Constructing a Hospital Department Development-Level Assessment Model: Machine Learning and Expert Consultation Approach in Complex Hospital Data Environments.

BACKGROUND: Every hospital manager aims to build harmonious, mutually beneficial, and steady-state departments. Therefore, it is important to explore a hospital department development assessment model based on objective hospital data. OBJECTIVE: This study aims to use a novel machine learning algorithm to identify key evaluation indexes for hospital departments, offering insights for strategic planning and resource allocation in hospital management. METHODS: Data related to the development of a hospital department over the past 3 years were extracted from various hospital information systems. The resulting data set was mined using neural machine algorithms to assess the possible role of hospital departments in the development of a hospital. A questionnaire was used to consult senior experts familiar with the hospital to assess the actual work in each hospital department and the impact of each department's development on overall hospital discipline. We used the results from this questionnaire to verify the accuracy of the departmental risk scores calculated by the machine learning algorithm. RESULTS: Deep machine learning was performed and modeled on the hospital system training data set. The model successfully leveraged the hospital's training data set to learn, predict, and evaluate the working and development of hospital departments. A comparison of the questionnaire results with the risk ranking set from the departments machine learning algorithm using the cosine similarity algorithm and Pearson correlation analysis showed a good match. This indicates that the department development assessment model and risk score based on the objective data of hospital systems are relatively accurate and objective. CONCLUSIONS: This study demonstrated that our machine learning algorithm provides an accurate and objective assessment model for hospital department development. The strong alignment of the model's risk assessments with expert opinions, validated through statistical analysis, highlights its reliability and potential to guide strategic hospital management decisions.

Estudio epidemiológico de rinitis alérgica en una población de niños atendidos en el servicio de pediatría de un hospital general. Corte transversal / Epidemiological study of allergic rhinitis in a population of children seen at the Department of Pediatrics of a general hospital. Cross-sectional study

Introducción. La rinitis alérgica (RA) es una de las enfermedades crónicas más frecuentes en la población pediátrica, afecta la calidad de vida del niño y la familia, tiene impacto económico y es frecuentemente subdiagnosticada y subtratada. Dada la escasez de datos locales, se describe su prevalencia y las características clínicas de la población en estudio. Población y métodos. Estudio observacional de corte transversal de pacientes menores de 19 años. Resultados. Se incluyeron 250 pacientes al azar, con una media de edad de 9 años (DE 5) Presentaron diagnóstico de RA 14 de ellos; se observó una prevalencia de RA del 6 %. Conclusiones. La prevalencia de RA en nuestro medio es del 6 %. Debemos darle la relevancia que amerita para brindar un diagnóstico y tratamiento adecuado.

Introduction. Allergic rhinitis (AR) is one of the most frequent chronic diseases in the pediatric population; it affects the quality of life of children and their families, has economic impact, and is frequently underdiagnosed and undertreated. Given the scarcity of local data, here we describe the prevalence of AR and the clinical characteristics of the study population. Population and methods. Observational, cross-sectional study in patients younger than 19 years. Results. A total of 250 patients were randomly included; their mean age was 9 years (SD: 5). AR was diagnosed in 14 of them. The prevalence of AR was 6%. Conclusions. The prevalence of AR in our setting was 6%. AR should be given the relevance it deserves so as to provide an adequate diagnosis and treatment.

Functional structure of a high resolution thyroid nodule unit. Economic impact and results of its implementation in an Endocrinology department.

