD)-related age-adjusted comorbidity index (MVACI) model for predicting mortality risk of patients with MVHD.
METHODS:
A total of 4080 patients with moderate or severe MVHD in the China-VHD study were included. The primary endpoint was 2-year all-cause mortality. A MVACI model prediction model was constructed based on the mortality risk factors identified by univariate and multivariate Cox regression analysis. Restricted cubic splines were used to assess the relationship between MVACI scores and 2-year all-cause mortality. The optimal threshold, determined by the maximum Youden index from receiver operator characteristic (ROC) curve analysis, was used to stratify patients. Kaplan-Meier method was used to calculate 2-year all-cause mortality and compared using the Log-rank test. Univariate and multivariate Cox proportional hazards models were employed to calculate hazard ratios (HR) and 95% confidence intervals (CI), evaluating the association between MVACI scores and mortality. Paired ROC curves were used to compare the discriminative ability of MVACI scores with the European System for Cardiac Operative Risk Evaluation Ⅱ(EuroSCORE Ⅱ) or the age-adjusted Charlson comorbidity index (ACCI) in predicting 2-year clinical outcomes, while calibration curves assessed the calibration of these models. Internal validation was performed using the Bootstrap method. Subgroup analyses were conducted based on etiology, treatment strategies, and disease severity.
RESULTS:
Multivariate analysis identified the following variables independently associated with 2-year all-cause mortality in patients: pulmonary hypertension, myocardiopathy, heart failure, low body weight (body mass index <18.5 kg/m2), anaemia, hypoalbuminemia, renal insufficiency, cancer, New York Heart Association (NYHA) class and age. The score was independently associated with the risk of all-cause mortality, and exhibited good discrimination (AUC=0.777, 95%CI: 0.755-0.799) and calibration (Brier score 0.062), with significantly better predictive performance than EuroSCORE Ⅱ or ACCI (both adjusted P<0.01). The internal validation showed that the MVACI model's predicted probability of 2-year all-cause mortality was generally consistent with the actual probability. The AUCs for predicting all-cause mortality risk were all above 0.750, and those for predicting adverse events were all above 0.630. The prognostic value of the score remained consistent in patients regardless of their etiology, therapeutic option, and disease severity.
CONCLUSIONS
The MVACI was constructed in this study based on age and comorbidities, and can be used for mortality risk prediction and risk stratification of MVHD patients. It is a simple algorithmic index and easy to use.
Humans
;
Prognosis
;
Comorbidity
;
Heart Valve Diseases/epidemiology*
;
Female
;
Male
;
Middle Aged
;
Aged
;
Proportional Hazards Models
;
Risk Factors
;
China/epidemiology*
;
Age Factors
;
Risk Assessment
;
Adult
;
ROC Curve
4.Multimorbidity patterns and associated hospitalization costs among different age groups of patients in a single medical center.
Tao LI ; Xiaolin XU ; Yangyang CHENG ; Kai LIN
Journal of Zhejiang University. Medical sciences 2025;54(4):423-433
OBJECTIVES:
To analyze the multimorbidity patterns and core diseases among hospitalized patients in different age groups and to explore the impacts of multimorbidity patterns on hospitalization costs.
METHODS:
Electronic medical records of adult inpatients (aged ≥18 years) from Ningbo Medical Center Lihuili Hospital between January 1, 2018, and June 30, 2023 were collected. The multimorbidity status involving 53 specific diseases was analyzed across different age groups. Association rule mining was used to identify common multimorbidity patterns. Complex network analysis was used to identify core diseases within the multimorbidity networks. Generalized estimating equations (GEE) were used to analyze the impact of different multimorbidity patterns on hospitalization costs.
