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The increasing threat of antimicrobial resistance has prompted a need for more effective antimicrobial stewardship programs (AMS). Artificial intelligence (AI) and machine learning (ML) tools have emerged as potential solutions to enhance decision-making and improve patient outcomes in AMS. This systematic review and meta-analysis aims to evaluate the impact of AI in AMS and to assess its predictive performance and diagnostic accuracy. We conducted a comprehensive literature search across PubMed/MEDLINE, Scopus, EMBASE, and Web of Science to identify studies published up to July 2024. Studies included were observational, cohort, or retrospective, focusing on the application of AI/ML in AMS. The outcomes assessed were the area under the curve (AUC), accuracy, sensitivity, specificity, negative predictive value (NPV), and positive predictive value (PPV). We calculated the mean pooled effect size (ES) and its 95% confidence interval (CI) using a random-effects model. The risk of bias was assessed using the QUADAS-AI tool, and the protocol was registered in PROSPERO. Out of 3,458 retrieved articles, 80 studies met the inclusion criteria. Our meta-analysis demonstrated that ML models exhibited strong predictive performance and diagnostic accuracy, with the following results: AUC [ES: 72.28 (70.42-74.14)], accuracy [ES: 74.97 (73.35-76.58)], sensitivity [ES: 76.89; (71.90-81.89)], specificity [ES: 73.77; (67.87-79.67)], NPV [ES:79.92 (76.54-83.31)], and PPV [ES: 69.41 (60.19-78.63)] across various AMS settings. AI and ML tools offer promising enhancements due to their strong predictive performance. The integration of AI into AMS could lead to more precise antimicrobial prescribing, reduced antimicrobial resistance, and better resource utilization., Competing Interests: Declarations. Competing interests: The authors declare no competing interests., (© 2025. The Author(s), under exclusive licence to Springer-Verlag GmbH Germany, part of Springer Nature.)

Objective: To investigate if pre-existing mental health morbidity (MHM) might influence help-seeking and willingness to undergo diagnostic investigations for potential colorectal cancer (CRC) symptoms., Methods: An online vignette survey was completed by 1307 adults aged > 50 years recruited through Prolific, a UK panel provider. Participants self-reported any chronic physical or MHM. After having been presented with vignettes describing new onset symptoms (rectal bleeding or change in bowel habit), participants answered questions on symptom attribution and attitudes to investigations. Using multivariable logistic regression we examined the association between MHM and symptom attribution, intended help-seeking, and willingness to undergo investigations, controlling for socio-demographic factors and physical morbidities., Results: Self-reported MHM (reported by 14% of participants) was not associated with cancer symptom attribution (29% of participants with or without MHM mentioned cancer as a possible reason for rectal bleeding and 14% for change in bowel habit). Individuals with self-reported MHM were less likely to contact a GP if experiencing a change in bowel habit (19% vs. 39%; adjusted (a)OR = 0.34, 95% CI 0.19-0.60) and to mention rectal bleeding to their GP (83% vs. 89%, aOR = 0.49, 95% CI 0.26-0.94). Although most participants would be willing to undergo a colonoscopy for these high-risk symptoms, those with depression/anxiety were less willing (90% vs. 96%; aOR: 0.37, 95% CI 0.16-0.87)., Conclusions: Individuals with self-reported MHM are less likely to seek help and less willing to undergo investigations for high-risk symptoms. Targeted support, for example, through additional mental health nurses, might facilitate prompt cancer diagnosis for the large group of people with MHM., (© 2024 The Author(s). Cancer Medicine published by John Wiley & Sons Ltd.)

Background: The aim of this study is to assess the impact of disability on participation in CRC screening and to determine the overall effect size., Methods: We conducted a systematic review and meta-analysis to compare CRC screening participation in individuals with and without disabilities. The search encompassed five databases (PubMed, EMBASE, Scopus, Google Scholar, medRxiv). Pooled estimates were calculated for each type of CRC screening and disability categories to synthesize the findings. The participation in CRC screening was derived using a random effects model., Results: A total of 20 articles were included, most of them from the USA. Based on pooled estimates, individuals with disabilities have lower odds of undergoing CRC screening versus those without disabilities (OR = 0.80, 95%CI 0.73-0.87). Analysis by screening type indicated that individuals with a disability have lower odds of a fecal occult blood test or a fecal immunochemical test (OR: 0.72, 95%CI 0.65-0.81), with no significant difference for a colonoscopy. Individuals with intellectual disabilities had significantly lower rates of CRC screening participation (OR = 0.65, 95%CI 0.53-0.79), especially for FOBT/FIT (OR = 0.58, 95%CI 0.49-0.69)., Conclusions: Disparities exist for CRC screening participation in people with disabilities. Further research and coordinated efforts are essential to develop interventions for improving early cancer diagnosis for this non-negligible patient group.