BACKGROUND AND OBJECTIVE: The high incidence of nodular thyroid pathology has led to growing concern about the economic impact that this pathology represents on the healthcare system. There are conclusive data about the cost-effectiveness of high-resolution units for nodular thyroid pathology; however, their implementation is not homogeneous in the Endocrinology and Nutrition services of our country. The objective of the present study was to evaluate the economic impact of the implementation of the high-resolution thyroid nodule unit (HRTNU) in our center. PATIENTS AND METHODS: The present work is a prospective, observational and descriptive study carried out in 1314 patients (82% women, mean age 58 years ds = 11) evaluated at the HRTNU during the period of August 2022-August 2023. Demographic data (age and sex) were analyzed, referral center and consultation type, number of total consultations and neck ultrasound performed, number of fine needle aspiration (FNAB) performed, and cytology results were analyzed. RESULTS: In the period from August 2022 to August 2023, a total of 1314 patients were evaluated (neck ultrasound and clinical consultation) and a total of 133 FNAB were performed, of which only 2.26% were non-diagnostic. Compared to the percentage of unsatisfactory FNAB from the previous year August 2021-July 2022 of 25%, a mean saving of 9931.43 euros was estimated. 84.47% of the patients evaluated for the first time by the HRTNU were discharged, estimating a mean saving of 133,200 euros. CONCLUSIONS: The implementation of a HRTNU at the Endocrinology and Nutrition departments, coordinated with primary and specialized care, is a cost-effectiveness alternative, as it reduces the number of medical consultations and is accompanied by a higher rate of diagnostic FNAB.

[Auricular and periauricular pathologies in the ENT department of Sylvanus Olympio Teaching Hospital in Lome (Togo)]. / Pathologies auriculaires et périauriculaires au service d'ORL du Centre hospitalier universitaire Sylvanus Olympio de Lomé (Togo).

Objective: The aim of this study is to describe the epidemiological aspects, clinical features and principles of management of different types of auricular and peri-auricular pathologies. Patients and Methods: This is a 5-year retrospective descriptive study (from May 1, 2018 to April 30, 2023) of the records of patients who consulted for a functional or cosmetic complaint relating to the auricle or periauricular region in the ENT and cervico-facial surgery department of the Centre hospitalier universitaire Sylvanus Olympio. Results: A total of 159 cases over 5 years, i.e. an annual frequency of 31 cases, met the study criteria. The mean age of the patients was 22.2 years. Children and students accounted for 24.5% and 23.9% of cases respectively. Auricular pathologies accounted for 64.8% of cases and peri-auricular pathologies for 36.2%.Tumors and trauma accounted for 33.3% and 29.6% of cases respectively, and congenital pathologies were found in 29.9% of cases. Among traumatic lesions, intentional assault and battery was the cause in 21.3%, followed by road accidents in 17.2%. The right ear was affected in 48% and the lobule in 40.4%. Keloids accounted for 17.6% of all cases, and 53% of tumors and pseudotumors. The left ear was involved in 50% of cases. Piercing was the cause of keloids in 10.7% of cases. Conclusion: Auricular and peri-auricular pathologies were dominated by benign tumors, trauma and congenital pathologies, and involved young subjects. Management is based on the type of lesion, with functional and aesthetic considerations in mind.

Evaluating ChatGPT 4.0's User Satisfaction Among Doctors Across Different Medical Departments.

In an era increasingly focused on integrating Artificial Intelligence (AI) into healthcare, the utility and user satisfaction of AI applications like ChatGPT have become pivotal research areas. This study, conducted in Greece, engaged 193 doctors from various medical departments who interacted with ChatGPT 4.0 through a custom web application. The participants, representing a diverse range of medical specialties, received responses from the specific chatbot tailored to their specific departmental inquiries. Their satisfaction was gauged using a validated form featuring a 1-to-5 rating scale. The results highlighted a possible correlation between the doctors' medical departments and their satisfaction levels with ChatGPT 4.0. Significantly, doctors from certain departments (like General Surgery and Cardiology) reported lower satisfaction scores, ranging from 2.73 to 2.80 out of 5, in contrast to their colleagues from departments like Biopathology and Orthopedics, who scored between 4.00 and 4.46 out of 5. This variation in satisfaction levels underscores the diverse needs within different medical specialties and illuminates both the potential of ChatGPT and the areas needing improvement, especially in delivering department-specific medical information. Despite its limitations, ChatGPT version 4.0 is emerging as a valuable tool in the medical community, indicating potential future advancements and more extensive integration into healthcare practices. The study's findings are crucial in understanding the distinct preferences and requirements of healthcare professionals across various medical departments, thereby guiding the future development of AI tools in healthcare.

Questionnaire survey and analysis of drug clinical research implementation capabilities of breast cancer treatment departments in Chinese hospitals.

