implementation

Prevention of workplace violence in ED nursing using the implementation of an educational program and a new reporting tool

Published on: 7th January, 2022

The Emergency Department (ED) is a place that regularly deals with acute scenarios and people that are generally sensitive in nature. In a fast-paced environment such as this, people can be emotionally charged and react in different ways. Unfortunately, nurses in the ED tend to be most affected. Literature shows that workplace violence incidents that occur tend to involve ED nurses. Furthermore, ED nurses are more inclined to have an attitude that makes them think that any acts of transgression are “part of the job” and incidents usually go underreported. Moreover, reporting tools are usually difficult to use and tend to be a barrier to reporting workplace violence. In this evidence-based project, ED nurses will participate in an educational prevention program that will help equip them with the knowledge and awareness that is needed to decrease the incidence of workplace violence. Furthermore, a new, easy-to-use reporting tool will be implemented for ED staff. An implementation of an easier reporting tool and an education prevention program on the incidence of workplace violence will help reduce the number of future incidents of workplace violence. The purpose of this evidence-based project is to create a “zero tolerance” workplace culture for ED nurses that ultimately decreases the incidence of workplace violence. Based on research, an educational program and new reporting tool will be implemented at an urban community hospital in Westchester. Included is a purpose statement, and operational and conceptual definition, PICO questions, and an evidence-based practice protocol for workplace violence.
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Knowledge, attitude and practice towards facemask use amid the COVID-19 pandemic among public transport drivers in Debre-Tabor town, Ethiopia

Published on: 21st January, 2022

OCLC Number/Unique Identifier: 9396190380

Background: For the prevention of respiratory infection similar to the current pandemic COVID-19, face masks are considered an effective method. Coronavirus disease (COVID-19) is a highly transmittable virus that continues to disrupt livelihoods, particularly those of low-income segments of society, around the world has poor knowledge towards facemask at the same time has huge gape towards attitude which affects the behaviors. Therefore this study was aimed to assess knowledge, attitude, and practice towards facemask use amid the COVID-19 pandemic among public transport drivers in Debre-Tabor town, Ethiopia, 2021.Methods: A cross-sectional study was conducted among 407 public transport drivers in Debre-Tabor town from July to August 2021. The study participants were selected using a simple random sampling technique after proportionally allocating the sample size from the total number of public transport drivers, and finally, study subjects were elected continuously working in Debre- Tabor Town public transport drivers. The data were collected by trained data collectors using a structured questionnaire with face-to-face interview administered questioners and an on-the-spot observational checklist. The collected data were checked, coded, and entered into SPSS version 23, and for data cleaning and analysis.Result: A total of 407 drivers responded to the questionnaire with a response rate of 96.4% were participated in this study. The mean age was 32.75 years (range: 19-45 years). Among them majority was male 383(94.1%) and the majority of 177(43.5%) were Bajaj drives. Among the responders, 114(28%) used radio to gather information, and 41(10.1%) drivers where were caught by COVID-19, but, only 30(7.4%) were vaccinated COVID-19 vaccine. Knowledge, attitude and practices regarding facemask use among these drivers were 368(90.4% [95% CI: 87.7-93.1]). 163(40% [95% CI: 37.5% - 43.2%]), and 23 ((5.6%) [95% CI: 3.7% - 8.3%]) Regarding facemask use against COVID-19 infection respectivelyConclusion and recommendation: The current study was able to demonstrate 90.4% of drivers had good knowledge. Positive attitude and practice levels of face mask use among drivers were less than half of them or 40%, and 5.6% respectively. There is a high supply of Surgical Face masks but poor attitude and practice. Almost all of the participants don’t wear a face mask despite having good knowledge about the transmission routes of COVID-19. The government COVID-19 prevention task force or health sector should be continued their awareness creation to bring behavioral change for the implementation of the COVID-19 prevention method, especially facemask.
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Organizational and methodological aspects of the work of a psychiatrist on a qualification category. Current status and prospects of psychiatric care in Russia

