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Objective: We aim to describe the population pharmacokinetics (PPK) of tacrolimus in Chinese pediatric patients under 4 years old after liver transplantation and to develop individualized tacrolimus dosing software. Methods: A total of 663 blood concentrations from 85 patients aged 4.57 months to 3.97 years were collected in this study. PPK analysis was performed using a nonlinear mixed effects modeling approach with the software, Phoenix. Using C#, an individualized tacrolimus dosing software was created. The software was then used to predict the concentrations of another ten pediatric liver transplantation patients to verify the accuracy of said software. The predictive error (PE) and the absolute predictive error (APE) for each predicted time point were computed. Results: A one-compartment model with first-order elimination best fitted the data. The apparent volume of distribution (V/F) and apparent clearance (CL/F) were 198.65 L and 2.41 L/h. Postoperative days (POD), total bilirubin (TBIL), and the use of voriconazole significantly influenced tacrolimus apparent clearance. The incorporation of an increasing number of actual blood drug concentrations into the prediction resulted in a decrease in both PE (72%, 17%, 7%) and APE (87%, 53%, 26%). Conclusions: A qualified PPK model of tacrolimus was developed in Chinese pediatric patients. The individualized tacrolimus dosing software could be used as a suitable tool for the personalization of tacrolimus dosing for pediatric patients after liver transplantation. [ABSTRACT FROM AUTHOR]

Background: To understand the clinical characteristics and prognosis of respiratory syncytial virus (RSV)-related encephalopathy in children. Methods: A retrospective analysis of the data of children who were diagnosed with RSV-related encephalopathy and admitted to the paediatric intensive care unit (PICU) of Beijing Children's Hospital between November 2016 and November 2023 was performed. Results: Four hundred and sixty-four children with RSV infection were treated in the PICU, and eight of these patients (1.7%) were diagnosed with RSV-related encephalopathy. The mean age of the patients was 24.89 (5.92 ∼ 36.86) months. Two patients had underlying diseases. The time from the onset of illness to impaired consciousness was 3 (1.88–3.75) days. Five patients had convulsions, and three patients had an epileptic status. The serum procalcitonin (PCT) level was 1.63 (0.24, 39.85) ng/ml for the eight patients, and the cerebrospinal fluid (CSF) protein level was 232 (163 ∼ 848) g/L. Among the 8 patients, four patients underwent electroencephalogram (EEG) monitoring or examination. One patient showed continuous low-voltage, nonresponsive activity, and another patient displayed persistent slow waves, the remaining two patients had negative results. One patient had a combination of acute necrotizing encephalopathy (ANE) and acute encephalopathy with biphasic seizures and late reduced diffusion (AESD). Additionally, one patient had ANE, and another had acute brain swelling (ABS). One patient died in the hospital, and the other seven patients were discharged with improvement. Routine follow-up was conducted for 4.58(0.5 ∼ 6.50) years, and all patients fully recovered. Conclusions: RSV-related encephalopathy could have varying clinical manifestations, and some types, such as ANE and ABS, are dangerous and can lead to death. [ABSTRACT FROM AUTHOR]

A retrospective analysis was performed from May 2003 to October 2021 at our hospital. One hundred and eleven neonates diagnosed with gastric perforation were categorized into non-survivor and survivor groups based on prognosis. The mortality rate was 23.42%. Logistic regression was used to analyze the factors influencing the early neonatal death. The non-survivor groups showed more abdominal distension, vomiting, hypoxia, acidosis, hyperkalemia, and coagulation abnormalities. Serum potassium concentration (odds ratio [OR] 2.148, P =.043) was an independent risk factor; however, arterial partial pressure of oxygen (OR 0.977, P =.024), bicarbonate (OR 0.779, P =.023), and platelet count (OR 0.986, P =.014) had protective effects on neonatal death. Based on this, a visualized nomogram prediction model was constructed, patients who had a nomogram score of more than 163.787 was considered to have high risks of mortality, the area under the curve of this was up to 0.828 (95% confidence interval [0.733, 0.923]), the sensitivity was 80.0%, and the specificity was 76.9%. [ABSTRACT FROM AUTHOR]

