Health Service Institutions Research Articles

Pengaruh Karakteristik Individu dan Faktor Ekstrinsik terhadap Kinerja Bidan

The performance of the midwife as part of the human resources owned by the hospital will affect the performance of the health service institution concerned as a whole. The purpose of this study was to analyze the effect of individual characteristics (including age, years of service, employment status, skills, and motivation) and extrinsic factors (including rewards, workload, supervision, and training) on the performance of midwives. This explanatory survey research used all of the midwives who served in the inpatient obstetrics room at Langsa Hospital, amounting to 47 people as respondents. Data were collected through questionnaires and analyzed by logistic regression method. The results showed that employment status, skills and motivation from individual characteristics as well as supervision and training from extrinsic factors had a significant effect on the performance of midwives. Furthermore, motivation was identified as the dominant variable influencing the performance of midwives.

WITHDRAWN: The health management status of medical and health service institutions and its correlation with residents' health risk.

Ahead of Print article withdrawn by publisher.

Pertanggungjawaban Pidana Rumah Sakit Terhadap Malpraktek Medik Di Rumah Sakit

Hospital in implementing health services is not always the medical service provided by health workers in the hospital, it can provide the results expected by all parties. Not a few hospitals due to the negligence of their doctors in providing health services made the mistake of committing medical malpractice. Article 46 of Law Number 44 Year 2009 states that "the hospital is legally responsible for all losses caused by negligence committed by health workers in the hospital". Articles 190 and 201 of Law Number 36 of 2009 concerning Health regulate the provision of criminal responsibility not only to doctors but also to hospitals, which legally are doctors and the facilities and services are provided by the hospital. The problems that will be discussed in this research are: 1. How is the doctrine of corporate criminal responsibility regulated in the laws and regulations in Indonesia? 2. What is the role and position of the hospital which is categorized as a corporation? 3. How is the criminal responsibility of the hospital for medical malpractice in the hospital? Based on the results of research and discussion that the doctrine of corporate criminal responsibility which is regulated in the laws and regulations in Indonesia, especially in the Law on stockpiling of goods adheres to the doctrine of Direct Liability and Vicarious Liability, UU Number 44 of 2009 concerning Hospitals adheres to the doctrine of the corporate culture model of doctrine, while Law Number 36 of 2009 adheres to the doctrine of delegation. Perma Number 13 of 2016 adopts the corporate culture model theory. The role of hospitals that are categorized as corporations is based on the hospital definition that hospitals are health service institutions based on the provisions of Article 7 of Law Number 44 of 2009 concerning hospitals must be a legal entity. This legal entity is a corporation when viewed in a broad sense such as the existence of PT, CV, Foundation and other forms of legal entities. Hospital criminal liability for medical malpractice in the hospital If viewed from the point of view of the hospital, the hospital's responsibility itself includes three things, namely: responsibilities relating to personnel, responsibilities relating to facilities and equipment, responsibilities relating to the duty of care. provide good care). Corporations or hospital legal entities can also be prosecuted as the perpetrator of a criminal act based on the provisions of Article 80 paragraph (2) and Law Number 29 of 2004 concerning Medical Practice as well as Article 190 Jo. Article 201 of Law Number 36 Year 2009 concerning Health

Program Aplikasi Pengelolaan Kas Menggunakan Php Pada Klinik Dyna Banjarmasin

Clinic is a health service institution that is used to provide medical services needed by the community. The clinic aims to help improve the quality of health in the community and the clinic can be managed by the government or the private sector. In order to create good and fast service to the community, it can be supported by computerized accounting records. The purpose of this study is to determine the appropriate cash management accounting information system at DYNA Clinic in Banjarmasin, as well as to produce a Web-Based Cash Management Application Program This study found that all cash records at the DYNA clinic were still manual. The author suggests using a web-based cash management application program to help DYNA Clinic record patient data, record cash management transactions and make it easier to find information on cash receipts and disbursements.