Published on: 16th February, 2022

Introduction: Preparing a report and passing certification for a qualification category is one of the forms of improving the professional level of each medical worker.Material and methods: The analysis of 5 qualification works of a psychiatrist (1997, 2002, 2008, 2013, and 2018) was carried out for the mandatory requirements for the preparation of documents when they were submitted to the Attestation Commission on the assignment of a qualifying medical category in psychiatry and formation methodological approaches to their implementation. The depth of research was 27 years.Results: Methodological approaches to the design of 11 mandatory sections provided for in the certification work of a psychiatrist presented for the award of a qualification category were considered.Discussion: The attitude to the Administrative Regulations for the provision of state services for the assignment of a qualification category to specialists engaged in medical and pharmaceutical activities should be revised in terms of its synchronization with the official duties of a doctor.Conclusion: The dynamic development of the regulatory, organizational, methodological, and scientific aspects of medicine and psychiatry, in particular, in the period of active digitalization of healthcare, requires periodic corporate discussion and correction of the Administrative Regulations for the provision of public services for assigning a qualification category to specialists engaged in medical and pharmaceutical activities.Attention should be paid to the insufficient statistical processing of the submitted materials by applicants for the assignment of the 1st and highest categories, the lack of calculations, references, and comparisons of confidence intervals, and the reliability of the study.Preparing a report and passing certification for a qualification category can be the first step in introducing a practitioner to scientific work through the generalization of personal work experience, worthy of speaking at a scientific and practical conference at the level of LU and the region and publishing abstracts in collections and scientific and practical journals.The proposed methodological approaches are purely advisory in nature and can be used by psychiatrists when working on a qualification category at their discretion.
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IZOMIN – Ecological solution for sustainable constructions

Published on: 26th August, 2022

The depletion of non-renewable resources is followed by severe ecological and social impacts, and the heavy usage of raw, virgin resources leaves significant, long-lasting footprints. The transition to a more circular economy, where the value of products, materials and resources is maintained and circulated (by recycling activities) in the economy for as long as possible, is an essential contribution to the EU’s efforts to develop a sustainable, low carbon, resource efficient and competitive economy. In this context, ecological solutions consisting of materials that help carbon sequestration and necessitate small amounts of energy for production are becoming increasingly popular from a building construction point of view, namely: The raw material is cheap and in large quantities; has low thermal conductivity; are from a renewable source. The paper presents an analysis of IZOMIN an innovative thermal insulating product made from renewable or recycled resources and their main technical properties, the purpose being to inform the market in order to increase the present level of technical knowledge and technologies used to facilitate the implementation of buildings with high energy efficiency.
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Effectiveness of structured teaching programme on knowledge regarding management of extravasation of chemotherapeutic drugs

Published on: 13th September, 2022

Background: More than 1 million intravenous chemotherapy infusions are given worldwide each day which leads to extravasation. Health professionals must know the drugs that cause tissue injury and take the necessary measures to prevent extravasation.Objectives: The study aimed to assess the knowledge regarding the management of extravasation of chemotherapeutic drugs before and after the implementation of a structured teaching program among staff nurses.Method: The pre-experimental group pre-test and post-test designs were adopted for the study. The convenience sampling technique was used to obtain 30 staff nurses of Ramaiah Medical College Hospital, India. Both Pre-test and Post-test were performed using the same structured knowledge questionnaire followed by 45 minutes of the structured teaching program. Data were processed through Statistical Package for Social Sciences version 20 and analyzed using descriptive and inferential statistics.Results: More than half of the subjects were female (66.7%) and 36.7% of the subject had more than 10 years of professional experience. Most of the subjects (70%) had inadequate knowledge during the pretest. The mean knowledge score was 15.33 ± 4.003 and 24.67 ± 5.384 in pre-test and post-test respectively. There was a significant difference in pre-test and post-test knowledge scores regarding the management of extravasation of chemotherapeutic drugs. Conclusion: The Study concluded that the structured teaching program was significantly effective in improving the knowledge regarding the management of extravasation of chemotherapeutic drugs among nurses.
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Comparative analysis of mobile forensic proprietary tools: an application in forensic investigation