RESULTS:
The prevalence of multimorbidity among the 359 402 adult inpatients was 38.51%, with higher rates observed in males (43.60%) and elderly patients (58.29%). Association rule mining identified 15 common multimorbidity patterns, which exhibited differences across age groups. The most prevalent multimorbidity pattern overall was "diabetes→hypertension" (support=7.04%, confidence=62.17%, lift=2.17). In the young adult group, the most prevalent pattern was "dyslipidemia→chronic liver disease" (support=1.19%, confidence=53.17%, lift=6.04). In the middle-aged group, it was "diabetes→hypertension" (support=4.84%, confidence=50.28%, lift=2.15). In the elderly group, it was "coronary heart disease, diabetes→hypertension" (support=2.38%, confidence=77.43%, lift=1.63). Complex network analysis revealed that the core diseases within multimorbidity networks differed across age groups. The core disease identified in the young adult group was chronic liver disease (degree centrality=50, betweenness centrality=0.055, closeness centrality=0.963). Core diseases in the middle-aged group included hypertension, chronic liver disease, and diabetes (all with degree centrality=52, betweenness centrality=0.022, closeness centrality=1.000). Core diseases in the elderly group comprised hypertension, diabetes, malignant tumors, chronic liver disease, thyroid disease, anemia, and arrhythmia (all with degree centrality=52, betweenness centrality=0.009, closeness centrality=1.000). Generalized estimating equations analysis indicated that, most multimorbidity patterns were significantly associated with increased hospitalization costs. However, the magnitude of cost increase varied across different multimorbidity patterns. Specifically, hospitalization costs for patients with patterns such as "heart failure→hypertension", "stroke→hypertension", "malignant tumor, diabetes→hypertension", "stroke, diabetes→hypertension", and "diabetes, heart failure→hypertension" were more than double those of patients without any target diseases.
CONCLUSIONS
Multimorbidity patterns and core diseases among hospitalized patients differ significantly across age groups, and different patterns exert varying impacts on hospitalization costs. These findings underscore the necessity for age-stratified and multimorbidity pattern specific management strategies.
Humans
;
Multimorbidity
;
Male
;
Hospitalization/economics*
;
Female
;
Aged
;
Middle Aged
;
Adult
;
Age Factors
;
Young Adult
;
Adolescent
;
Diabetes Mellitus/epidemiology*
;
Electronic Health Records
;
Aged, 80 and over
;
Hospital Costs
;
China/epidemiology*
;
Hypertension/economics*
;
Liver Diseases/epidemiology*
5.Impact of maternal body mass index and gestational comorbidities on the birth prevalence of orofacial clefts in the Japan Environment and Children's Study.
Shinobu TSUCHIYA ; Masahiro TSUCHIYA ; Haruki MOMMA ; Masatoshi SAITO ; Chiharu OTA ; Kaoru IGARASHI
Environmental Health and Preventive Medicine 2025;30():86-86
BACKGROUND:
An increased prevalence of cleft lip and/or palate (CL/P), a major congenital anomaly, has been observed in the offspring of women with elevated body mass index (BMI) before pregnancy. Likewise, gestational comorbidities, such as hypertension and diabetes mellitus, also increase the risk of CL/P; however, the risk linked to the coexistence of these conditions in women with higher BMI on birth prevalence of CL/P remains unclear. This study focused on the combined effects of a high BMI before pregnancy and gestational comorbidities on the birth prevalence of CL/P.
METHODS:
Among 98,373 live births from the Japan Environment and Children's Study (JECS), a nationwide birth cohort, 255 mothers of infants with CL/P (74, 112, and 69 infants born with cleft lip, cleft lip and palate, and isolated cleft palate, respectively) were included in the analyses. The association of CL/P birth prevalence with pre-pregnancy BMI and gestational comorbidities (hypertension and diabetes) was examined using multivariate logistic regression analyses after multiple imputations, with adjustments for several maternal (age at delivery, smoking habits, and alcohol intake) and child-related (sex and prevalence of other congenital diseases) variables, obtained through medical record transcriptions and self-reports on JECS transcription forms.
RESULTS:
Higher prevalence rates of overweight, gestational hypertension, and gestational diabetes mellitus were found in mothers of infants with CL/P (16.1%, 6.3%, and 4.7%, respectively) than in the control group (10.4%, 3.1%, and 3.1%, respectively). The odds ratio [95% confidence interval] for childbirth with CL/P was increased in mothers with high BMI before pregnancy (1.58 [1.11-2.24]). Furthermore, gestational hypertension and diabetes coexisting with high BMI additionally increased the odds ratios for childbirth with CL/P (2.91 [1.28-6.61] and 2.12 [0.87-5.19], respectively).
CONCLUSION
High maternal BMI, particularly when accompanied by gestational hypertension, was significantly associated with an increased prevalence of childbirth with CL/P.
