This study was conducted to develop a model for predicting the length of stay for premature infants through machine learning. For the development of this model, 6,149 cases of premature infants discharged from the hospital from 2011 to 2016 of the discharge injury in-depth survey data collected by the Korea Centers for Disease Control and Prevention were used. The neural network model of the initial hospitalization was superior to other models with an explanatory power (R2) of 0.75. In the model added by converting the clinical diagnosis to CCS(Clinical class ification software), the explanatory power (R2) of the cubist model was 0.81, which was superior to the random forest, gradient boost, neural network, and penalty regression models. In this study, using national data, a model for predicting the length of stay for premature infants was presented through machine learning and its applicability was confirmed. However, due to the lack of clinical information and parental information, additional research is needed to improve future performance.
Purpose: The digital artery perforator flap was recently introduced and has been proven to be useful for reconstruction of various finger defects. Short operative time, less invasive surgery, and reliable flap circulation are the major advantages of this flap. The authors presented the clinical cases of the digital artery perforator flap and compared them with the distant flaps within a hand (thenar and hypothenar flaps) to reveal their differences. Methods: From May of 2006 to February of 2009, the authors performed reconstructions of finger defects with the digital artery perforator flaps in 10 patients as with the distant flaps within hand in 9 patients (7 thenar and 2 hypothenar flaps). In these two groups of the patients, flap size, use of skin graft, length of stay in hospital, healing time, complications were reviewed retrospectively and compared with statistical analysis (Student's t-test). Results: All flaps survived completely. The mean size of the perforator flap was $0.9{\times}1.9\;cm$ and the mean distant flap within a hand was $1.9{\times}2.0\;cm$. The use of skin graft was reduced in the perforator group because the donor site of the flap was closed primarily. The hospitalization period and healing time also reduced significantly in the perforator group. Minor complications (partial flap loss) were noted in small percentages in both groups but resolved with conservative management. Mean follow-up period was about 6 weeks. Conclusion: The digital artery perforator flap was smaller than the distant flap but its reconstruction of finger defects was reliable and comparable to the conventional distant flaps within a hand. This flap would be not only an alternative method but very useful in the management of various finger defects, because of ease of operative technique, less invasive surgery, decreased need of skin graft, and shorter period of hospitalization and healing time.
Purpose: Jaundice accounts for most hospital admissions in the neonatal period. Nowadays, in addition to phototherapy, other auxiliary methods are used to reduce jaundice and the length of hospitalization. This study aimed to investigate the effect of probiotics on the treatment of hyper-bilirubinemia in full-term neonates. Methods: In this randomized clinical trial, 83 full-term neonates, who were admitted to the hospital to receive phototherapy in the first 6 months of 2015, were randomly divided into two groups: synbiotic (SG, n=40) and control (CG, n=43). Both groups received phototherapy but the SG also received 5 drops/day of synbiotics. Serum bilirubin, urine, stool, feeding frequency, and weight were measured daily until hospital discharge. A p-value<0.05 was considered statistically significant. Results: The mean total serum bilirubin in the SG was lower than that in the CG ($9.38{\pm}2.37$ and $11.17{\pm}2.60mg/dL$, respectively). The urine and stool frequency in the SG was significantly higher than that in the CG (p<0.05). The duration of hospitalization in the SG was shorter than that in the CG. Conclusion: Use of synbiotics as an adjuvant therapy had a significant treatment effect on jaundice in full-term neonates. Further studies including larger samples with long follow-up periods are essential to confirm the benefits of routine use of synbiotics in neonatal patients with jaundice.
Park, Hae-Ryung;Choi, So-Eun;Park, Ho-Ran;Park, Jin-Hee;Moon, Young-Im
Asian Oncology Nursing
/
v.5
no.2
/
pp.126-135
/
2005
Purpose: The present study was to investigate sleep disturbance and related variables in patients undergoing hemopoietic stem cell transplantation(HSCT) on the day of admission, before HSCT, and of discharge, respectively. Method: A total of 52 HSCT patients were recruited from an university hospital from August 2002 to August 2003. The patients were asked to complete a set of sleep disturbance questionnaires. Result: The scores of sleep disturbance-related physical and emotional subscales on the day before HSCT and on the day of discharge were significantly higher than that on the day of admission. However, the score of a emotional subscale was not significantly different during the hospitalization for HSCT. About 10% of the variance of sleep disturbance was explained by the length after diagnosis on the day of admission, and 59.4% was by the type of disease, religion, gender, educational level on the day before HSCT. About 40.7% was by family income, gender, and the frequency of administration on the day of discharge. Conclusion: Nursing staffs should care for HSCT patients with more interest to reduce variables disturbing sleep. Especially, more careful nursing interventions have to be considered at the time of the day before HSCT and the time of discharge.