Comparison of the caregivers\u2019 and community health professionals\u2019 views on home health care services for disabled older adults: a cross-sectional study in Beijing, China

BackgroundIn an era of an increasingly ageing society, part of healthcare for older adults can be provided in patients’ homes, and the need for home health care services (HHCSs) is increasing. This study sought to determine whether a gap exists between the views of community health professionals and the caregivers of disabled older adults towards HHCSs in Beijing, China.MethodsA cross-sectional study with two comparative questionnaire surveys was conducted in Beijing, China. One survey was administered to the caregivers of disabled older adults, and the other was administered to health professionals in community health service institutions (CHSIs). T-tests and Wilcoxon signed-rank tests were used to explore potential differences between the views of caregivers and community health professionals towards HHCSs.ResultsWe received 370 valid questionnaires from caregivers and 224 questionnaires from health professionals. Of the 370 caregivers, 314 (84.9%) were willing to apply for HHCSs for the older adults, but only 20.5% (N = 76) received HHCSs. Over 80% of the caregivers accepted out-of-pocket costs less than 100 yuan per visit. Caregivers’ demands on home nursing services were significantly higher than those of health guidance services (Z = − 7.725, P < 0.001). Most of the 224 health professionals chose “health professionals’ personal safety cannot be guaranteed” as a problem limiting the provision of HHCSs (N = 151, 40.8%). The health professionals’ attitudes towards home nursing services were significantly less positive than those towards health guidance services (Z = − 10.081, P < 0.001). For home nursing services, health professionals’ attitude scores were lower than the caregivers’ demand scores (Z = − 4.960, P < 0.001), while for health guidance services, health professionals’ attitude scores were higher than the caregivers’ demand scores (Z = − 8.373, P < 0.001).ConclusionsGaps exist between the views of caregivers and health professionals on HHCSs. Compared to health professionals with a higher willingness to provide health guidance services, caregivers need home nursing services. Feasible policies should be implemented to safeguard the rights and interests of health professionals, and qualified health professionals should be trained for HHCSs.

The Effect of Inpatient Service Quality at Anutapura Hospital on the Patients Satisfaction

According to the Law of the Republic of Indonesia No. 44 of 2009, Hospital is a health service institution that organizes complete individual health services that provide inpatient and emergency services. This research aims to determine the effect of the inpatient services quality at Anutapura Hospital on patients satisfaction. This is quantitative research with a cross-sectional study design. The sampling was conducted by using the proportional method to 68 inpatients of Anutapura Hospital, Palu. The analysis technique uses simple linear regression analysis. The results of this research indicate that the variables that have a positive and insignificant effect on patient satisfaction are physical evidence variable with a coefficient value of 0,057 and a sig value of 0,731&gt; 0,05, a reliability variable with a coefficient value of 0,216 and a sig value of 0,119&gt; 0,05, responsiveness with a coefficient value of 0,295 and a sig value of 0,100&gt; 0,05, a guarantee with a coefficient value of 0,279 and a sig value of 0,099&gt; 0,05, and attention with a coefficient value of 0,404 and a sig value of 0,096&gt; 0,05. This research suggests that the agency should be able to improve services in terms of room provision, service support equipment such as seats for the patient's family who visit and can consider the needs of the community who come for treatment.

COVID-19 and plastic surgery: lessons from a national speciality review in the United Kingdom