BACKGROUND: Clinical research competence determines the quality of clinical research and the reliability of research findings. We aimed to explore the clinical research implementation capabilities of breast cancer treatment departments in China. METHODS: This was a department-based cross-sectional study conducted in the form of electronic questionnaires on the Wenjuanxing platform from 7th August to 31st August 2023 among hospitals from the first batch of breast cancer standardized diagnosis and treatment quality control pilot centers in China. RESULTS: A total of 127 questionnaires from 122 hospitals were ultimately included in the analysis. Medical personnel involved in the clinical research of 118 (92.9 %) departments received good clinical practice (GCP) training. The steps of the approval process from research initiation to completion lasted 2-4 weeks or longer. The majority of departments initiated or participated in 2 or fewer clinical research projects over the past year. Among the differences between different departments, the Department of Medical Oncology had a better qualification profile and process and greater number of initiated and participated clinical studies than did the Department of Surgical Oncology. For needs and problems, most of the departments were strongly willing to undertake clinical research and receive professional training; the most common problem in the process of conducting studies was patient recruitment. CONCLUSIONS: Most departments generally exhibited complete capabilities for implementing clinical research. Improvements in implementation efficiency, quality of research and patient recruitment are still needed. Professional training and communication, as well as the recommendation of clinical research, are required in future development.

The Participatory Approach in Healthcare Establishments as a Specific French Organizational Model at Hospital Department Level to Prevent Burnout among Caregivers: What Are the Perceptions of Its Implementation and Its Potential Contributions by These Caregivers?

(1) Background: Manifestations of burnout are regularly observed in the healthcare population. The participatory approach (PA) is a specific organization in the French health service aimed at preserving and improving the psychological health of these staff at work. The main objective of this study was to explore with healthcare professionals their perceptions of the effectiveness of the four PA components (multi-professional team meetings, in-service training, team support meetings and the project approach) implemented to date within French hospital departments, the methods of their implementation and the potential contributions of such an approach to their quality of working life and working conditions (QWLWC), and the quality of care provided. (2) Methods: Semi-structured qualitative interviews were conducted with 21 healthcare professionals in French hospital departments between March and April 2021. After they were recorded, the collected data was transcribed in full and subjected to thematic analysis. (3) Results: According to care providers, PA is only partially deployed in these departments today. Nevertheless, it is helping to develop multi-professional communication, and improves the quality of life at work as well as quality of care. (4) Conclusions: In the light of these results, the creation of a tool for the large-scale evaluation of PA implementation in hospitals emerges as essential, as its deployment in all hospital departments could help reduce the suffering of care professionals. In addition, a better articulation between the concepts of Magnet Hospitals and those of PA would prove heuristically promising.

Evaluation of interferon gamma release assay to measure t-cell response in COVID-19 patients from intensive care units and inpatient departments.

BACKGROUND: Interferon gamma release assay (IGRA) is an in vitro blood test to measure interferon gamma (IFN-γ) released from antigen-specific T cells after stimulation with pathogen-specific peptides. In this study, it was aimed to investigate the T-cell response using IGRA and to compare various laboratory values in Coronavirus Disease (COVID-19) patients hospitalized either in hospital inpatient departments or in intensive care units. METHODS: A total of 100 patients (50+50) who were identified as positive for COVID-19 through the molecular method in Selcuk University Faculty of Medicine Infectious Diseases Service and Reanimation Intensive Care Unit were included in the study. IFN-γ levels in blood samples collected from patients were determined using the QuantiFERON Severe Acute Respiratory Syndrome Coronavirus (SARS-CoV-2) (QIAGEN, Germany) kit. The patients' gender, age, c-reactive protein (CRP), aspartate aminotransferase (AST), alanine transaminase (ALT), interleukin (IL)-6, lymphocyte count, procalcitonin, and D-dimer results were obtained from the hospital automation system. RESULTS: Thirty-eight of the IGRA test results were negative, 44 were positive and 18 were inconclusive. The age of patients with negative IGRA test results was significantly higher (p<0.001) compared to patients with positive results. There were no significant differences between patients' IGRA test results and gender, prognosis, IL-6, lymphocyte counts, CRP, AST, and ALT values.Age, death rates, D-dimer, CRP, procalcitonin, AST and ALT values of patients hospitalized in the intensive care unit were significantly higher (p<0.001) compared to the those hospitalized in the inpatient department, while conversely, the lymphocyte values were lower (p<0.001). CONCLUSION: The relatively higher IGRA negative results in the elderly, negative and intermediate results in intensive-care patients, and low lymphocyte levels in intensive-care patients indicate that the cellular immune response is diminished and/or absent. The death rates, D-dimer, CRP, procalcitonin, AST and ALT values of the patients hospitalized in the intensive care unit were higher compared to those from the in-patient department, indicating the severity of inflammation and signaling the development of organ failure. In the light of these findings, we suggest that IGRA tests may serve as a guide in immunomodulatory therapy (Tab. 2, Fig. 2, Ref. 27). Text in PDF www.elis.sk Keywords: COVID-19, interferon gamma release assay test, T cell response.