Published on: 22nd November, 2022

The utilization of the Internet and wireless communication reaches its pinnacle from one side of the planet to the other. Marking the rise of criminal activity in recent years sees enormous growth in security breaches and data theft-related cases in mobile phones. To mitigate them, the implementation of security patches, safety fixes, and updates in mobile devices is of high priority for the organization. The need to foster techniques and procedures in the field to be able to extract and precisely dissect digital crime cases, providing valuable tactical data about the investigation. Mobile forensics is a developing branch assisting the investigator in criminal trials and investigations. Acquisition, Collection, and Analysis of mobile phones settle the purpose of recovering cumulative and corroborative evidence. Upgradation and innovation of mobile devices with time imposed a challenge to mobile forensic technology to extract information from such devices. The study aims at extracting comparative and statistical approaches in the analysis of Physical data acquisition utilizing significant versatile mobile criminological proprietary tools. The proposed study also introduces newly developed utility tools along with their characteristic features which help in successful data extraction from mobile devices.
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Assessment of on farm agrobiodiversity and its role in food sufficiency in mid hill, Nepal

Published on: 31st March, 2023

A survey was conducted in the agricultural farms in Dhulikhel Municipality, mid-hill, Kavre, Nepal aiming at assessing the status of agrobiodiversity with the purpose of understanding its role in food security taking altogether 133 farming households scattered in several settlements with lowland, upland, and home garden being the general agricultural land use systems. Biodiversity index: Shannon-Wiener Index was used to assess diversity of plant. The main purpose was to assess the farm agrobiodiversity and to find out whether biodiversity level has a direct link to household food self-sufficiency. For descriptive analysis frequency, percentage, mean and standard errors were used. In the case of inferential statistics independent sample t - test and binary logistic was used to find the odd ratio of practicing home garden. The result showed that the average landholding size was 0.66 ha/household with 0.37 ha, 0.3 ha, and 0.06 ha being upland, low land, and home garden, respectively. A total of 136 plant species were documented out of which 74 were the effective number of species in the study area. Among the used plants, fodder shared 27% of the total plant diversity followed by fruit (21%), vegetable (19%), medicinal plants (8%), pulses (8%), spices (7%), oilseeds (5%) and cereals (5%). Similarly, the mean livestock unit (LSU) was 2.65. The overall Shannon-Wiener Index was 4.30 indicating high diversity of species and 87.7% of the species were evenly distributed. The Index was higher for vegetable (3.11) followed by fruits (2.9) and fodder (2.85). Higher diversity was found in fodder trees in lowlands whereas vegetable species were more diverse in upland and home garden. Similarly, the Index was 4.29 in the upland whereas it was 4.078 in the home garden followed by 3.13 in the lowland. The evenness was 0.899, 0.87, and 0.74 in upland, home garden and lowland, respectively. Higher species diversity revealed that the site was rich in agrobiodiversity. A significant positive correlation (0.22) was observed between Shannon-Wiener Index and farming years. Similarly, positive correlation (0.33) was found between an increase in the level of agrobiodiversity and food self-sufficiency. The result demonstrated that increasing crop diversity increases the household’s ability towards food sufficiency implying the need for the formulation and implementation of efficient policy to conserve the agrobiodiversity at municipality as well as national levels.
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Evaluation of factors affecting the quality of luxury residential buildings using the fuzzy BWM method

Published on: 13th April, 2023

The construction sector consists of a collection of activities related to buildings and engineering constructions of all kinds. It is the close relationship between this sectors with other economic sectors, which distinguishes it. Therefore, it is an important indicator of the movement of the national economy, but this sector faces major risks, especially in the construction of luxury residential buildings, and these risks may affect the implementation of the project and may lead to increase costs, affect the quality and sometimes delay delivery. This study was carried out to evaluate the factors affecting the quality of luxury residential buildings in Iran using the fuzzy best-worst method (fuzzy BWM). The BWM method provides a consistent structural comparison of factors through best and worst criteria. And this method extended using a fuzzy set to address the ambiguity from the decision-maker’s judgment. The evaluation consists of five criteria: Strength and stability, physical comfort and mental peace, visual proportions and beauty, safety, security and environment, and welfare and health. To determine the fuzzy criteria’ weights, the nonlinearly constrained optimization problem was applied. The result indicated that the best and the worst criteria were Visual proportions and beauty and welfare and health.
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A baseline assessment of the knowledge, attitude, and practices of exclusive breastfeeding among women enrolled in a cluster randomized trial in Anambra State Nigeria