BackgroundRamifications of coronavirus disease 2019 (COVID-19) on the re-structuring of healthcare are widespread, including delivery of surgical services across all specialties, including plastic surgery. Re-deployment of personnel and cessation of elective services are commonplace. However, there is a continued need for both emergency and oncological surgery. A national review of practice was conducted during the COVID-19 pandemic, to assess impact on services, staffing and training.MethodsKey aspects of current plastic surgery practice in the United Kingdom were examined in this cross-sectional study; operating capacity, location of theatre lists (national health service or outsourced private institutions (PIs)), differences across sub-specialties, change in anaesthesia practices, staffing, re-deployment, on-call provision and impact on training.ResultsThree-hundred and forty-four plastic surgeons in the United Kingdom provided practice data across 51 units. Theatre capacity and outpatient services were markedly reduced. Outsourcing of operating lists to PIs was widely utilised. Increased use of local anaesthetic hand procedures, the prioritisation of shorter operations with reduced microsurgery in both head and neck/lower limb and almost complete cessation of breast reconstruction were noted, together with marked regional variations. Re-deployment occurred at all staffing levels, whilst telemedicine played a critical role in both patient management and training.ConclusionsCOVID-19 has enforced unprecedented changes to surgical care delivery and training, as identified by examination of plastic surgery nationally in the United Kingdom. Novel means to support continued elective and emergency services, including oncology have been identified. Lessons learned will allow phased return of services and improved preparation for the future.

CHLA Standards for Library and Information Services in Canadian Health & Social Services Institutions 2020.

The following standards, with supporting evidence, are intended to serve as a guide to structuring minimum library services within health and social services institutions across all Canadian provinces and territories. The Standards are not intended to be aspirational. The aim of the Task Force was to ensure that the Standards update would not be so removed from the current realities and landscape that they became unattainable to many libraries. For this reason, some Standards outline requirements that are essential to the minimum function of the library, and other Standards provide recommendations only. The intended use of the Standards is to set a baseline for the provision of essential library services and resources and aid in advocating for adequate resources. It is important to note, however, that the Task Force does not intend for the Standards to prevent libraries from reaching a more advanced level of service, and we hope that in their current form they will not be a hindrance to excellence or innovation. Once published, the version of the Standards made freely available on the Canada Health Libraries Association website [1] shall henceforth and always be considered the most recent and active version of the Standards and is the version that should be used to inform practice. The Standards Standing Committee will institute a regular review and updating schedule, ensuring the currency of the Standards.

Investigation and analysis on the status of radiological health technical service institutions in Hebei province

Objective To further strengthen the management of radiological health technical service institutions, standardize their technical service behaviors, and explore the supervision countermeasures for radiological health and technical service institutions. Methods The radiological health technical service institutions status questionnaires s were designed to survey the basic situation, professionals and technical personnel, the equipment configuration, testing items and workload of service institutions. Results By the end of 2019, there were 23 radiological health technical service institutions in Hebei province, including 8 disease control and occupational prevention institutions (accounting for 34.8%) and 15 third-party institutions (accounting for 65.2%); The distribution of regional agencies were unbalanced; There were 223 professional and technical personnel, of which 29.6% were senior technical professionals, 29.6% were intermediate technical professionals and 40.8% were other professionals. 58.8% had a bachelor’s degree or above, and 41.2% had a college degree or below; The majors of professionals were relatively scattered, with only 6.44% of radiological health, 5.15% of physics-related majors, and 51.07% of medical-related majors. Other majors involve chemical pharmacy, environmental engineering, public relations planning, food, English, accounting and other majors. The professional technical responsible person had no part-time job. The institution were totally equipped with 308 sets of radiation protection detectors and 172 sets of phantoms, basically in line with the configuration requirements; All quality control system documents such as quality management manuals, procedural documents, operating procedures, and work instructions have been established; All test items applied by laboratory measurement certification have passed; Conclusion The CDC institutions were gradually shrinking, the private institutions were gradually increasing and the nature of the institutions was gradually diversified. The allocation of regional resources was unbalanced. It is suggested to strengthen the training on the theoretical basis and professional skills of professionals in testing and evaluation. Increasing on-site practical training is a more important and effective way. It is recommended to strengthen the training of basic-level health administrative departments and supervisory agencies and improve the sense of responsibility of supervisors. 摘要： 目的 进一步加强对放射卫生技术服务机构的管理, 规范其服务行为, 探索对放射卫生技术服务机构的监管对 策。 方法设计调查表, 对服务机构的基本情况、专业技术人员、设备配置及开展检测项目、工作量等进行了调查。 结果至 2019 年底, 我省共有放射卫生技术服务机构 23家, 其中疾控和职防院所类8家, 占 34.8%, 第三方（民营)机 构类 15 家, 占 65.2%; 各区域机构分布不均衡;共有专业技术人员 223名, 其中高级技术人员占29.6%, 中级技术人员 占 29.6%, 其他人员占 40.8%; 本科及以上学历人员占 58.8%, 大专及以下学历的人员占 41.2%; 专业技术人员所学专 业相对分散, 放射卫生专业占 6.44%, 物理相关专业占了 5.15%, 医学相关专业占 51.07%, 其它专业涉及化工制药、环 境工程、公关策划、食品、英语、会计等专业；专业技术负责人无兼职情况;机构共配有放射防护检测仪仪器 308 台 (套), 模体 172 套, 基本符合配置要求; 23 家机构均建立了质量管理手册、程序性文件、操作规程和作业指导书等质量 控制体系文件；申请的检测项目都通过实验室计量认证。 结论 疾控系统机构渐萎缩, 民营机构渐多, 机构性质逐步 呈现多元化;地域资源配置不平衡;建议加强对检测、评价专业技术人员理论基础、专业技能等方面的培训, 增加现场 实际操作训练是更为重要的有效提升方式; 建议加大对基层卫生行政部门和监督机构的培训, 提高监督人员的责任意识。

