Implementation of a personalized food recommendation system based on collaborative filtering and knapsack method

Food recommendation system is one of the most interesting recommendation problems since it provides data for decision-making to users on selection of foods that meets individual preference of each user. Personalized recommender system has been used to recommend foods or menus to respond to requirements and restrictions of each user in a better way. This research study aimed to develop a personalized healthy food recommendation system based on collaborative filtering and knapsack method. Assessment results found that users were satisfied with the personalized healthy food recommendation system based on collaborative filtering and knapsack problem algorithm which included ability of operating system, screen design, and efficiency of operating system. The average satisfaction score overall was 4.20 implying that users had an excellent level of satisfaction.

The co-evolution of remote work and expectations in a COVID-19 world utilizing an expectation disconfirmation theory lens

Purpose As researchers are being called to examine the evolving technology research issues for COVID-19 and other pandemics, remote work has been accelerated and represents the future of work. Although it is known that one of the top forces shaping the future of work is changing employee expectations, the knowledge of remote work during a pandemic remains scant. Thus, this paper aims to determine the impact of remote worker’s expectations on their level of satisfaction and intention to continue to work remotely. Design/methodology/approach Using one of the prominent theories on expectations, Expectation Disconfirmation Theory (EDT), the authors conduct an online survey of 146 individuals who are currently working remotely. Findings By applying EDT, the findings demonstrate that an individual’s expectations regarding remote work impact their level of satisfaction with remote work and intention to continue to work remotely. Incorporating extant research, the findings extend the research stream to indicate that employees’ expectations about remote work significantly impact both their level of satisfaction and level of productivity. Originality/value The discussion elucidates the significance of understanding employee expectations regarding remote work in the evolving new normal. The findings from the study demonstrate the importance of an individual’s expectations regarding remote work on their level of satisfaction with remote work and intention to continue to work remotely. Thus, this study fills a gap in the literature by applying EDT to the remote work context.

Assessment of Pregnant Women’s Satisfaction with Model of Care Initiative: Antenatal Care Service at Primary Health Care in Cluster One in Riyadh, Saudi Arabia

The current study assessed pregnant women’s satisfaction with antenatal care (ANC) services at primary health care centers (PHCs) in Riyadh Cluster One. The study was conducted at 11 PHCs where the ANC initiative has been implemented. A total of 646 pregnant women were enrolled. A questionnaire was completed by participants to measure the level of satisfaction with the provided services, care, and consultation. Subsequently, the data were analyzed to determine the significant differences and conduct regression analysis. The overall satisfaction with initial triage assessment, provided services, consultation, and examination was 93.7%, 87.8%, 71.8%, and 53.9%, respectively. Regarding ANC services, education was the only statistically significant variable that influenced patient satisfaction (p < 0.05). In contrast, satisfaction with the provided care was significantly related to all the variables studied. For consultation, education (p < 0.001) and monthly income (p < 0.05) were the statistically significant role players. In the regression analysis, secondary education was statistically significantly related to the provided services, consultation, and examination. Despite the satisfactory level of ANC at the selected PHCs, higher patient satisfaction could be achieved in the future by improving the consultation and examination practices. Overall satisfaction with the health care workers at PHCs is high. Incorporating implied ameliorations would enhance the quality of services and patient satisfaction.

Relationship Between Waiting Time on Patient Satisfaction at Baloi Permai Batam Puskesmas Year 2021

Background: Medical records are an important part in assisting the implementation of service delivery to patients in hospitals. This research aimsMethods: Quantitative with survey research, a quantitative approach is used to find out how effective the relationship between waiting time and patient satisfaction is at the Baloi Permai Health Center.Results: The results of the chi square statistical test showed that the p-value of 0.001 was less than 0.050, so it can be said that there is a significant relationship between waiting time and patient satisfaction. The odds ratio for the relationship between waiting time and patient satisfaction is 7.263 with 95% CI between 2.143- 24.614. Patients with long waiting times are 7,263 or 7 times more likely to have a low level of satisfaction compared to patients whose waiting times are not too long.Conclusions: Based on the results of the study, it can be concluded that there is an effect of patient waiting time on outpatient satisfaction. The staff of the Baloi Perma Batam outpatient unit should further improve services, especially for waiting time for outpatients. Based on the results of the study, it can be concluded that there is an effect of patient waiting time on outpatient satisfaction. The staff of the Baloi Perma Batam outpatient unit should further improve services, especially for waiting time for outpatients.