Purpose: Awake extubation and deep extubation are commonly used anesthesia techniques. In this study, the safety of propofol-assisted deep extubation in the dental treatment of children was assessed. Materials and methods: Children with severe caries who received dental treatment under general anesthesia and deep extubation between January 2017 and June 2023 were included in this study. Data were collected on the following variables: details and time of anesthesia, perioperative vital signs, and incidence of postoperative complications. The incidence of laryngeal spasm (LS) was considered to be the primary observation indicator. Results: The perioperative data obtained from 195 children undergoing dental treatment was reviewed. The median age was 4.2 years (range: 2.3 to 9.6 years), and the average duration of anesthesia was 2.56 h (range 1 to 4.5 h). During intubation with a videoscope, purulent mucus was found in the pharyngeal cavity of seven children (3.6%); LS occurred in five of them (2.6%), and one child developed a fever (T = 37.8 °C) after discharge. Five children (2.6%) experienced emergence agitation (EA) in the recovery room. Also, 13 children (6.7%) experienced epistaxis; 10 had a mild experience and three had a moderate experience. No cases of airway obstruction (AO) and hypoxemia were recorded. The time to open eyes (TOE) was 16.3 ± 7.2 min. The incidence rate of complications was 23/195 (11.8%). Emergency tracheal reintubation was not required. Patients with mild upper respiratory tract infections showed a significantly higher incidence of complications (P < 0.001). Conclusions: Propofol-assisted deep extubation is a suitable technique that can be used for pediatric patients who exhibited non-cooperation in the outpatient setting. Epistaxis represents the most frequently encountered complication. Preoperative upper respiratory tract infection significantly increases the risk of complications. The occurrence of EA was notably lower than reported in other studies. [ABSTRACT FROM AUTHOR]

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Background: Pediatric heart transplant (HT) has become the standard of care for end‐stage heart failure in children worldwide. Serial echocardiographic evaluations of graft anatomy and function during follow‐up are crucial for post‐HT management. However, evolution of cardiac structure and function after pediatric HT has not been well described, especially during first year post‐HT. This study aimed to characterize the evolution of cardiac structure and function after pediatric HT and investigate the correlation between biventricular function with adverse clinical outcomes. Methods: A single‐center retrospective study of echocardiographic data obtained among 99 pediatric HT patients was conducted. Comprehensive echocardiographic examination was performed in all patients at 1‐, 3‐, 6‐, 9‐ and 12‐months post‐HT. We obtained structural, functional and hemodynamic parameters from both left‐ and right‐side heart, such as left ventricular stroke volume (LVSV), left ventricular ejection fraction (LVEF), right ventricular fractional area change (RVFAC), etc. The cardiac evolution of pediatric HT patients during first post‐HT year was described and compared between different time points. We also explored the correlation between cardiac function and major adverse transplant events (MATEs). Results: 1) Evolution of left heart parameters: left atrial length, mitral E velocity, E/A ratio, LVSV and LVEF significantly increased while mitral A velocity significantly decreased over the first year after HT (P <.05). Compared with 1 month after HT, interventricular septum (IVS) and left ventricular posterior wall (LVPW) decreased at 3 months but increased afterwards. (2) Evolution of right heart parameters: right ventricular base diameter and mid‐diameter; right ventricular length diameter, tricuspid E velocity, E/A ratio, tricuspid annular velocity e' at free wall, and RVFAC increased, while tricuspid A velocity decreased over the first year after HT (P <.05). (3) Univariate logistic regression model suggests that biventricular function parameters at 1‐year post‐HT (LVEF, RVFAC, tricuspid annular plane systolic excursion and tricuspid lateral annular systolic velocity) were associated with MATEs. Conclusion: Gradual improvement of LV and RV function was seen in pediatric HT patients within the first year. Biventricular function parameters associated with MATEs. The results of this study pave way for designing larger and longer follow‐up of this population, potentially aiming at using multiparameter echocardiographic prediction of adverse events. [ABSTRACT FROM AUTHOR]