Penerapan Teknik Imajinasi Terbimbing Untuk Mengurangi Nyeri Kepala Pada Pasien Hipertensi Di RSUD Siti Aisyah Kota Lubuklinggau Tahun 2021

Background: Hypertension is an increase in blood pressure from arteries that is systemic or persists in a long period of time. Hypertension can cause headaches. Guided imagination therapy is a technique of using individual imagination that specifically aims to achieve control in relaxation, relaxation can have a direct effect on body functions, the effect of relaxation is to reduce pain in hypertension. The Purpose: this is to determine the reduction of the headache scale in hypertensive patients. before and after the Guided Imagination Technique was applied to the feet to reduce headaches in the Al-Ikhlas room of the Siti Aisyah Hospital, Lubuklinggau City. Research Metods: This is a descriptive study using a case study approach. The subjects in this study were 2 adults with a diagnosis of hypertension. The treatment is carried out directly with the initial assessment of the headache patient and then the intervention of the Guided Imagination Technique to reduce headache pain. The results: it is known that after nursing interventions for 3 consecutive days there is a decrease in the pain scale from the healing time using other drugs. It is hoped that health service institutions can improve the quality of nursing care that focuses on hypertensive patients who experience headaches with the application of Guided Imagination Techniques so that the Guided Imagination Technique intervention SOP can be developed again.

Expectation of administering the first aid for traumatic victims during the absence of pre-hospital service

Traffic incidents become typical cases of trauma outside of hospitals. The integrated-emergency nursing system outside of hospitals becomes an important component to minimize any worsening condition of the traumatic victims. However, this pre-hospitalized&lt;em&gt; &lt;/em&gt;service system has not been formally established in several cities or municipalities. This research aims to explore various hopes of the trauma-victim aid process in a region that has not applied pre-hospitalized&lt;em&gt; &lt;/em&gt;emergency service formally. This research was carried out by implementing a qualitative research method and a case study approach to identify the themes. The research was conducted in Konawe municipality, from February until March 2020. It was done by interviewing eight participants consisting of the citizens, traffic police officers, hospital party, and health agency. Four themes result from this research. Establishing the pre-hospitalized&lt;em&gt; &lt;/em&gt;emergency service, socializing the first aid for the incident victims, training dealing with the first aid of taking care of trauma victims, and promoting socialization for all citizens about the emergency numbers of health service institutions which could be immediately contacted when an accident occurs. There is a need for an emergency service system establishment and development.