Satisfaction and Experience of Palliative Patients with 24/7 Hotline Service During the COVID-19 Pandemic in Saudi Arabia

Background: The COVID-19 pandemic prompted a number of shifts on healthcare. Conventional face-to-face visits were shifted during lockdown to virtual ones. Palliative care (PC) virtual visits have had high satisfaction rates, especially with patients in remote areas. Due to a number of factors, further studies are needed to develop tools that can be helpful and cost effective in improving patient’s quality of life. Objective: Our aim is to learn the main reasons palliative patients in Saudi Arabia sought help via calling the free 24/7 hotline and to discuss the hotline’s satisfaction and effectiveness in solving the palliative patient’s concerns during COVID-19. Methods: A cross-sectional sample analysis was obtained from 214 patients from different regions in Saudi Arabia. A total number of 843 calls were made to the 24/7 PC hotlines from the period of 17 April 2020 to 28 February 2021, shortly after COVID-19 pandemic began. The purpose of the call, the caller's relationship to the patient, the status of the complaint, and the satisfaction rate were collected at the end of the call through a voluntary phone survey. Results: The primary reasons that palliative patients called the hotline were: 30% for medication refills, (n=247), 24.7% for medical complaints, (n=205), 15.8% were for booking a new appointment (n=131). Patients themselves accounted for 27.8% of the callers and patient’s sons/daughters accounted for 51.3%. 85% of patients said that their issue had been resolved by the end of the call and 89% of our sample were happy with the service provided through the hotline. Conclusion: The 24/7 hotline service for PC patients in Saudi Arabia was successful in its application and resulted in a high level of satisfaction among a wide sample of participants. The main reasons palliative patients reached out were to request medication refills, seek assistance with a medical complaint, and to book a new appointment. Our hotline service effectively solved 85% of patients' issues.

Caregivers’ Satisfaction toward Under-Five Health Care Services Provided at Primary Health Care Centers in Al Karkh, Baghdad, 2020

Background: Satisfied caregivers are more likely to return for further care and to recommend the primary health care center services to others. Satisfied caregivers usually are compliant with the medical provider advice and the recommended treatment plan. Compliance will eventually lead to better health outcomes. Method: A cross-sectional study with an analytic element was conducted during the period from the beginning of July to the end of September 2020. A convenient sample was collected from six primary health care centers in Al-Karkh side of Baghdad city where caregivers who attend those centers with their children for under-five health care services were interviewed using a structured questionnaire.Objective: To measure the caregivers’ satisfaction toward under-five health care services at primary health care centers in Baghdad Al-Karkh and their association with certain socio-demographic characteristics. Results: A total of 500 caregivers were interviewed during the study period, the overall satisfaction was (64%). Caregivers were satisfied with primary health care centers cleanliness (77.8%), while they were highly dissatisfied with the communication with the nurses (78.8%), with the waiting time for a routine visit (74.6%), with nurses’ antiseptic methods (59.2%), and with the availability and adequacy of their children’s vaccines (65.4%). Conclusions: The level of satisfaction of caregivers with under-five health care services provided at primary health care centers was relatively low. The study revealed that the less educated and older caregivers showed a significant higher level of satisfaction.