Published on: 8th June, 2023

Background: Exclusive breastfeeding has great benefits for both the mother and the child. Few studies have been carried out on interventions to improve Exclusive Breastfeeding (EBF) practice by childbearing mothers. No study has formulated and/or implemented a hospital-based maternal counseling guide intervention to improve EBF practice. This baseline study assessed the knowledge, attitude, and practice of EBF on mothers who were enrolled in antenatal clinics for a cluster randomized trial and the disparity in the knowledge of EBF based on lactation, age, sex, and source of income.Methods: We formulated a hospital-based counseling guide on exclusive breastfeeding, which is under implementation by prenatal and nursing mothers, to promote EBF practice in the study area. A cross-sectional study was conducted in two hospitals randomly selected from twelve hospitals in Anambra State. The study was among pregnant women who were in their second trimester. The data collection took place from March to April 2022. The data were analyzed using descriptive statistics and Chi-Square. The test of significance was set at p < 0.05.Results: The control and the intervention arms had an equal number of enrolees (144) each and more than half of the participants were between the ages of 23 – 32 years. The majority of the participants showed adequate knowledge of exclusive breastfeeding as over 90% knew that EBF is important and capable of improving their baby's immunity. The participants demonstrated a positive attitude to exclusive breastfeeding and they had a significantly high level of practice of daily consumption of galactagogues. The study suggested that the majority did not practice breast milk extraction mainly because the process of extraction is painful and some do not know how to carry out the extraction.Conclusion: The mothers have the requisite knowledge of the benefits of exclusive breastfeeding to their infants and themselves. However, they do not practice EBF. Interventions to improve EBF practice should focus on educating mothers on proper breast milk extraction and storage techniques.
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The Role of Buspirone in the Treatment of Patients with Paranoid Schizophrenia with Non-Suicidal Auto Aggression Who Have Had a Coronavirus Infection

Published on: 21st June, 2023

The relevance of this work is due to the insufficient number of modern studies on the treatment of patients with paranoid schizophrenia with non-suicidal autoaggressive actions or in short: “NSAA”, who have had a coronavirus infection. The aim of the study was to study the role of buspirone in the complex therapy of patients with paranoid schizophrenia with NSAA who had a coronavirus infection. Materials and research methods: 99 patients with paranoid schizophrenia meeting ICD-10 criteria were examined by a continuous, non-randomized clinical method. Fisher’s test was used for statistical evaluation. Results: It was established that the consequence of the coronavirus infection was an increase in the proportion of residual organic changes in the form of manifestations of the dysphoric syndrome, specific changes in the cognitive sphere, and the autonomic nervous system. The manifestations of dysphoria included an increase in the frequency of openly manifested aggression, anxiety, impulsivity, and the implementation of NSAA by the type of affective discharge. The structure of acquired cognitive impairments consisted of changes in thinking by the type of thoroughness, and rigidity of perseveration. Changes in the autonomic nervous system are presented in the form of diencephalic crises. Also, psychotic states not characteristic of the previously examined patients were noted, such as twilight stupefaction, delusional symptoms of Cappgras, Fregoli, and tactile hallucinosis. It has been established that the use of buspirone as part of complex therapy with neuroleptics, compared with monotherapy with neuroleptics, increases the effectiveness of therapy in relation to these clinical manifestations in the studied individuals. Conclusion: The use of buspirone in combination with neuroleptic drugs increases the effectiveness of therapy in relation to the leading psychopathological manifestations in patients with paranoid schizophrenia with NSAA who have undergone coronavirus infection.
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Celiac disease presenting as transient intussusception in two 3-year-olds