Aim: Cancer diagnosis and related treatment can have multiple impacts on children's health‐related quality of life (HRQoL). This study aimed to determine profiles of HRQoL in Chinese children and adolescents with cancer based on patient‐reported outcomes. Methods: This cross‐sectional study recruited 310 pediatric patients with cancer (in treatment and survivorship) aged 8–17 years old and their family caregivers from four hospitals in China. The participants were asked to complete the PROMIS Pediatric‐25 Profile 2.0, along with a demographic and clinical characteristics questionnaire, fatigue screening item, and an item assessing the family caregiver's coping style. Latent profile analysis was used to identify profiles. Results: Two profiles were identified: Profile 1, "low symptom and high function" (n = 147, 47.4%); and Profile 2, "high symptom and low function" (n = 163, 52.5%). Children reporting ≥3 on the five‐point Symptom Distress Scale fatigue screening item were more likely to be in Profile 2 (OR = 1.961; 95% CI: 1.098–3.501). Participants were less likely to be in Profile 2 if they were in survivorship (OR = 0.494; 95% CI: 0.271–0.903), or their caregiver's coping style was identified as facing positively (OR = 0.439; 95% CI: 0.274–0.703). Conclusion: The identified profiles demonstrate the heterogeneity in HRQoL among pediatric patients with cancer, and the importance of supporting caregivers' coping as a means of supporting the child. Knowledge of these profiles can assist clinicians in better identifying and targeting interventions for children with cancer. [ABSTRACT FROM AUTHOR]

Background: Some studies lack detailed analyses of the differences and characteristics of pediatric injury mechanisms between urban and rural areas. Objective: We aim to understand the characteristics, trends, and mortality rates of injury mechanisms in children in urban and rural areas in central China. Results: In a study involving 15,807 pediatric trauma patients, it was observed that boys constituted the majority (65.4%) and those aged ≤ 3 years were the most prevalent (28.62%). Falls (39.8%), burns (23.2%), and traffic accidents (21.1%) were identified as the top three injury mechanisms. The head (29.0%) and limbs (35.7%) were found to be the most susceptible to injury. Additionally, children between the ages of 1–3 years exhibited a higher likelihood of sustaining burn injuries compared to other age groups. The main causes of burn injury were hydrothermal burns (90.3%), flame burns (4.9%), chemical burns (3.5%), and electronic burns (1.3%). In urban areas, the major injury mechanisms were falls (40.9%), traffic accidents (22.4%), burns (20.9%), and poison (7.1%), whereas, in rural areas, they were falls (39.5%), burns (23.8%), traffic accidents (20.8%), and penetration (7.0%). Over the past decade, the overall incidences of pediatric trauma have been decreasing. In the past year, the number of injured children was the highest in July, and the overall mortality rate due to trauma was 0.8%. Conclusion: Our findings revealed that in different age groups, the injury mechanisms are different in urban and rural areas. Burns are the second leading cause of trauma in children. A decrease in pediatric trauma over the past 10 years indicates targeted measures and preventive intervention may effectively prevent pediatric trauma. [ABSTRACT FROM AUTHOR]