Factors Related to Work Accidents Cases in Nurse at dr. Ben Mboy Hospital, Ruteng

The hospital is a complex health service institution that needs to implement worker health and safety efforts. Work accidents often experienced by nurses are needlestick injuries. This study aimed to determine the factors associated with work accidents, including knowledge, attitudes, actions, K3RS information, and K3RS supervision of nurses in the inpatient room of BLUD RSU dr. Ben Mboi Ruteng in 2019. This research is quantitative research with a cross-sectional study design. The research population was nurses in the inpatient room. The sample size was 113 nurses taken by simple random sampling. The data analysis used was Chi-square with α = 0,05 (5%). The results showed that the majority of nurses were aged 30-50 years old (80,5%), D3 education level (85,8%), and tenure of 10-20 years (47,8%). Variables related to work accidents on nurses were K3RS information (p-value = 0.008), and K3RS supervision (p-value = 0.028), while knowledge (p-value = 0.170), attitude (p-value = 1,000), and actions (p-value = 0.075) were not related to work accidents. Regular training and supervision are vital to prevent workplace accidents for nurses.

Collaborative effort to increase the physiotherapist’s competency in rehabilitation of torture survivors

Thank you for this opportunity to share perspectives from our work within the Physiotherapy and Refugees Education Project, PREP, an Erasmus+ funded project within the KA2 strategic partnership program. Researchers, educators, students, and clinicians within institutions of higher education, health services and humanitarian organisations, have worked together in this project to define competencies that physiotherapists need in working with refugees. Based on this, we have made a course openly available for physiotherapists worldwide. A central aim of the work in PREP has been the creation of a network in which educators, students and clinicians can meet, discuss, and learn from each other. We welcome everyone who shares our interest to join us in this network. In this perspective paper, we want to share our thoughts and opinions on how such a collaboration can be used for building competence. We will discuss topics that are central for physiotherapists working with victims of torture, and finally, we will discuss what we believe are the important next steps within physiotherapy to be able to support this group.

Analysis of Health Service Utilization and its Influencing Factors among Patients with Pneumoconiosis in China

Pneumoconiosis, an interstitial lung disease that occurs from breathing in certain kinds of damaging dust particles, is a major occupational disease in China. Patients diagnosed with occupational pneumoconiosis can avail of free medical treatment, whereas patients without a diagnosis of occupational diseases cannot not claim free medical treatment in most provinces from the government before 2019. This study aimed to analyze the priority of medical facility selection and its influencing factors among patients with pneumoconiosis. A total of 1,037 patients with pneumoconiosis from nine provinces in China were investigated. The health service institutions most frequently selected by the patients were county-level hospitals (37.5%). The main reason for the choice was these hospitals' close distance to the patients' homes (47.3%). The factors for the choice of health care institutions were living in the eastern region ( OR = 2.91), living in rural areas ( OR = 2.10), silicosis diagnosis ( OR = 2.44), employment in private enterprises ( OR = 2.91), smoking ( OR = 2.69), and quit smoking ( OR = 3.98). The diagnosis, treatment, and rehabilitation therapy of pneumoconiosis should be enhanced in primary medical institutions.

Day-case total hip arthroplasty: a literature review and development of a hospital pathway.

AimsWe present the development of a day-case total hip arthroplasty (THA) pathway in a UK National Health Service institution in conjunction with an extensive evidence-based summary of the interventions used to achieve successful day-case THA to which the protocol is founded upon.MethodsWe performed a prospective audit of day-case THA in our institution as we reinitiate our full capacity elective services. In parallel, we performed a review of the literature reporting complication or readmission rates at ≥ 30-day postoperative following day-case THA. Electronic searches were performed using four databases from the date of inception to November 2020. Relevant studies were identified, data extracted, and qualitative synthesis performed.ResultsOur evaluation and critique of the evidence-based literature identifies day-case THA to be safe, effective, and economical, benefiting both patients and healthcare systems alike. We further validate this with our institutional elective day surgery arthroplasty pathway (EDSAP) and report a small cohort of successful day-case THA cases as an example in the early stages of this practice in our unit.ConclusionCareful patient selection and education, adequate perioperative considerations, including multimodal analgesia, surgical technique and blood loss management protocols and appropriate postoperative pathways comprising reliable discharge criteria are essential for successful day-case THA.Cite this article: Bone Jt Open 2021;2(2):93–102.