Published on: 21st June, 2023

Although intussusception occurs in children and adults with celiac disease, it is a relatively uncommon symptom. Even more rare is the occurrence of intussusception as the presenting symptom of the disease. In the two cases we report here, transient intussusception, occurring at three years of age, was the first and only physical sign of celiac disease, and lead to a timely diagnosis by immunoserology and histology, followed by implementation of a gluten-free diet before sequelae such as significant anemia or Failure to Thrive (FTT) developed. In both cases, neither immunoserological nor physical signs of disease were present at the follow-up examination after 6 months on a gluten-free diet. In addition, genetic screening of the patients’ families revealed HLA-DQ2 positivity in two cases, leading to the additional diagnosis of celiac disease in the pregnant mother of one of the patients.
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Knowledge, Attitude, and Practices of Parents toward (Infant & Child) Oral Health in Family Medicine Center at PSMMC, Riyadh

Published on: 8th August, 2023

Background: Early childhood caries may develop as soon as teeth erupt. Promoting oral health care programs is very important and helps to reduce dental caries in young children. The aim of this study was to assess the infant/child oral health (IOH) related knowledge, attitudes, and practices (KAP) of parents in Riyadh, Saudi Arabia. Materials and Methods: A cross-sectional descriptive study was conducted among 327 parents. Visiting the family medicine center at prince sultan military medical city, Riyadh Saudi Arabia. A 39-item questionnaire covering socio-demographic characteristics and questions pertaining to KAP regarding OH care will be used to collect the data. Descriptive statistics, Student’s t-test, one-way analysis of variance, and Scheffe’s test will use for the statistical analysis (p ≤ 0.05). Results: The result showed that the majority of the parents had good knowledge regarding OH, knowledge of cleaning (92.4.%), and knowledge of the amount of sugar (88.1.%). the parent’s age group (30 to 39) years (n =147) reported the highest mean (knowledge, attitudes, and practice) scores among all other age groups with a knowledge mean score of (6.80 ± 1.73), an attitude mean score of (8.86 ± 1.37), and a practice mean score of (5.14 ± 1.86).  Female parents showed significantly higher mean knowledge, attitude, and practice scores than male parents. In addition, the middle-income level parents’ group (n = 295) reported higher knowledge mean score compared to the low-income parents’ group (n = 15) with a mean difference of d = 1.15, p = .041.  Conclusion: Parents’ knowledge about maintaining oral and dental health care for infants/children was inadequate. Essentially, medical professionals are the initial ones to interact with expecting and new moms. Therefore, need to raise parents’ awareness about oral and dental health for infants/children, through the development and implementation of long-term education and promotions programs.
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Medical Examinations of Children and Adolescents to Fulfill the Sports Standards of the “Ready for Labor and Defense” Complex

Published on: 21st August, 2023

Introduction: The organization of medical support for the implementation of the standards of the All-Russian physical culture and sports complex “Ready for Labor and Defense” (“RLD”) in children’s clinics on the territory of the Republic of Komi (RK) is carried out in order to develop a physical culture among the population.Patients and methods: The analysis of the results of 2652 medical examinations of children and adolescents to comply with the standards of the “RLD” in the State budgetary healthcare institution of the Republic of Komi “Syktyvkar Children’s Clinic No. 3” (“SChCl No. 3”) in 2016-2022 was carried out. The significance of differences in quantitative characteristics between groups with a normal distribution of quantitative variables was calculated using Student’s t-tests for independent samples. The threshold value of the probability of error for statistically significant differences was set at a level equal to 0.05. The frequency ratio was calculated per 10,000-child population. The depth of the study was 7 years.Results: Among patients who applied for examination only 2604 people (98.85 ± 0.21%) were allowed to pass sports standards. The FC of those who applied was 138.44 per 10,000 children, and the FC of those admitted was 135.94. The proportion of patients of “SChCl No. 3”, who were assigned the main medical group for physical education ranged over the years from 87.37 ± 1.47% in 2017 to 98.86 ± 0.34% in 2019 and on average for 7 years amounted to 94.19 ± 0.45%. That is, almost 90% of those examined are children without health and physical development disorders, but with possible functional disorders that do not lag behind their peers in physical development and physical fitness. They are allowed to study in full according to the curriculum of physical education using preventive technologies, preparation, and passing tests of individual physical fitness.Conclusion: The average annual quantitative indicator of those who applied for certification to pass the standards of the “RLD” is a statistical tool, on the one hand, to determine the current and future workload of medical personnel and determine the forces and means of medical support, on the other hand, an indirect indicator of the interest of children and adolescents in systematic physical education and sports, instilling in schoolchildren the skills of a healthy lifestyle and the prospects for the physical development of the nation. The frequency of examinations per 10,000 of the child population should be considered as an indirect marker for assessing the physical development of children and adolescents since it is not the result of a continuous, but only selective (at the request of those who applied) research. The voluntary surrender of the “RLD” standards by children and adolescents should be approached as an indicator of physical readiness and high personal self-esteem, including psychological readiness for competitive relations in the school and adolescent environment and psychological maturity.
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Stroke Mimics: Insights from a Retrospective Neuroimaging Study

