A Cross-Sectional Survey to Identify Sociodemographic Factors Associated with the Frequency of Urinalysis in a Representative Sample of Adults in Poland, 2024.

A general urine test is considered one of the basic diagnostic tests using in healthcare. This study aimed to analyze sociodemographic factors associated with the frequency of urine testing in Poland. This cross-sectional survey was conducted using computer-assisted web interviewing (CAWI) between 1 March and 4 March 2024. A representative sample of 1113 adults in Poland (aged 18-86 years, 52.5% of whom were females) took part in the study. The survey showed that 46.3% of adults in Poland had a urinalysis in the last 12 months. One-fifth (20.7%) of the participants had a urinalysis more than a year ago but not more than 2 years ago. Moreover, 26.7% had a urinalysis performed 2-3 years ago. Among all participants, female gender (OR = 1.31 [1.01-1.68]; p < 0.05), being aged 70 years and over (OR = 2.22 [1.23-4.02]; p < 0.01), having children (OR = 1.45 [1.01-2.09]; p < 0.05), and having urologic diseases (OR = 2.34 [1.79-3.02]; p < 0.001) were significantly associated with having urinalysis in the last 12 months. Among respondents without urologic diseases, female gender (OR = 1.33 [1.02-1.74]; p < 0.05), being aged 60 years and over (p < 0.05), and being married (OR = 1.45 [1.09-1.94]; p < 0.05) were significantly associated with having a urinalysis in the last 12 months. There was no significant impact of educational level, occupational status, or financial situation on the frequency of urinalysis.

Exploring Relations Between Unique Patient Characteristics and Virtual Reality Immersion Level on Anxiety and Pain in Patients Undergoing Venipuncture: Secondary Analysis of a Randomized Control Trial.

BACKGROUND: Virtual reality (VR) is a well-researched digital intervention that has been used for managing acute pain and anxiety in pediatric patients undergoing various medical procedures. This study focuses on investigating the role of unique patient characteristics and VR immersion level on the effectiveness of VR for managing pediatric pain and anxiety during venipuncture. OBJECTIVE: The purpose of this study is to determine how specific patient characteristics and level of immersion during a VR intervention impact anxiety and pain levels for pediatric patients undergoing venipuncture procedures. METHODS: This study is a secondary data analysis of 2 combined, previously published randomized control trials on 252 pediatric patients aged 10-21 years observed at Children's Hospital Los Angeles from April 12, 2017, to July 24, 2019. One randomized clinical trial was conducted in 3 clinical environments examining peripheral intravenous catheter placement (radiology and an infusion center) and blood draw (phlebotomy). Conditional process analysis was used to conduct moderation and mediation analyses to assess the impact of immersion level during the VR intervention. RESULTS: Significant moderation was found between the level of immersion and anxiety sensitivity when predicting postprocedural anxiety (P=.01). Patients exhibiting the highest anxiety sensitivity within the standard of care yielded a 1.9 (95% CI 0.9-2.8; P<.001)-point elevation in postprocedural anxiety relative to individuals with high immersion levels. No other significant factors were found to mediate or moderate the effect of immersion on either postprocedural anxiety or pain. CONCLUSIONS: VR is most effective for patients with higher anxiety sensitivity who report feeling highly immersed. Age, location of the procedure, and gender of the patient were not found to significantly impact VR's success in managing levels of postprocedural pain or anxiety, suggesting that immersive VR may be a beneficial intervention for a broad pediatric population. TRIAL REGISTRATION: ClinicalTrials.gov NCT04268901; https://clinicaltrials.gov/study/NCT04268901.

Should surgical inpatients still wear compression stockings?

Surgical inpatients are at increased risk of venous thromboembolism (VTE). Current national guidelines recommend a combination of pharmacological (chemoprophylaxis) and mechanical thromboprophylaxis to reduce VTE risk. For most patients, mechanical thromboprophylaxis is provided via application of graduated compression stockings (GCS). This editorial reviews the evidence surrounding the efficacy and safety of GCS in VTE prevention, and makes a recommendation regarding their continued use in surgical inpatients.