The Functionalization of Law and Criminal Procedures to Confront Health Care Fraud in Hospitals

Fraud is a systematic crime that has a very broad impact. It can happen in any fields, including in hospitals. Fraud is a form of corruption. Hospital is a health service institution. Corruption in hospitals has the potential to lead to ineffective health services for people. The phenomenon of health care fraud in hospital is an indication the law does not function in accordance with the objective. This study aims to determine the functionalization of law and sentence for fraudulent acts as a form of corruption in hospitals based on justice values. This study is a descriptive study with normative juridical method that employed statutory and conceptual approaches. The data were collected through a literature study. It was subsequently analyzed qualitatively. This study is of the position to view that prosecution of criminal acts of corruption requires functionalization of law. The functionalization of law must be interpreted as positioning everything in its proper place. It is the synergy of the legal system, which consists of formulative, judicial, and executive policies. The criminal procedures can apply the punishment system for perpetrators of fraudulent acts in hospitals that includes extended alternative punishment.

Analysis on Space accessibility of Medical Service Facilities in Central Wuhan Based on Improvement of 2SFCA

Aiming at the current imperfect hierarchical diagnosis and treatment system and the unreasonable spatial distribution of medical facilities. This article introduces 2SFCA model improved by the Gaussian distance decay function and multiple stage radius to evaluate the accessibility of medical facilities in Wuhan. The results indicate that: firstly, compared with the traditional 2SFCA model, the improved 2SFCA model is more sensitive to the identification of spatial accessibility, and the transition effect of the identification results is more obvious, which can accurately reflect the spatial distribution characteristics of the accessibility of medical facilities in Wuhan. Secondly, the distribution of medical facilities in Wuhan is obvious and the main factors that affect the accessibility value in different urban areas are quite different. Thirdly, the high value areas of medical facilities in the main urban area of Wuhan are mainly concentrated within the second ring line, the transition effect between the second and third ring lines is obvious, and the low value areas are mainly concentrated outside the third ring line. In the end, the main reasons for the low accessibility of the area outside the Third Ring Road are the low service quantity and low service ability of the community health service institutions and the high traffic resistance. The research results can provide a reference for the layout and planning of medical institutions in the main urban area of Wuhan.

Situation of Integrated Eldercare Services with Medical Care in China

There are clinics around nursing homes in foreign countries or family doctors for every elderly. When a disease occurs, doctors can provide door to door service to help patients. Since the epidemic of coronavirus disease 2019, the elderly have been a high risk group of people infected with coronavirus disease 2019. In both the United States and Canada, the first recorded coronavirus disease 2019 deaths and outbreaks occurred in nursing homes with case fatality rates in these settings reported to be as high as 33.7 %. Due to the lack of adequate medical facilities and adequate medical staff to provide services, the elderly are more likely to be infected with the virus as a result of social interaction. All these show that foreign models can no longer meet the medical needs of the elderly. Therefore, we should take a different perspective and combine pension services with medical care. At present, China is exploring the mode of combination of medical and nursing services. In this study, we investigated the current situation of integrated medical and nursing services in China, exploring the transformation of primary medical institutions into medical and nursing service providers. The integrated eldercare services with medical care is that we make use of the existing medical resources to provide care services, which can meet the health needs of the elderly and reduce the infection rate of the elderly. Using a self-administered or interview questionnaire survey, we conducted t-test and one-way analysis of variance. It was found that the elderly are most satisfied with the geographical location (90.84 %) and medical services (90.82 %), and the most dissatisfied with consultation (87.66 %) and institutional fees (87.23 %). The elderly with the older age, the higher the monthly income of more than 3000 yuan, marriage and chronic diseases, are highly satisfied with their community health service institutions (p<0.05). Through one-way analysis of variance, there were significant differences in medical and health service demand among the groups with different monthly income (f=5.289 and 5.312, p<0.05), different occupation (f=5.574 and 2.325, p<0.05), and different ideal mode of providing for the aged (f=5.237, p=0.002<0.05). By independent sample t test, it was found that there were significant differences in basic medical service demand and health guidance service demand between people with chronic diseases and those without chronic diseases (p<0.05), and those who were willing and unwilling to use information technology for disease management (p<0.05). Through regression analysis, we can see that age (t=4.411, p<0.05) and income (t=2.061, p<0.05) have significant influence on basic medical service among the three variables of age, education and monthly income, and the coefficient is positive. Age (t=2.508, p<0.05) and income (t=3.143, p<0.05) had significant influence on rehabilitation guidance service, and the coefficient was positive. In summary, age, income, occupation, whether suffering from chronic diseases, whether they are willing to use information technology to detect and manage diseases and other factors, all affect the demand of the elderly for basic medical services and rehabilitation guidance services in medical service institutions. Through the research on the current situation of the integrated medical and nursing services in China, this study enriches the relevant evidence of the integrated medical and nursing services, and has a certain reference value for the relevant management departments to formulate policiesis.