Background: The pediatric genetic white matter disorders are characterized by a broad disease spectrum. Genetic testing is valuable in the diagnosis. However, there are few studies on the clinical and genetic spectrum of Chinese pediatric genetic white matter disorders. Methods: The participants were enrolled from the cohort of Peking Union Medical College Hospital. They all received history collection, brain MRI and gene sequencing. Their neurologic complaints which were related to white matter disorders occurred before 18. Brain MRI indicated periventricular and/or deep white matter lesions, fazekas grade 2–3. Results: Among the 13 subjects, there were 11 males and two females. The average age of onset was 10.0 ± 5.5 years old. The potential genetic variants were found in 84.6% (11/13) subjects. The ABCD1 showed the greatest mutation frequency (30.8%, 4/13). The EIF2B3 A151fs, EIF2B4 c.885 + 2T > G, EIF2B5 R129X and MPV17 Q142X were novel pathogenic/likely pathogenic variants. 100% (4/4) ABCD1 carriers were accompanied by visual impairment, whereas 100% (3/3) EIF2B carriers developed dysuria. 100% (4/4) ABCD1 carriers exhibited diffuse white matter hyperintensities mainly in the posterior cortical regions, while the EIF2B4 and EIF2B5 carriers were accompanied by cystic degeneration. Conclusion: There is genotypic and phenotypic heterogeneity among Chinese subjects with pediatric genetic white matter disorders. The knowledge of these clinical and genetic characteristics facilitates an accurate diagnosis of these diseases. [ABSTRACT FROM AUTHOR]

Background: Epstein-Barr virus (EBV) infection is likely to co-occur in pediatric respiratory tract infections (RTIs). Liver injury is the common complication of EBV infection. The detailed risk factors for liver injury in EBV infection remain elusive. We aimed to investigate the incidence, characteristics and potential risk factors for liver injury in EBV infection for early risk prediction. Methods: We retrospectively recruited the pediatric RTIs cases with EBV infection according to a predefined criteria from our hospital between January 2015 and December 2017. We extracted the clinical and laboratory data from the electronical medical records. The impact of age, gender, and various parameters on the liver injury risk was investigated. Univariate logistic regression analysis was performed to analyse the association between clinical/laboratory parameters and liver injury. The related indexes were enrolled in the multivariate logistic regression analysis. Decision curve analysis was used to yield the value of related parameters in predicting liver injury. Receiver operating curve (ROC) analysis was applied to produce the C-index of white blood cell (WBC) count for liver injury. We also tested the non-linear association between WBC count and alanine aminotransferase (ALT). Results: A total of 216 pediatric RTIs with EBV infection were enrolled. EBV infection is more likely to occur during the winter season. Cytomegalovirus infection was independently associated with liver injury in EBV infection (OR = 6.972, 95% CI = 1.648–29.490, p = 0.008). WBC count was independently associated with liver injury in EBV infection (OR = 1.169, 95% CI = 1.051–1.301, p = 0.004). The P interaction value between WBC count and cytomegalovirus was 0.149. The decision curve analysis showed that WBC count had larger area under curve compared with platelet (PLT) and birthweight (BW). ROC analysis yielded the c-index of WBC count: 0.75 and cut-point of 8.3. The turning point of WBC count in its association with ALT was 16.8. The p value before and after the turning point was < 0.001 and 0.123, respectively. Conclusions: Cytomegalovirus co-infection demonstrated 5.972 more times of liver injury risk in EBV infection. WBC count was an independent biomarker for liver injury before the turning point of 16.8 in EBV infection. More attention should be paid to the risk of EBV infection in the winter. Cytomegalovirus infection and WBC count merit attention in the monitoring of possible liver injury in EBV infection among pediatric RTIs. [ABSTRACT FROM AUTHOR]