Humans
;
Female
;
Cleft Lip/etiology*
;
Cleft Palate/etiology*
;
Pregnancy
;
Japan/epidemiology*
;
Prevalence
;
Body Mass Index
;
Adult
;
Male
;
Infant, Newborn
;
Comorbidity
;
Diabetes, Gestational/epidemiology*
;
Risk Factors
;
Young Adult
;
Birth Cohort
6.Value and validation of a nomogram model based on the Charlson comorbidity index for predicting in-hospital mortality in patients with acute myocardial infarction complicated by ventricular arrhythmias.
Nan XIE ; Weiwei LIU ; Pengzhu YANG ; Xiang YAO ; Yuxuan GUO ; Cong YUAN
Journal of Central South University(Medical Sciences) 2025;50(5):793-804
OBJECTIVES:
The Charlson comorbidity index reflects overall comorbidity burden and has been applied in cardiovascular medicine. However, its role in predicting in-hospital mortality in patients with acute myocardial infarction (AMI) complicated by ventricular arrhythmias (VA) remains unclear. This study aims to evaluate the predictive value of the Charlson comorbidity index in this setting and to construct a nomogram model for early risk identification and individualized management to improve outcomes.
METHODS:
Using the open-access critical care database MIMIC-IV (Medical Information Mart for Intensive Care IV), we identified intensive care unit (ICU) patients diagnosed with AMI complicated by VA. Patients were grouped according to in-hospital survival. The predictive performance of the Charlson comorbidity index and other clinical variables for in-hospital mortality was analyzed. Key predictors were selected using the least absolute shrinkage and selection operator (LASSO) regression, followed by multivariable Logistic regression. A nomogram model was constructed based on the regression results. Model performance was assessed using receiver operating characteristic (ROC) curves and calibration plots.
RESULTS:
A total of 1 492 patients with AMI and VA were included, of whom 340 died and 1 152 survived during hospitalization. Significant differences were observed between survivors and non-survivors in sex distribution, vital signs, comorbidity burden, organ function, and laboratory parameters (all P<0.05). The area under the curve (AUC) of the Charlson comorbidity index for predicting in-hospital mortality was 0.712 (95% CI 0.681 to 0.742), significantly higher than albumin, international normalized ratio (INR), hemoglobin, body temperature, and platelet count (all P<0.001), but comparable to Sequential Organ Failure Assessment (SOFA) score (P>0.05). LASSO regression identified seven key predictors: the Charlson comorbidity index (quartile groups: T1, <6; T2, ≥6-<7; T3, ≥7-<9; T4, ≥9), ventricular fibrillation, age, systolic blood pressure, respiratory rate, body temperature, and SOFA score. Multivariate Logistic regression showed that compared with T1, mortality risk increased significantly in T2 (OR=1.996, 95% CI 1.135 to 3.486, P=0.016), T3 (OR=3.386, 95% CI 2.192 to 5.302, P<0.001), and T4 (OR=5.679, 95% CI 3.711 to 8.842, P<0.001). Age (OR=1.056, P<0.001), respiratory rate (OR=1.069, P<0.001), SOFA score (OR=1.223, P<0.001), and ventricular fibrillation (OR=2.174, P<0.001) were independent risk factors, while systolic blood pressure (OR=0.984, P<0.001) and body temperature (OR=0.648, P<0.001) were protective factors. The nomogram incorporating these predictors achieved an AUC of 0.849 (95% CI 0.826 to 0.871) with high discrimination and good calibration (mean absolute error=0.014).
CONCLUSIONS
The Charlson comorbidity index is an independent predictor of in-hospital mortality in AMI patients complicated by VA, with performance comparable to the SOFA score. The nomogram model based on the Charlson comorbidity index and additional clinical variables effectively estimates mortality risk and provides a valuable reference for clinical decision-making.
Humans
;
Nomograms
;
Hospital Mortality
;
Myocardial Infarction/complications*
;
Male
;
Female
;
Comorbidity
;
Middle Aged
;
Aged
;
Arrhythmias, Cardiac/complications*
;
ROC Curve
;
Intensive Care Units
7.Impact of muscle strength decline and exercise intervention on multimorbidity of chronic diseases in older adults.