Background: L-asparaginase (L-ASP) is a critical agent for the treatment of acute lymphoblastic leukemia and lymphoma, which is associated with serious toxicities including hypersensitivity, pancreatitis and thrombosis. Methods: To evaluate the toxicity of L-ASP in real clinical settings, we included the patients with L-ASP adverse drug reactions (ADRs) reported in a regional pharmacovigilance center of Seoul St. Mary's hospital from January 2014 to December 2015. Results: A total of 83 cases of L-ASP related ADRs were reported in 54 patients. Of these 83 cases, 65 cases (78.3%, 65/83) were spontaneously reported and 18 cases (21.7%, 18/83) were detected by further medical records review. Of the patients with ADRs, pediatric patients accounted for 83.3% of the cases (45/54) and median age was 9 years. The most common clinical manifestations of ADRs were hematology manifestations (31.3%, 26/83), followed by hepatobiliary manifestations (18.1%, 15/83). Thirty-four serious ADRs were reported in 19 patients. The sserious ADR group showed significantly longer hospitalization and higher rate of discontinuation of L-ASP than the non-serious ADR group (p = 0.005, 0.03). The most common clinical manifestations of serious ADRs were hepatobiliary manifestations (41.2%, 14/34). In total, 8 cases (9.6%, 8/83) of unlabeled ADRs were identified. They were serious ADRs. Conclusion: We identified unlabeled serious ADRs of L-ASP. Also, correlations were observed between serious ADRs and length of hospitalization, discontinuation rate respectively. Further investigations and developed spontaneous ADR reporting systems are needed to evaluate these correlations.
The purpose of this study was to measure hospitalized patients' satisfactions with hospital foodservices, and thereby identify areas for improvement and provide basic data for the introduction of total quality management with hospital foodservices. This survey was carried out questionnaires by 382 hospitalized patients into 7 hospitals in Deagu, Busan, Changwon. The subjects were 50.5% male and 49.5% female. Sixty-two percent of the subjects were over 40age, 31.4% were only educated to middle school or below, 28.3% were hospitalized for 7-14 days. The result of evaluation for hospital foodservice during the length of hospitalization are as follows : Taste, seasoning, temperature, apperance of foods were higher in the short hospitalized patients than in the long hospitalized patients, especially kind and combinazation of food were significantly higher(p<0.001). The result of the foodservice with appetite status was significantly higher score(3.33) in the good appetite patients than in the bad appetite patients score(2.00)(p<0.001). As the hospitalization rooms were the significantly difference in the taste(p<0.05), seasoning(p<0.001), apperance(p<0.01) of the foods, amount of service(p<0.01), variety of menu(p<0.05), combinazation of foods(p<0.01) and opinion of patients(p<0.05).
Background: As the coronavirus disease 2019 (COVID-19) outbreak continues to evolve, it is crucially important for pediatricians to be aware of the differences in demographic and clinical features between COVID-19 and influenza A and B infections. Purpose: This study analyzed and compared the clinical features and laboratory findings of COVID-19 and influenza A and B infections in children. Methods: This retrospective study evaluated the medical data of 206 pediatric COVID-19 and 411 pediatric seasonal influenza A or B patients. Results: COVID-19 patients were older than seasonal influenza patients (median [interquartile range], 7.75 [2-14] years vs. 4 [2-6] years). The frequency of fever and cough in COVID-19 patients was lower than that of seasonal influenza patients (80.6% vs. 94.4%, P<0.001 and 22.8 % vs. 71.5%, P<0.001, respectively). Ageusia (4.9%) and anosmia (3.4%) were present in only COVID-19 patients. Leukopenia, lymphopenia, and thrombocytopenia were encountered more frequently in influenza patients than in COVID-19 patients (22.1% vs. 8.5%, P=0.029; 17.6% vs. 5.6%, P=0.013; and 13.2% vs. 5.6%, P=0.048, respectively). Both groups showed significantly elevated monocyte levels in the complete blood count (70.4% vs. 69.9%, P=0.511). Major chest x-ray findings in COVID-19 patients included mild diffuse ground-glass opacity and right lower lobe infiltrates. There were no statistically significant intergroup differences in hospitalization or mortality rates; however, the intensive care unit admission rate was higher among COVID-19 patients (2.4% vs. 0.5%, P=0.045). Conclusion: In this study, pediatric COVID-19 patients showed a wide range of clinical presentations ranging from asymptomatic/mild to severe illness. We found no intergroup differences in hospitalization rates, oxygen requirements, or hospital length of stay; however, the intensive care unit admission rate was higher among COVID-19 patients.