Background: Delirium is one of the most common complications in critically ill children. Once delirium occurs, it will cause physical and psychological distress in children and increase the length of their ICU stay and hospitalization costs. Understanding the risk factors for delirium in critically ill children can help develop targeted nursing interventions to reduce the incidence of delirium. Aims: To investigate the incidence and the risk factors of delirium in the paediatric intensive care unit (PICU). Study design: We performed a prospective observational study in critically ill patients in the PICU between February and July 2020. Delirium was diagnosed by the Cornell Assessment of Paediatric Delirium (CAPD) and the Richmond Agitation Sedation Scale and analysed via univariate analysis and multivariate logistic regression to determine the independent risk factors of delirium in critically ill children. Results: The study enrolled 315 patients ranging in age from 1–202 (65.3–54.3) months, with 56.2% (n = 177) being male. The incidence of delirium was 29.2% (n = 92) according to CAPD criteria. Among them, 33 cases (35.9%) were of hyperactive delirium, 16 cases (17.4%) were of hypoactive delirium, and 43 cases (46.7%) were of mixed delirium. By using stepwise logistic regression, the independent risk factors of delirium included mechanical ventilation (odds ratio [OR], 11.470; 95% confidence interval [CI], 4.283–30.721), nervous system disease (OR, 5.596; 95%CI, 2.445 to 12.809), developmental delay (OR, 5.157; 95% CI, 1.990–13.363), benzodiazepine (OR, 3.359; 95% CI 1.278–8.832), number of catheters (OR, 1.918; 95% CI, 1.425 to 2.582), and age (OR, 0.985; 95% confidence interval CI, 0.976–0.993). Conclusions: Delirium is a common complication in the PICU. The independent risk factors include mechanical ventilation, nervous system disease, developmental delay, benzodiazepines, higher number of catheters, and younger age. This study may help develop intervention strategies to reduce the incidence of delirium in critically ill children by targeting modifiable risk factors. Relevance to Clinical Practice: Recommendations for practice include paying attention to high‐risk children in the ICU who are prone to delirium, removing influencing factors as soon as possible, and providing targeted nursing interventions. [ABSTRACT FROM AUTHOR]

Background: Palliative care has become a key medical field worldwide. Although research relating to adult palliative care is well-established, less is known about children's palliative care (CPC). Therefore, this study investigated the knowledge, attitude and behavior of pediatric healthcare workers (PHWs) regarding CPC and analyzed the influencing factors for the implementation and development of CPC. Methods: A cross-sectional survey of 407 PHWs was carried out in a Chinese province from November 2021 to April 2022. The questionnaire consisted of two parts: a general information form and questions on the knowledge, attitude and behavior of PHWs about CPC. Data were analyzed using t-test, ANOVA and multiple regression analysis. Results: The total score of the PHWs' knowledge, attitude and behavior about CPC was 69.98, which was at a moderate level. PHWs' CPC knowledge, attitude, and behavior are positively correlated.The most important influencing factors were working years, highest education, professional title, job position, marital status, religion, grade of hospital (I, II or III), type of medical institution, experience of caring for a terminally ill child/kinsfolk and total hours of CPC education and training received. Conclusions: In this study, PHWs in a Chinese province had the lowest scores on the knowledge dimension of CPC, with moderate attitude and behavior and various influencing factors. In addition to professional title, highest education and working years, it is also worth noting that the type of medical institution and marital status also affected the score. Continuing education and training of PHWs in CPC should be emphasized by the administrators of relevant colleges and medical institutions. Future research should start with the above-mentioned influencing factors and focus on setting up targeted training courses and evaluating the post-training effects. [ABSTRACT FROM AUTHOR]

Background: Along with the wide spread application and technical development of the flexible and rigid bronchoscopy, the airway foreign body removing method cme to the specific technique for different foreign bodies from the single foreign body forceps. Methods: Selected 633 children who were diagnosed as airway foreign bodies by the Department of Respiratory Intervention, Children's Hospital affiliated to Shandong University from January 1st, 2018 to December 31st, 2021, and the airway foreign bodies were diagnosed using bronchoscopy. After comprehensive assessment of the foreign body nature in the airway, the foreign bodies were removed by freezing, laser, electrocoagulation, balloon and other techniques, the success rate of the foreign body removed from the airway was observed, the percentage of the foreign body removed using different techniques, the operation time, and the incidence of post-adverse reactions during operation. Results: The success rate using flexible bronchoscope alone to remove foreign bodies in the airway was 99.2%. After flexible bronchoscopy, 19 cases of foreign bodies were removed by vacuum suction alone, 513 cases were removed by foreign body forceps alone, 62 cases were combined with cryotherapy, 2 cases were electrocoagulation, 6 cases were mesh baskets, 3 cases were balloons, 5 cases were laser, and various 18 cases of foreign bodies were invloved by technical combination. 5 cases of flexible bronchoscope combined with rigid bronchoscope combined to remove foreign bodies. The operation time was from 5 min to 1 h, with an average of 20 min. There were 17 cases of hypoxemia (2.7%) during operation, 36 cases (5.7%) of bleeding caused by airway mucosa injury after treatment, and 70 cases (11.2%) of laryngeal edema. The total incidence of adverse reactions was 19.6%, there were no deaths due to foreign bodies and treatment. Conclusions: According to different properties of airway foreign bodies, it is safe and effective to select appropriate techniques to remove foreign bodies using the flexible bronchoscope, which can increase the removal rate of airway foreign bodies and reduce the occurrence of serious complications. [ABSTRACT FROM AUTHOR]