Journal of Central South University(Medical Sciences) 2025;50(5):897-906
Multimorbidity of chronic diseases is one of the most common health issues among older adults, and the resulting demand for long-term medical care and management imposes a considerable burden on healthcare systems. Muscle strength, a core indicator of overall health status, is closely associated with the risk of developing multimorbidity of chronic diseases in older adults. Decline in muscle strength not only increases the risk of multimorbidity of chronic diseases but also interacts with it to exacerbate disease burden. In older adults with existing multimorbidity of chronic diseases, muscle strength decline can impair physical function and quality of life, leading to a vicious cycle of disease progression and physical disability. Strength training can help prevent multimorbidity, with potential mechanisms including the promotion of anti-inflammatory effects and enhancement of mitochondrial energy metabolism. This review summarizes the impact of muscle strength decline on multimorbidity of chronic diseases in older adults and the effectiveness and potential mechanisms of exercise interventions, providing evidence to delay muscle strength decline, prevent the occurrence and progression of multimorbidity of chronic diseases, and improve quality of life in older adults.
Humans
;
Aged
;
Chronic Disease/prevention & control*
;
Muscle Strength/physiology*
;
Multimorbidity
;
Quality of Life
;
Resistance Training
;
Exercise Therapy
;
Exercise
;
Sarcopenia
8.Clinical features of benign paroxysmal positional vertigo in children.
Jing ZHANG ; Ying GUO ; Jiao ZHANG ; Juan SU ; Mingxin WANG ; Geng ZHANG ; Huifang ZHOU ; Qiuju WANG
Journal of Clinical Otorhinolaryngology Head and Neck Surgery 2025;39(3):243-249
Objective:To explore relevant factors to accurately diagnose BPPV in vertigo children. Methods:A retrospective study was conducted on the proportion of BPPV in children(<18 years) with vertigo who visited the Hearing and Vertigo Diagnosis and Treatment Center of Tianjin Medical University General Hospital from September 2017 to August 2023. The clinical characteristics of BPPV children, including general demographics, medical history, first visit department, comorbidities, canal involvement, response to treatment, and incidence of recurrence, were analyzed. Data analysis was conducted using SPSS 25.0 software. Results:BPPV was diagnosed in 22.8% of patients seen for vertigo during the study period. There are differences in the proportion of BPPV diagnosis among children with dizziness in different age groups(P<0.05), and the diagnosis of BPPV in the 7-12-year-old group has a longer disease course than in the 13-17-year-old group(P<0.05). 72.3%(47/65) of patients or their families were able to provide a typical history of positional vertigo. 49.2%(32/65) of BPPV patients had comorbidities, and there were differences in the proportion of comorbidities among different age groups of BPPV patients(P<0.05). With the progress of study, the proportion of BPPV in children with vertigo has shown an upward trend, and the proportion of children with otolaryngology as the first diagnosis department has also increased(P<0.05). The proportion of horizontal semicircular canals in children with BPPV has increased. All BPPV patients underwent canalith repositioning maneuvers, with good treatment outcomes and a recurrence rate of 12.3%(8/65). The recurrence rate in the group of BPPV patients with comorbidities was 21.9%, which was higher than that in the group without comorbidities(P<0.05). Conclusion:Childhood BPPV has clinical characteristics such as unclear medical history, high proportion of comorbidities, easy recurrence in BPPV children with comorbidities and high proportion of horizontal semicircular canal involvement. For children diagnosed with other vertigo diseases, do not ignore the BPPV diagnostic test. It is recommended to perform routine position tests on children with vertigo if conditions permit to reduce missed diagnosis of BPPV in children.
Humans
;
Benign Paroxysmal Positional Vertigo/diagnosis*
;
Child
;
Retrospective Studies
;
Adolescent
;
Female
;
Male
;
Recurrence
;
Vertigo/diagnosis*
;
Comorbidity
;
Child, Preschool
9.Clinical and genetic characteristics analysis of two children with comorbidity of two rare genetic diseases.
Ling GAN ; Ruirui LIANG ; Yueqin LI ; Mengchun LI ; Yi LI ; Shichao ZHAO ; Lijun WANG ; Tianming JIA ; Yan DONG
Chinese Journal of Medical Genetics 2025;42(10):34-40
OBJECTIVE:
To explore the clinical and genetic characteristics of two children diagnosed with two rare genetic diseases simultaneously.