Objectives: Prospective studies on vaccination status and mortality related to coronavirus disease 2019 (COVID-19) in low-resource settings are still limited. We assessed the association between vaccination status (full, partial, or none) and in-hospital mortality among COVID-19 patients at most hospitals in Jakarta, Indonesia during the Delta predomination wave. Methods: We conducted a retrospective cohort study among hospitalized COVID-19 patients who met the study criteria (>18 years old and admitted for inpatient treatment because of laboratory-confirmed severe acute respiratory syndrome coronavirus 2 infection). We linked individual-level data in the hospital admission database with vaccination records. Several socio-demographic and clinical characteristics were also analyzed. A Cox proportional hazards regression model was used to explore the association between vaccination status and in-hospital mortality in this patient group. Results: In total, 40 827 patients were included in this study. Of these, 70% were unvaccinated (n=28 543) and 19.3% (n=7882) died during hospitalization. The mean age of the patients was 49 years (range, 35-59), 53.2% were female, 22.0% had hypertension, and 14.2% were treated in the intensive care unit, and the median hospital length of stay across the group was 9 days. Our study showed that the risk of in-hospital mortality among fully and partially vaccinated patients was lower than among unvaccinated adults (adjusted hazard ratio [aHR], 0.43; 95% confidence interval [CI], 0.40 to 0.47 and aHR, 0.70; 95% CI, 0.64 to 0.77, respectively). Conclusions: Vaccinated patients had fewer severe outcomes among hospitalized adults during the Delta wave in Jakarta. These features should be carefully considered by healthcare professionals in treating adults within this patient group.
Hospitalized patients' perceptions of the quality of hospital foodservice and their importance were surveyed through questionnaires by 820(men 435, women 385) hospitalized patients in Seoul. The results are as follows: Most respondents agreed with the following foodservice characteristics that meals arrived exactly the same time every day(74.6%), cleanliness of dishes(64.9%), employees leave food within reach(60.2%), and employees who bring meals are cheerful(58.7%). Only 34.2% of respondents agreed to variety of menu; 12.9% of respondents viewed these foodservice characteristics as important in selecting a hospital; cleanliness of dishes(66.4%), variety of menu(55.0%), and varying food item combination(45.9%) were considered important by respondents; appetite, mood, and atmosphere of ward were positively correlated(p<0.001) with rating of the foodservice characteristics, but length of hospitalization was negatively correlated(p<0.001) with them; familiarity with cooking method, varying food item combination, cleanliness of the dishes, and foodservice employees' pleasant greeting were positively correlated(p<0.001) with rating of the taste, nutrition, and fresshness of the food characteristics.
Because of it's accessibility and the quantity of bone available, the ilium is a common donor site for autogenous cancellous, cortical, and corticocancellous grafts to the facial skeleton. Especially, the anterior iliac crest has been the traditional source of pelvic bone for autogenous bone grafting in the maxillofacial skeleton. Recently the need for large amounts of bone in some reconstructive procedures of the facial skeleton has led to the evaluation of posterior ilium. The posterior approach to the ilium is superior to the anterior approach when large quantities of cancellous bone are required for facial reconstruction. The posterior approach has the advantages of more available bone, fewer complications, less postoperative pain, less disturbance in ambulation, and a possible reduction in the length of hospitalization. As the posterior approach affords an almost unlimited amount of bone for autogenous grafting in the maxillofacial region, we feel its use is indicated when very large amounts of bone are required.
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