Referral Pathways for Children with Atopic Diseases in Denmark.

Atopic diseases such as atopic dermatitis, food allergy, allergic rhinoconjunctivitis, and/or asthma are common. In Denmark, however, there are multiple referral pathways for these diseases in the healthcare system and they are poorly understood. To describe how children with atopic diseases navigate their way through the Danish healthcare system, a questionnaire was distributed to children aged ≤ 17 years, who were being treated for atopic diseases between August 2020 and June 2021, either by a practising specialist or a hospital department, in the Capital Region of Denmark. A total of 279 children completed the questionnaire and most were referred to a specialist or to a hospital by their general practitioner. No "common track" to hospital existed for patients with ≥ 3 atopic diseases. These patients were more often referred to a hospital compared with children with 2 atopic diseases or fewer (odds ratio [OR] 3.79; 95% CI 2.07-7.24). The primary determinants for hospital treatment were food allergy (OR 4.69; 95% CI 2.07-10.61) and asthma (OR 2.58; 95% CI 1.18-5.63). In conclusion, children with multiple atopic diseases were more likely to be referred to hospital departments than to practising specialists, mainly due to food allergies.

[Evaluation of the management of hypertension among stroke patients in a neurology department of Côte d'Ivoire]. / Évaluation de la prise en charge de l'hypertension artérielle après un accident vasculaire cérébral dans un service de neurologie en Côte-d'Ivoire.

Introduction: Reducing blood pressure after stroke is important to prevent recurrent stroke, but we have no data about the control of blood pressure in our context. The purpose of this study was to assess management of hypertension among post-stroke patients in a neurology department. Method: It was a retrospective study involving hypertensive stroke patients. They were followed up at 1, 3, 6 and 12 months after discharge. Results: 141 patients fulfilled the inclusion criteria. The mean age was 61 years. Almost all patients (94.3%) received a dual antihypertensive therapy combining mainly an ACE inhibitor and a diuretic (70.2%). During follow-up, only 76 patients were assessed at M1, 50 at M3, 44 at M6 and 42 at M12. The average monthly cost of antihypertensive treatment was 13,771 CFA francs (21 euros). Non-adherence to antihypertensive medication were mostly noted in widows, patients without occupation, those with low education and no health insurance. At one year, blood pressure was controlled in 80% of the 42 patients still present. Non-control of blood pressure was related to poor therapeutic compliance (p<0.05). Conclusion: This study highlights follow-up issues in hypertensive post-stroke patients with a high number of lost to follow-up. Blood pressure was controlled in patients who were regularly followed and adherent to antihypertensive treatment.

[Setting up a training program in a geriatric short-stay department]. / Mise en place d'un programme de formations au sein d'un service de court séjour gériatrique.

As the department's team had been renewed in less than two years, it was necessary to invent a method to improve cohesion and communication, and to enhance the skills of professionals. This led to the creation of a training program using a variety of methods (theoretical training, care approaches and quality coffees).

[HYPNOSTRESS study: Interest of medical hypnosis in the evaluation of perceived stress and the experience of hospitalization in an internal medicine department]. / Étude HYPNOSTRESS : intérêt de l'hypnose médicale dans l'évaluation du stress ressenti et le vécu d'une hospitalisation dans un service de médecine interne.