Early T Cell and Binding Antibody Responses are Associated with COVID-19 RNA Vaccine Efficacy Onset

RNA vaccines against Covid-19 have demonstrated ~95% efficacy in Phase III clinical trials. Although complete vaccination consisted of two-doses, the onset of protection for both licensed RNA vaccines was observed as early as 12 days after a single dose. The adaptive immune response that coincides with this onset of protection could represent the necessary elements of immunity against Covid-19. Herein, we tracked the early adaptive immune responses after Covid-19 RNA vaccination, in a cohort of 20 healthcare workers. Our findings suggest that early T cell and binding antibody responses, rather than either receptor-blocking or virus neutralizing activity, induced early protection against Covid-19.Funding: This study was partially funded through a generousdonation from The Hourglass to support Covid-19 research in ViREMiCS. SK receives salary support from the Transition Award, RdA receives funding from the Open Research Fund Young Investigator Award, JGL and EEO receive salary support from the Clinician Scientist Award, and AB receives salary support from the Singapore Translational Research Award, all administered by the National Medical Research Council of Singapore.Conflict of Interest: Duke-NUS Medical School is in partnership with Arcturus Therapeutics to develop a self-replicating RNA vaccine against Covid-19, with EEO as the principal investigator. No monetary or personal benefits are derived from this partnership.Ethical Approval: This study was approved by the SingHealth Centralized Institutional Review Board (CIRB/F2021/2014). Healthcare workers (HCWs) from the Singapore Health Services institutions whowere eligible for Covid-19 vaccination were invited to participate in this study, and written informed consent was obtained.

Prediksi Kebutuhan Alat Kesehatan Rumah Sakit Menggunakan Metode Algoritma Regression Linier dan Naïve Bayes

 The hospital is a health service institution for the community with its own characteristics that require a variety of resources in carrying out its activities. One of the most important is health equipment. Medical devices are supporting aspects that support the implementation of health services. PALI Regional General Hospital is a Type D hospital, which needs to manage its medical devices. Kepmenkes Regulation No. 004 / MENKES / SK / 1/2003 concerning health policy and strategy on decentralization in the health sector states that one of the strategic objectives is the effort to organize health management in the decentralization era is to develop sub-systems of maintenance and optimization of utilization of health facilities and equipment. The amount of medical device data can only be estimated from the many or at least the available medical devices (stock), because the needs of each year are different. This results in not all the needs of medical devices being met and often additional stocks occur while the amount of APBD has been divided for each institution. So to anticipate this it is necessary to predict the need for medical devices in PALI District Hospital. If the status of medical device needs can be predicted early, the hospital can minimize data redundancy (repetition of data) and information can be up to date (update). In this study, the authors will predict medical devices in Pali District Hospital using the classification method in data mining based on the Algortima Linear Regression model to get the most accurate test results.Keywords : Prediction, Medical Devences, Linear Regression Algorithm, Naive Bayes