METHODS:
Two children with comorbidity of two genetic diseases due to dual genetic mutations diagnosed at the Third Affiliated Hospital of Zhengzhou University respectively in May 2022 and March 2023 were selected as the study subjects. Clinical and genetic data of the two children were retrospectively analyzed. This study has been approved by the Ethics Committee of the Third Affiliated Hospital of Zhengzhou University (Ethic No. 2021-062-01).
RESULTS:
Child 1 was a 2-year-and-4-month-old boy whose clinical manifestations included facial dysmorphism, developmental delay, short stature, microcephaly, cleft palate, cryptorchidism, hypospadias, recurrent infections and immunological abnormalities. Whole exome sequencing revealed that he had harbored a heterozygous c.6595delT (p.Y2199Ifs*65) variant of the KMT2D gene and a heterozygous c.1892G>A (p.R631Q) variant of the PIK3R1 gene. This has led to a dual genetic diagnosis of Kabuki syndrome and PI3Kδ-related immunodeficiency type 36. Child 2 was a 15-year-old girl whose clinical manifestations included epilepsy, Albright's hereditary osteodystrophy, long body trunk, short limbs, hypocalcemia, hyperphosphatemia and hyperparathyroidism. The child also had a family history of short stature. Whole exome sequencing revealed that she had harbored a heterozygous c.2T>C (p.Met1?) variant of the GNAS gene and deletion of exons 2 to 6 of the SHOX gene. The two variants have led to dual diagnose of pseudohypoparathyroidism and X-linked idiopathic short stature.
CONCLUSION
When the clinical phenotype of a genetic disease is complex and cannot be fully explained with a single genetic variant, multiple pathogenic variants should be considered, and this may lead to the diagnosis of co-morbid genetic diseases. To adopt or supplement corresponding genetic testing in time and re-analyze the genetic data may facilitate accurate diagnosis of co-morbid genetic diseases.
Child, Preschool
;
Female
;
Humans
;
Male
;
Class Ia Phosphatidylinositol 3-Kinase/genetics*
;
Comorbidity
;
Exome Sequencing
;
Mutation
;
Rare Diseases/genetics*
;
Retrospective Studies
;
Adolescent
10.Health protocol practices and personal preventive measures among fully vaccinated individuals with comorbidities in the National Capital Region, Philippines during the COVID-19 pandemic: A mixed-method study
Maria Luisa Olano ; Matthew Spencer T. Ho ; Mareeya P. Yumena ; Diana Leah Mendoza ; Patricia Anne C. Ty ; Erin Grace B. Villanueva ; Christine Rozien M. Palayad ; Jaye Kirsten U. Melchor ; Chrissea B. Custodio
Acta Medica Philippina 2025;59(4):26-41
BACKGROUND AND OBJECTIVE
The Philippine Inter-Agency Task Force for the Management of Emerging Infectious Diseases implemented health protocol guidelines to reduce the risk of COVID-19 transmission. Individuals with comorbidities were advised to take precautionary measures due to their increased vulnerability. This study aimed to assess the relationship between knowledge, acceptance, and adherence to health protocols among fully vaccinated individuals with comorbidities in the National Capital Region, Philippines.
METHODSThe study employed an explanatory-sequential mixed-method design. The quantitative phase involved an online survey with 384 respondents. The survey included questions on socio-demographic profile, COVID-19 knowledge, acceptability of health protocols, and adherence to preventive practices. Chi-square Test of Independence and Pearson’s Correlation Test were used to analyze the data. Semi-structured interviews were conducted with 11 participants, providing rich insights into their personal experiences. The interview transcripts were analyzed using Colaizzi’s descriptive method with the aid of qualitative analysis software (MAXQDA), ensuring a rigorous approach to thematic analysis. The integration of the two phases was achieved by connecting quantitative results with qualitative insights, creating a comprehensive understanding of the phenomena under study.
RESULTSFindings showed that the relationship of sociodemographic characteristics and level of knowledge (Gender pCONCLUSION
The study suggests that multiple factors contribute to non-adherence to health protocols. Recognizing these holes and weaknesses in the COVID-19 pandemic response stresses the need for national leaders to place urgency on properly implementing preventive measures and providing health education to the masses during public health situations. Collaboration from all sectors is crucial in addressing public health crises. This study can be a valuable resource for future researchers, local government units, and policymakers in prioritizing public health care and pandemic preparedness.
Human ; Comorbidity ; Covid-19 ; Public Health Practice ; Vaccines


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