Borrowers satisfaction evaluation from Microfinance institution by Using FCEM

Boundless researchers have made efforts to assess the impact of Microfinance on poverty reduction both positively and negatively, but the perception of borrowers about the effectiveness of Microfinance has not been yet found. This study adopts the Fuzzy Comprehensive Evaluation Method (FCEM) in conjunction with the Analytical Hierarchy Process (AHP) to evaluate the level of satisfaction of borrowers with the products and services of microfinance institutions at different criterion levels. The goal is to assess the level of satisfaction for each criterion level under the degree of satisfaction of the borrower about the product and services provided by Microfinance Institution (MFI). Findings show that the claim of MFI was false because study evidence makes it clear that borrowers are not satisfied with the product and services of MFI. In addition to the literature, this study also highlighted the weakness of the MFI product and services. Thus, both the government and the MFIs can improve their performance and change their policies for the welfare of the borrowers.

The role and importance of perceived risk in medical tourism. Applying the theory of planned behaviour

The main aim of the study was to investigate the role and importance of perceived risk in medical tourism (MT). The research demonstrates that the country of origin and an assessment of the respondents’ own health condition significantly moderates the impact of their attitudes on behavioral intention. The research shows a strong correlation between the risk perceived by the respondents and their attitudes towards MT services. This relationship is significantly moderated by risk awareness, aversion to risk and gender. Additionally, an important factor in the model is the level of satisfaction with medical services in their own country. The survey using a fully structured questionnaire was conducted among young consumers from Jordan, Poland and Turkey. To verify the hypotheses, a multiple regression model with interactions was used.

The Important Role of Member Satisfaction in Building Loyalty of Fitness Members during Covid-19 Pandemic

This scientific paper provides an overview of the weaknesses of fitness centers in building member satisfaction in increasing member loyalty. The basis of this scientific article arises from the desire of researchers to measure the level of satisfaction felt by fitness members to build the loyalty of all members. The essence of the research idea is as a form of important ideas conveyed to build a positive level of satisfaction of fitness members through quality service to build the loyalty of members who are increasingly loyal to the center fitness. The sample in this study used all data on the number of center members’ fitness. Referring to the research objectives following the right tools using the Structural Equation Model PLS-based (SEM) with the right measuring scale in previous studies using a quantitative approach. Service quality cannot build member loyalty independently. Good service quality can build member loyalty through the mediation of member satisfaction. The results of this study can contribute to building high member loyalty along with building member satisfaction as a mediation of the level of service quality perceived by members.

O Internato de Formação Especializada em Neurocirurgia: Qual o Atual Panorama Nacional?

Introduction: In Portugal, the number of neurosurgery residents has been rising steadily. However, there are no robust studies assessing the level of satisfaction and quality of the current training programs. The aim of this study was to describe and quantify the level of satisfaction about Neurosurgery residency in 2019, in Portugal.Material and Methods: Quantitative observational cross-sectional study based on an original questionnaire about the level of satisfaction of neurosurgical training in Portugal in 2019, sent electronically to residents and young consultants between October and December 2019.Results: A total of 37 responses were obtained from physicians aged around 29.0 (± 4.0) years old, of which 78.4% were men and 54.1% from centers in the center/south of the country/islands. Overall, 51.4% of the answers came from first three years’ residents. As for the theoretical training, there was dissatisfaction with the morbidity and mortality meetings (59.5%), existence of sessions/anatomical lab (89.2%), participation in medical education (64.9%) and in research (64.9%). As for practical training, there was dissatisfaction only towards outpatient clinics (56.8%). There is a tendency for the first surgery to occur in the first month of residency and, in ascending order, firstly a cranial trauma surgery (5.09 ± 4.59 months), then for cerebrospinal fluid diseases (5.95 ± 4.3 months), peripheral nerves (6.0 ± 7.0 months), craniotomy (6.59 ± 3.88 months) and lumbar spine diseases (11.41 ± 1.5 months). Pediatric surgery was the last type of surgery to begin (19.36 ± 20.0 months). There seems to be a generalized satisfaction with the annual (59.5%) but not with thefinal examination (37.8%).Conclusion: This study has succeed at being a better description of the Portuguese neurosurgical centers and of the level of satisfaction about neurosurgical training in Portugal.