Published on: 27th September, 2023

Objectives: The study’s goals are to evaluate the management of Stroke Mimics (SMs), conditions with stroke-like symptoms but non-vascular origins. It seeks to avoid the unnecessary intravenous thrombolysis, the target therapy delays and determine the best SMs diagnosis approach.Materials and methods: A review was conducted of all patients admitted to the Emergency Department under a “stroke code” from January 1, 2018, to January 31, 2019. Anamnestic and clinical data, along with information on neuroimaging protocols and findings, were collected. Advanced MRI sequences, such as Arterial Spin Labeling (ASL) MR perfusion and MR spectroscopy, were revised to confirm the diagnoses.Results: 513 stroke codes were found; a neurovascular disease was diagnosed in 414 cases: 282 ischemic strokes and 73 intracranial hemorrages and 59 TIAs. The 99 SMs included, 13 infections, 12 syncopes, 11 epileptic seizures, 11 hemodinamic conditions, 10 tumors, 9 metabolic disorders, 9 diziness, 7 migraines, 4 drug/alcohol intoxication, 3 functional disorders, 3 acute hydrocefalus, 2 multiple sclerosis, 2 arteriovenous malformations, 1 spinal cord compression and 2 unexplained conditions. Specific neuroimaging findings were evaluated for all cases. Positive and negative predictive values of clinical diagnosis of SM were respectively 0.23 and 0.35. 125 SM patients underwent MRI examination, 40 of which within 3 hours from the activation of stroke code. Advanced MRI sequences as ASL, MR perfusion, MR spectroscopy were used to reach the correct diagnosis.Conclusions: Advanced multimodal MRI can be a valuable tool in the assessment of, particularly in cases where conventional imaging techniques such as DWI-FLAIR mismatch are inconclusive. The novelty of this retrospective study is to demonstrate that the consistent use of arterial spin labeling perfusion in cases with stroke code leads to a rapid and accurate diagnosis of SMs. The implementation of an MRI-based pathway can expedite the diagnosis and treatment of underlying non-vascular causes such as SMs.
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Augmented and Virtual Reality in Forensic Odontology: Practical Implementations

Published on: 4th October, 2023

Forensic odontology’s evolution from manual to digital methods signifies a pivotal transition. Augmented Reality (AR) and Virtual Reality (VR) further this transformation by merging the physical and digital realms. This brief communication explores how AR and VR can enhance forensic odontology, offering precision, interactivity, and advanced analysis. It delves into the current landscape and envisions future possibilities, emphasizing their role in shaping precise and collaborative forensic practices. Additionally, challenges and considerations for implementing AR and VR in this field are discussed.
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Challenges of Novice Nurse Educators’ Transition from Clinical Practice to Academia in Ghana: A Qualitative Study

Published on: 27th November, 2023

Background: The recruitment of experienced clinical nurses into vacant faculty positions is a global strategy for preparing, employing, and retaining competent nurse educators. As clinical nurses transition to academia, many struggle with unique challenges that affect their adaptation to the academic setting. Thus, understanding novice nurse educators’ transitional challenges is critical to addressing this threat. Aim: This study aimed to explore the challenges of novice nurse educators’ transition from clinical practice to academia in Ghana. Methods: A descriptive qualitative study design was employed for this study. A purposive sampling technique was used to recruit 12 novice nurse educators from three health training institutions in the Upper East Region of Ghana. A semi-structured interview guide was used to collect data through in-depth individual interviews. The interviews were audio-recorded, transcribed verbatim, and thematically analyzed.Results: Four themes emerged: poor administrative support, poor preparation, increased workload and stress, and role ambiguity. Novice nurse educators lacked formal orientation, formal mentorship, formal education in teaching, and post-graduate education. Novices were also challenged by increased workload and role ambiguity. Conclusion: Supporting novice nurse educators' transition from clinical practice would be better served by college administrators’ creation and implementation of formal orientation and mentorship programs.
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Modeling the Risk of Liver Cancer in Adults: A Machine Learning Investigation into the Role of Obesity and Overweight