Background: The evolution of hospital infrastructures highlights the need of its physical space to respond to new technological, societal and epidemiological transformations such as those following the COVID-19 pandemic experience. Although the new emerged needs of user-centeredness, comfort and wellbeing within specific functional areas, there is still a lack of measurable indications for addressing these challenges in-patient wards., Study Design: The objective of this study is therefore to provide specific guidelines for the design of the in-patient ward, through measurable criteria and indicators based on evidence from the scientific literature, and to develop an assessment tool for its evaluation., Methods: A five-step process has been followed: (i) performing a literature review about hospital wards and wellbeing strategies, (ii) conducting a best practice analysis and comparison of a selection of international contemporary healthcare facilities, (iii) defining some dimensional requirements from the comparison, (iv) developing an assessment tool based on extracted criteria, (v) testing the tool on an existing project., Results: Amongst the criteria, several aspects have been highlighted ranging from qualitative indicators, as the clarity of wayfinding or the level of privacy, to quantitative values, as the percentage of single inpatient rooms or the distance between rooms and nursing stations. The assessment tool is composed by 20 indicators, associated to thematic areas and referred to three environmental units of the inpatient ward. Two types of scoring system are proposed., Conclusions: Starting from those considerations and tool wider applications, the future design of hospital wards could follow guidelines addressing user-centeredness, comfort and wellbeing.

Background: Primary healthcare plays a central role in providing preventive care, managing chronic conditions and reducing inappropriate emergency presentations. The study aimed at providing population-level evidence on the correlation between the characteristics of primary healthcare across Italian regions and health outcomes included in the National Programs Outcomes of the National Agency for Regional Healthcare Services., Study Design: Ecological study., Methods: We analysed healthcare data from the National Agency for Regional Healthcare Services, the public lists of primary care doctors and the National Federation of Surgeons and Dentists and the National Institutes of Statistics referring to the 20 Italian regions. Pearson's correlation and Spearman's correlation were used to assess the relationships between primary healthcare characteristics and health outcomes., Results: Overall, across all Italian regions each general practitioner had on average 1447 patients and was 57.5 years old. The study found positive correlations between the number of patients per general practitioner and non-urgent Emergency Department visits among adult patients (Pearson's r = 0.58, p = 0.008), the number of residents aged 65+ per general practitioner and the rate of chronic obstructive pulmonary disease admissions (Pearson's r = 0.49, p = 0.029), and the age of general practitioners and lower-extremity amputations in diabetes patients (Pearson's r = 0.56, p = 0.011). A negative correlation was observed between the age of general practitioners and urinary tract infection admissions (Pearson's r = -0.76; p < 0.001). A non-linear negative correlation was found between the age of general practitioners and chronic obstructive pulmonary disease admissions (Spearman's ρ = -0.46, p = 0.041)., Conclusions: The findings emphasise the importance of guaranteeing sufficient numbers of primary healthcare physicians to meet patients' needs, and for limiting avoidable hospitalisations and emergency presentations. General practitioners' age might also influence the provision of care, but more research is needed on possible mechanisms.

Introduction: The Italian National Health Service (SSN) is currently grappling. with a complex situation, characterized by a persistent shortage of medical personnel and the divergent aspirations of young medical graduates. Additionally, recent regulatory developments concerning specialist training further contribute to the intricacies of the landscape, calling for a comprehensive analysis of the challenges and opportunities within the sector. This study aims to provide an updated overview of the current placement of medical graduates, residents and specialists in the specific hygiene and preventive medicine (Public Health) field., Methods: Data on admissions, withdrawals and resignations were obtained from the Ministries of Universities and Health and from the archives of the "Associazione Liberi Specializzandi" (ALS). Information regarding the professional prospects for specialists and residents in the field of Public Health was gathered through a tailored survey conducted by the "Consulta dei Medici in Formazione Specialistica" (Council of Medical Residents) of the Italian Society of Hygiene (SItI)., Results: In 2022, a total of 483 specialization contracts were granted, indicating a decrease of 37% compared to the previous year. Notably, 85 positions (17.6%) remained unallocated or resulted in dropouts. Six months after completing their residency, 1.5% of hygiene residents were still actively seeking employment. On a positive note, 75.4% of fourth-year residents secured contracts under the "Decreto Calabria". Career opportunities within the Italian SSN have witnessed growth, with a significant proportion of placements in territorial services and hospital medical directorates., Discussion and Conclusions: The updating of training programs provided by residency schools and the exploration of innovative approaches are of paramount importance to address the urgent need for high-quality training and to cater to the requirements of the national health system.

A mass vaccination center is a location, normally used for nonhealthcare activities, set up for high-volume and high-speed vaccinations during infectious disease emergencies. The high contagiousness and mortality of COVID-19 and the complete lack of population immunity posed an extraordinary threat for global health. The aim of our research was to collect and review previous experiences on mass vaccination centers. On 4 April 2021, we developed a rapid review searching four electronic databases: PubMed/Medline, Scopus, EMBASE, Google Scholar and medRxiv. From a total of 2312 papers, 15 of them were included in the current review. Among them, only one article described a COVID-19 vaccination center; all of the others referred to other vaccinations, in particular influenza. The majority were conducted in the United States, and were simulations or single-day experiences to practice a mass vaccination after bioterrorist attacks. Indeed, all of them were published after September 11 attacks. Regarding staff, timing and performance, the data were highly heterogenous. Several studies used as a model the Center for Disease Control and Prevention guidelines. Results highlighted the differences around the definition, layout and management of a mass vaccination center, but some aspects can be considered as a core aspect. In light of this, we suggested a potential definition. The current review answers to the urgency of organizing a mass vaccination center during the COVID-19 pandemic, highlighting the most important organizational aspects that should be considered in the planning.