BACKGROUND: Patients with chronic illnesses, especially rare autoimmune and/or systemic diseases associated with significant diagnostic uncertainty, have a representation of their illness and a sometimes prolonged hospitalization experience that can be traumatic and anxiety-provoking. OBJECTIVE: The aim of this study was to evaluate the impact of a non-medicinal medical hypnosis intervention in reducing the stress state and improving the experience of patients hospitalized in an internal medicine department. METHODS: We conducted a prospective study of 24 patients hospitalized in the Internal Medicine Department of Lille University Hospital in 2023. Twelve patients received a non-drug medical hypnosis intervention known as the "place of safety" (case group) and were compared with 12 patients who did not (control group). Stress was assessed by the STAI questionnaire and hospitalization experience by a satisfaction questionnaire. RESULTS: The 24 patients, 13 of whom were women, had a mean age of 55±17 years at inclusion. On admission to hospital, the median STAI-ETAT between the two groups was 43.5 (38.0; 56.6) in the case group versus 42.0 (37.0; 48.5) in the control group (P=0.45). In the case group, the median STAI-ETAT questionnaire taken immediately after the hypnosis session was significantly lower than at the start of hospitalization (30.0 [25.5; 36.5] vs. 43.5 [38.0; 56.5] P=0.003), indicating a significant reduction in stress. At the end of hospitalization, there was also a significant persistence of the median significant reduction between cases and controls (29.5 [26.5; 35.0] for cases vs. 41.5 [33.5; 45.5] for controls P=0.002). Experience of hospitalization was better in the case group (median 5.0 [4.5; 5.0] vs. 4.0 [4.0; 4.5], P=0.016). CONCLUSION: This study suggests that medical hypnosis is a promising non-medicinal supportive intervention for reducing perceived stress and improving the experience of stress in patients hospitalized on an internal medicine ward.

Medical school department chair performance improvement: A qualitative study.

INTRODUCTION: In medical education, department chairs should play a significant role. The present qualitative study was conducted to identify factors that influence the performance improvement of department chairs at medical schools in Iran. METHODS: The study was conducted in Iran in 2022 and used a thematic analysis method. Using a purposeful sampling method, 20 participants were invited to participate, including medical school deans and department chairs. Focus group discussion (FGD) was used for qualitative data gathering. Braun and Clarke's thematic analysis was used to analyze data. RESULTS: There were 18 males and 2 females among the participants. The mean age of the participants was 45±4 years. Five overarching themes were formulated: human resource management, organizational behavior management, performance support system, leadership, and financial resources. Also, nine subthemes emerged, including performance evaluation, job and work design, educational and non-educational support, motivational efforts, organization culture, organizational knowledge management, planning for change, and financing. CONCLUSIONS: In this study, we found factors influencing DC performance improvement. Department chairs' effective performance may have a positive impact on department operations, processes, or outcomes.

Epidemiologic analysis of antimicrobial resistance in hospital departments in China from 2022 to 2023.

Bacterial drug resistance monitoring in hospitals is a crucial aspect of healthcare management and a growing concern worldwide. In this study, we analysed the bacterial drug resistance surveillance in our hospital from 2022 Q1 to 2023 Q2. The main sampling sources were respiratory, blood, and urine-based, and the main clinical infections were respiratory and genitourinary in nature. Specimens were inoculated and cultured; bacterial strains were isolated using a VITEK® 2 Compact 60-card automatic microorganism identifier (bioMerieux, Paris, France) and their matching identification cards were identified, and manual tests were supplemented for strain identification. The most common Gram-positive bacteria detected were Staphylococcus aureus, followed by Enterococcus faecalis (E. faecalis), Staphylococcus epidermidis (S. epidermidis), and Staphylococcus haemolyticus (S. haemolyticus). The most common Gram-negative bacteria detected were Escherichia coli, Klebsiella pneumoniae, and Pseudomonas aeruginosa. The most prevalent multidrug-resistant bacteria were those producing extended-spectrum beta-lactamases, followed by methicillin-resistant Staphylococcus aureus, followed by carbapenem-resistant Enterobacterales. This study suggests that the prevention and control of infections in the respiratory and genitourinary systems should be the focus of anti-infective work and that the use of antimicrobials should be reduced and regulated to prevent the emergence and spread of resistant bacteria.