Published on: 28th December, 2023

Background: Liver cancer is a global health concern, with overweight and obese individuals exhibiting an increased risk of its development. Understanding the interplay between obesity-related factors and liver cancer incidence is crucial for early prediction and intervention.Aim: The aim of this investigation was to construct and validate an extreme gradient boosting (XGBoost) based machine learning model for the purpose of establishing a one-year liver cancer risk prediction system specifically tailored to overweight and obese patients. In addition, this study sought to compare the predictive performance of the XGBoost model with those of a random forest model and a logistic regression model, while also identifying the most influential predictive features for liver cancer incidence.Methods: A comprehensive retrospective analysis was conducted on MIMIC III data comprising 2,354 patients. To predict the risk of liver cancer development, three machine learning models were developed: XGBoost, random forest, and logistic regression. Feature selection was executed using a stepwise regression procedure encompassing both forward selection and backward elimination.Results: The stepwise regression technique unveiled 14 predictive factors for liver cancer incidence. Among the patient cohort, 132 individuals developed liver cancer within a year of follow-up, while 2,222 did not. Notably, most liver cancer cases occurred in male patients (60%). Statistically significant differences were observed between patients with liver cancer and those without, in terms of age, gender, total bilirubin, platelet, albumin, chloride, potassium, sodium, prothrombin time (PT) and alanine aminotransferase (ALT). The XGBoost model exhibited an impressive area under the receiver operating characteristic curve (AUROC) of 99%, Random Forest (RF) of 99%, and Logistic Regression (LR) of 90%. In a multivariate analysis, total bilirubin, creatinine levels, age, gender, ALT, alkaline phosphate (ALP), PT, calcium, and chloride emerged as independent predictors for liver cancer incidence.Conclusion: The XGBoost model demonstrated superior predictive performance when compared to the RF and LR models. If corroborated through prospective studies, the XGBoost model may prove to be a valuable tool for the early prediction of liver cancer risk in overweight or obese individuals. Such predictive capabilities could, in turn, facilitate the implementation of timely preventive interventions against liver cancer.
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An Individual Rehabilitation and/or Habilitation Program for Children with Disabilities (IPRH)