Purpose. The objective of the study was to obtain the incidence characteristics of pediatric ocular trauma in mainland China and provide some feasible suggestions of prevention. Methods. The patients with pediatric ocular injuries, who were (≤14) hospitalized between January 1, 2019, and December 31, 2020, were included. Patient demographics (age and sex), injury natural characteristics (causes, site, and types), geographic location, and interval of hospital admission were analyzed. Results. A total of 13525 cases were identified, and 1973 (14.6%) occurred in children (male accounts 70.9%) with a mean (SD) age of 6.5 (3.4) years. Cases among minors in 2020 dropped by 8.3% compared to 2019, while the former vulnerability to eye injuries has been shifted from the outdoors to home (51.4%, 1015/1973). The main causes of injury are flying objects (31.9%), traffic injury (23.5%), and blunt injury (21.8%), which lead to the main types of injury such as penetrating injury (48.3%), rupture of the globe (18.1%), and contusion trauma (13.1%). If the VA after injury is above CF, the VA after discharge is more likely to be above CF (OR 18.3, 11.9–28.1; p < 0.001). Similarly, age (OR 2.0, 1.3–3.1; p = 0.001) and intraocular pressure after injury (OR 0.9, 0.9–1.0; p = 0.009) also affect the intraocular pressure at discharge. Conclusions. In mainland China, the main injury types are penetrating injury and rupture of the globe with home being the most dangerous place. Prevention strategies should focus on parents' education and protective measures indoors. Visual acuity after injury can be used as a predictor of visual acuity after treatment. [ABSTRACT FROM AUTHOR]

There is limited information on the feeding practices of 9.42 million children living within institution‐based care (IBC) worldwide. Poor feeding practices can predispose or exacerbate malnutrition, illness and disability. Here we describe the feeding practices of children living within IBC based on a retrospective analysis of records from 3335 children, 0–18 years old, participating in Holt International's Child Nutrition Program (CNP), from 36 sites in six countries. Data analysed included demographic information on age, sex, feeding practices, disabilities and feeding difficulties. Descriptive statistics were produced. A generalised linear model explored associations between feeding difficulties and disability and 2 × 2 tables examined feeding difficulties over time. An additional set of feeding observations with qualitative and quantitative data was analysed. At baseline, the median age of children was 16 months (0.66–68 months) with 1650/3335 (49.5%) females. There were 757/3335 (22.7%) children with disabilities; 550/984 (55.9%) were low birth weight; 311/784 (39.7%) were premature; 447/3113 (14.4%) had low body mass index and 378/3335 (11.3%) had feeding difficulties. The adjusted risk of having a feeding difficulty was 5.08 ([95% confidence interval: 2.65–9.7], p ≤ 0.001) times greater in children with disabilities than those without. Many children saw their feeding difficulties resolve after 1‐year in CNP, 54/163 (33.1%) for children with disabilities and 57/106 (53.8%) for those without disabilities. Suboptimal hygiene, dietary and feeding practices were reported. In conclusion, feeding difficulties were common in IBC, especially among children with disabilities. Supporting safe interactive mealtimes for children living within IBC should be prioritised, to ensure overall health and development. Key points: Feeding difficulties are common among children living in institution‐based care (IBC), particularly but not exclusively among those children with disabilities.Suboptimal feeding practices were common in IBC and encompassed inadequate hygiene, limited support for self‐feeding, reading children's feeding cues (especially around pacing and satiety), addressing feeding difficulties, such as difficulty chewing or swallowing. These should be prioritised in training and supervision for caregivers.Addressing the needs of this vulnerable group should include support for safe feeding techniques. These should be prioritised to help ease the transition into eventual family‐based care if we are to move towards deinstitutionalizing children and strengthening families. [ABSTRACT FROM AUTHOR]