Price setting in the Brazilian private health insurance sector.

Brazil's private health insurance market is the second largest in the world, behind only the United States, making it a valuable source of real-world evidence. This paper documents how physicians' inpatient reimbursement fees vary in the country and explores the relationship between these fees and the market share of health providers and health insurance companies. We implement a fixed-effects panel regression and take advantage of an unprecedented database that contains national administrative records of inpatient procedures paid by health insurance companies in 2016. We find a positive correlation between reimbursement for ICU procedures and provider market share. Conversely, we observe a negative correlation with insurers' market share. Additionally, we document substantial variation in procedure prices, both across and within Brazilian states, and observe that more competitive markets in Brazil tend to have higher population and GDP levels. Overall, our research enhances our understanding of the price setting dynamics of physician reimbursement fees in the context of a developing country. The insights gained from this study can assist policymakers in formulating appropriate regulations to ensure appropriate access to healthcare services.

It hurts to get forced: Children's narratives about restraint during medical procedures.

According to the UN Convention on the Rights of the Child (UNCRC), children have the right to be involved in decisions about medical procedures affecting them. However, research has shown that healthcare professionals sometimes find this difficult to achieve and those procedures then are performed against the will of the child. The aim was to illuminate restraint from the perspective of children's and young people's experiences of feeling forced during medical procedures. Following the phenomenological hermeneutic method, a secondary qualitative analysis of narrative data from four datasets collected between 2001 and 2020 was performed. Twelve children and young people aged 6-19 years (three male, nine female) from central and northern Sweden narrated their experiences of restraint related to medical procedures in nine narrative interviews and three short written narratives. The analysis revealed that it hurts to get forced, this being illustrated in six themes: bodily misery, emotional rebellion, feeling disregarded, physically limited, desiring escape, and leaving deep traces. From the perspective of children and young people, restraint was interpreted with inspiration from the philosopher Michel Foucault, as being overpowered - not voluntary submission but offering resistance - and according to the theory of caring and uncaring, a relationship in which the healthcare professional is perceived as indifferent to the patient as a person. In conclusion restraint hurts and means powerlessness to the child, leaving deep traces that remain for a long time. The findings call the healthcare profession to take action to support children's self-determination, participation, and integrity in healthcare. How children experience restraint in healthcare merits further investigation from the children's own perspective.

How to support children to develop and express their coping preferences around minor invasive medical procedures: children's and parents' perspectives.

Invasive medical procedures in hospitals are major sources of stress in children, causing pain and fear. Non-pharmacological interventions are indispensable in effective pain and fear management. However, these interventions must be personalized to be effective. This qualitative study aims to gain insight into children's and parents' experiences, needs, and wishes related to supporting children to develop and express their coping preferences for dealing with pain and fear during minor invasive medical procedures in order to decrease pain and fear. A qualitative study using thematic analysis was performed. Data were collected through semi-structured interviews with children and parents who had undergone at least five minor invasive medical procedures in the last year. Nineteen children (8-18 years) and fourteen parents were interviewed individually. The experiences, needs, and wishes expressed in the interviews could be classified into one overarching theme, that of the personal process, and two content-related sub-themes: feeling trust and gaining control. The personal process was divided into two different phases, that of developing and of expressing coping preferences. Children and parents both reported it as a continuous process, different for every child, with their own unique needs. Children and parents expected personalized attention and tailored support from professionals.     Conclusion: Professionals must combine clinical skills with child-tailored care. In the process of searching for and communicating about coping preferences, children's unique needs and personal boundaries will thereby be respected. This gives children and parents increased trust and control during invasive medical procedures. What is Known: • Untreated pain and stress caused by medical procedures can have severe and important short- and long-term consequences for children. Personalized non-pharmacological interventions are an essential element of procedural pain management. What is New: • A personalized coping strategy is important for children when undergoing medical procedures. Each individual child has a personal way of expressing their own coping strategy. Children and their parents need information and the space to develop and express their individual coping preferences. • Children and parents expect to receive child-tailored care from professionals including respect for their own, unique needs and boundaries. Professionals should build trustful relationships and provide appropriately tailored autonomy around medical procedures.