Ten Years of HIV Diagnosis in a Dermatology and Venereology Department: A Retrospective Study on Demographic, Clinical, and Laboratory Characteristics.

Human immunodeficiency virus (HIV) transmission remains an important health issue, with a high burden that is felt across the world. This work aims to analyze the demographic, clinical, and laboratory characteristics of newly diagnosed patients with HIV in a Department of Dermatology and Venereology. A retrospective observational study was conducted from all health records of newly diagnosed patients with HIV from a Dermatology unit from January 2011 to December 2020. A total of 134 patients with new HIV diagnoses were included in the analysis. Concurrent dermatological or venereal diseases were diagnosed in 91.0% of the patients (n=122), being the most common conditions syphilis (22.4%, n=30) and urethritis (14.9%, n=20). Out of all the patients with diagnoses of concurrent sexually transmitted infection (STI) (41.0%, n=55), syphilis was reported in 81.8% of the patients (n=45), gonorrhea in 9.1% (n=5), and chlamydia in 5.5% (n=3). We present a large patient database on the clinical conditions associated with newly diagnosed HIV, concluding that infectious diseases were the most common conditions associated with newly diagnosed HIV.

Epidemiological study of allergic rhinitis in a population of children seen at the Department of Pediatrics of a general hospital. Cross-sectional study. / Estudio epidemiológico de rinitis alérgica en una población de niños atendidos en el servicio de pediatría de un hospital general. Corte transversal.

Introduction. Allergic rhinitis (AR) is one of the most frequent chronic diseases in the pediatric population; it affects the quality of life of children and their families, has economic impact, and is frequently underdiagnosed and undertreated. Given the scarcity of local data, here we describe the prevalence of AR and the clinical characteristics of the study population. Population and methods. Observational, cross-sectional study in patients younger than 19 years. Results. A total of 250 patients were randomly included; their mean age was 9 years (SD: 5). AR was diagnosed in 14 of them. The prevalence of AR was 6%. Conclusions. The prevalence of AR in our setting was 6%. AR should be given the relevance it deserves so as to provide an adequate diagnosis and treatment.

Introducción. La rinitis alérgica (RA) es una de las enfermedades crónicas más frecuentes en la población pediátrica, afecta la calidad de vida del niño y la familia, tiene impacto económico y es frecuentemente subdiagnosticada y subtratada. Dada la escasez de datos locales, se describe su prevalencia y las características clínicas de la población en estudio. Población y métodos. Estudio observacional de corte transversal de pacientes menores de 19 años. Resultados. Se incluyeron 250 pacientes al azar, con una media de edad de 9 años (DE 5) Presentaron diagnóstico de RA 14 de ellos; se observó una prevalencia de RA del 6 %. Conclusiones. La prevalencia de RA en nuestro medio es del 6 %. Debemos darle la relevancia que amerita para brindar un diagnóstico y tratamiento adecuado.

Developing a prototype system of computer-aided appointment scheduling: A radiology department case study.

BACKGROUND: Scheduling patient appointments in hospitals is complicated due to various types of patient examinations, different departments and physicians accessed, and different body parts affected. OBJECTIVE: This study focuses on the radiology scheduling problem, which involves multiple radiological technologists in multiple examination rooms, and then proposes a prototype system of computer-aided appointment scheduling based on information such as the examining radiological technologists, examination departments, the patient's body parts being examined, the patient's gender, and the patient's age. METHODS: The system incorporated a stepwise multiple regression analysis (SMRA) model to predict the number of examination images and then used the K-Means clustering with a decision tree classification model to classify the patient's examination time within an appropriate time interval. RESULTS: The constructed prototype creates a feasible patient appointment schedule by classifying patient examination times into different categories for different patients according to the four types of body parts, eight hospital departments, and 10 radiological technologists. CONCLUSION: The proposed patient appointment scheduling system can schedule appointment times for different types of patients according to the type of visit, thereby addressing the challenges associated with diversity and uncertainty in radiological examination services. It can also improve the quality of medical treatment.