Purpose: To identify the profile of a pediatric low-vision population and investigate the differences between low-vision services in urban and rural areas. Methods: A retrospective study was conducted of the records of 286 consecutive children presenting at the Low Vision Clinic of the Eye and ENT Hospital of Fudan University from January 2009 to December 2018. The data retrieved included age, sex, education, family history, rural vs. urban residence, cause of visual impairment, and low-vision aids dispensed. Results: Of the 286 children (65.0% boys and 35.0% girls), over half (178, 62.2%) were from urban areas. The age range of the patients was 3–15 years (mean 9.54 ± 4.11). The four major causes of visual impairment were congenital cataract (70, 24.5%), optic atrophy (37, 12.9%), congenital glaucoma (34, 11.9%), and macular dystrophy (31, 10.8%). Low-vision aids were prescribed for 203 children (71.0%), with binocular telescopes (69, 25.0%) and stand magnifiers (66, 23.9%) being the most common. The urban children enjoyed higher rates of low-vision services than the rural children, with more low-vision aids (192, 94.6%) prescribed for the former. Conclusions: Congenital and hereditary diseases constituted the major causes of low vision in the study population. In contrast to their urban counterparts, the rural children experienced inadequate low-vision rehabilitation. Our findings suggest that policymakers need to better address gender inequalities and urban–rural disparities in low-vision services and that the coverage of low-vision services, especially in rural areas, should be enhanced in China. [ABSTRACT FROM AUTHOR]

Accurately identifying patients at high risk of delirium is vital for timely preventive intervention measures. Approaches for identifying the risk of developing delirium among critically ill children are not well researched. To develop and validate machine learning-based models for predicting delirium among critically ill children 24 h after pediatric intensive care unit (PICU) admission. A prospective cohort study. A large academic medical center with a 57-bed PICU in southwestern China from November 2019 to February 2022. One thousand five hundred and seventy-six critically ill children requiring PICU stay over 24 h. Five machine learning algorithms were employed. Delirium was screened by bedside nurses twice a day using the Cornell Assessment of Pediatric Delirium. Twenty-four clinical features from medical and nursing records during hospitalization were used to inform the models. Model performance was assessed according to numerous learning metrics, including the area under the receiver operating characteristic curve (AUC). Of the 1576 enrolled patients, 929 (58.9 %) were boys, and the age ranged from 28 days to 15 years with a median age of 12 months (IQR 3 to 60 months). Among them, 1126 patients were assigned to the training cohort, and 450 were assigned to the validation cohort. The AUCs ranged from 0.763 to 0.805 for the five models, among which the eXtreme Gradient Boosting (XGB) model performed best, achieving an AUC of 0.805 (95 % CI, 0.759–0.851), with 0.798 (95 % CI, 0.758–0.834) accuracy, 0.902 sensitivity, 0.839 positive predictive value, 0.640 F1-score and a Brier score of 0.144. Almost all models showed lower predictive performance in children younger than 24 months than in older children. The logistic regression model also performed well, with an AUC of 0.789 (95 % CI, 0.739, 0.838), just under that of the XGB model, and was subsequently transformed into a nomogram. Machine learning-based models can be established and potentially help identify critically ill children who are at high risk of delirium 24 h after PICU admission. The nomogram may be a beneficial management tool for delirium for PICU practitioners at present. [ABSTRACT FROM AUTHOR]