Published on: 23rd January, 2024

Introduction: The individual program of rehabilitation and (or) habilitation of children with disabilities (IPRH) is mandatory for execution by the relevant state authorities, local self-government bodies, as well as organizations regardless of organizational-legal forms and forms of ownership.Objective: To conduct a pilot analysis of the implementation of the IPRH contingent of patients of children with disabilities in an urban children’s clinic.Patients and methods: There were 366 reports on the implementation of measures provided for by an IPRH for a disabled person (disabled child) of 222 disabled. The organization of the study was in the nature of a continuous sample. The criterion for the inclusion of patients in it was the passage of an IPRH in a disabled child within a specified time frame. The following techniques were used: grouping, absolute and relative values, average values, detailing, and generalization. The threshold error probability for statistically significant differences was set at a level of 0.05.Results: The structure of the results of the control of the performance of IPRH in 222 disabled children according to the classes of diseases that caused the onset of disability (ICD) was as follows 1) G00-G99 - 35.47 ± 3.13%; 2) Q00-Q99 - 23.50 ± 2.77%; 3) 11.11 ± 2.05%; 4) C00-D48 - 10.25 ± 1.98%; 5) H60-H95 - 7.26 ± 1.67%; 6) M00-M99 - 2.99 ± 1.11%; 7-8) H00-H59 and P00-P96 - 2.14 ± 0.95%; 9-10) K00-K93 and S00-T98 - 1.29 ± 0.74% each; 11-12) I00-I99 and N00-N99 - 0.85 ± 0.60% each; 13-14) J00-J99 and L00-L99 - 0.43 ± 0.42% each.Conclusion: 1. In the structure of IPRH in 222 disabled children, according to the classes of diseases that caused disability (ICD), the following prevailed: 1) VI Diseases of the nervous system G00-G99 – 35.47%; 2) XVII Congenital anomalies, chromosomal disorders Q00-Q99 - 23.50%; 3) IV Diseases of the endocrine system, nutritional disorders, and metabolic disorders E00-E90 – 11.11%; 4) II Neoplasms C00-D48 - 10.25%; 5) VIII Diseases of the ear and mastoid process H60-H95 - 7.26%; 6) XIII Diseases of the musculoskeletal system and connective tissue M00-M99 - 2.99%; 7-8) VIII Diseases of the ear and mastoid process H60-H95 and VII Diseases of the eye and its adnexa H00-H59 - 2.14% each.2. The effectiveness of medical rehabilitation of disabled children was as follows: 1) Improvement - 23.26%; 2) Stabilization - 74.88%; 3) Deterioration - 1.86%. Dynamic observation was carried out on 94.26% of disabled children, drug therapy - 77.32%, non-drug therapy - 66.93%, and other types of medical rehabilitation were received by 14.48% of patients. Reconstructive operations were performed on 11.26% of disabled children.3. Prosthetics and orthotics were performed on 38.74% of disabled children. 32.43% of disabled children in need received sanatorium treatment, and 30.18% are currently in line to receive a voucher. For various reasons, 24.32% refused this type of rehabilitation; 3.60% of patients had contraindications at the time the voucher was provided.4. The obtained research results become the initial everyday statistical tool for objectifying the process of rehabilitation of patients and determining the strength and means of a medical institution to monitor and successfully implement an individual rehabilitation/habilitation program for a disabled person.
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Social Implementation and Measurement Accuracy Verification of Non-contact Biological Monitors

Published on: 25th March, 2024

In this research, for the purpose of social implementation, we conducted a near-miss demonstration experiment using a car driving in the city and a drive-simulator. Next, we conducted a demonstration experiment to evaluate the reliability of biometric information measured on patients in a medical facility's recuperation ward and residents of a special nursing home. NBC-1100 emits radar waves from a distance of up to 3 meters from an object and uses the reflected waves to measure biological information such as pulse waves and breathing waves. The multi-element pyroelectric effect was used to measure body temperature by detecting infrared radiation emitted from distant objects. This device is unique in that it can measure biological information without being restrained while wearing clothes. In the demonstration test, simultaneous measurements were conducted on nine healthy men aged 45 to 65 using a pharmaceutically approved product (μBP-mp) and a prototype non-contact biological monitor (NBC-1100 manufactured by K&S Co., Ltd.). The demonstration experiments at medical institutions and nursing care facilities were conducted with the consent of residents and their families and were conducted on 30 men and women between the ages of 70 and 94 who were undergoing treatment or in need of care. The tests were conducted on residents with chronic diseases such as dilated gastrostomies, symptomatic epilepsy, hypertension, Alzheimer's disease, and progressive supranuclear palsy. The evaluation method was simultaneous measurement using a master meter (μBP-mp) and a test meter (NBC-1100).
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The Impact of Telerehabilitation on Physical Therapy Services in Rural Communities

Published on: 3rd May, 2024

Telerehabilitation is a transformative approach to physical therapy, revolutionizing the accessibility of healthcare in rural communities through the strategic use of Telecommunications technology. This novel approach has the potential to significantly enhance the efficacy of healthcare delivery, particularly considering the critical challenges posed by geographical isolation and resource scarcity. This paper explores the multifaceted benefits of Telerehabilitation, including increased access to care and reduced costs, alongside the challenges of technological barriers and privacy considerations. It provides a comprehensive overview of Telerehabilitation’s impact on rural healthcare, emphasizing its capacity to optimize patient outcomes and proposing strategies for effective implementation. The findings of this study suggest that the use of technology to deliver telecare is a key means of delivering equitable healthcare to underserved populations, a promising way to improve access to rural physiotherapy services address the challenge of telehealth resources, and promote the long-term sustainability of rural Telerehabilitation practices.
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