FDG-PET findings associated with various medical procedures and treatments.

[18F]-fluorodeoxyglucose (FDG) positron emission tomography (PET) is a well-established modality with high sensitivity for the diagnosis and staging of oncologic patients. FDG is taken up by the glucose transporter of the cell membrane and becomes trapped within the cell. In addition to malignant neoplasms, active inflammatory lesions and some kinds of benign tumors also accumulate FDG. Moreover, the degree of uptake into normal organs and tissues depends on various physiological conditions, which is affected by various medical procedures, treatments, and drugs. To avoid misleading interpretations, it is important to recognize possible situations of unexpected abnormal accumulation that mimic tumor lesions. In this review, we present various FDG findings associated with surgical or medical procedures and treatments. Some findings reflect the expected physiological reaction to treatment, and some show inflammation due to prior procedures. Occasionally, FDG-PET visualizes other disorders that are unrelated to the malignancy, which may be associated with the adverse effects of certain drugs that the patient is taking. Careful review of medical records and detailed interviews of patients are thus necessary.

Perceived Provision of Perioperative Information and Care by Patients Who Have Undergone Surgery for Colorectal Cancer: A Cross-Sectional Study.

BACKGROUND: Active patient participation in preparation and recovery from colorectal cancer surgery can be facilitated by timely information and care and may improve patient wellbeing and reduce hospitalizations; Methods: We aimed to identify gaps in perioperative information and care by asking colorectal cancer surgical patients to retrospectively report on their perceptions of care via a cross-sectional survey; Results: Overall, 179 (64% consent rate) patients completed one of two 64-item surveys exploring their views of 'optimal care' or their experiences of 'actual care'. In total, 41 (64%) aspects of care were endorsed as optimal. Of these, almost three-quarters (73%) were received by most patients (80% or more). Gaps in care were identified from discrepancies in the endorsement of optimal versus actual survey items. Of the 41 items identified as representing 'optimal care', 11 items were received by fewer than 80% of patients, including the provision of information about the impact of surgical wait-times on cancer cure (69%); pre-habilitation behaviors to improve health (75%); the type of questions to ask the health care team (74%); impact of pain medications on bowel movements (73%); how to obtain medical supplies for self-care at home (67%); dietary or exercise advice after discharge (25-31%); and emotional advice after discharge (44%). CONCLUSIONS: These gaps represent patient-centered priorities and targets for supportive interventions.

Graph neural network modelling as a potentially effective method for predicting and analyzing procedures based on patients' diagnoses.

BACKGROUND: Currently, the healthcare sector strives to improve the quality of patient care management and to enhance/increase its economic performance/efficiency (e.g., cost-effectiveness) by healthcare providers. The data stored in electronic health records (EHRs) offer the potential to uncover relevant patterns relating to diseases and therapies, which in turn could help identify empirical medical guidelines to reflect best practices in a healthcare system. Based on this pattern of identification model, it is thus possible to implement recommender systems with the notion that a higher volume of procedures is often associated with better high-quality models. METHODS: Although there are several different applications that uses machine learning methods to identify such patterns, such identification is still a challenge, due in part because these methods often ignore the basic structure of the population, or even considering the similarity of diagnoses and patient typology. To this end, we have developed a method based on graph-data representation aimed to cluster 'similar' patients. Using such a model, patients will be linked when there is a same and/or similar patterns are being observed amongst them, a concept that will enable the construction of a network-like structure which is called a patient graph.1 This structure can be then analyzed by Graph Neural Networks (GNN) to identify relevant labels, and in this case the appropriate medical procedures that will be recommended. RESULTS: We were able to construct a patient graph structure based on the patient's basic information like age and gender as well as the diagnosis and the trained GNNs models to identify the corresponding patient's therapies using a synthetic patient database. We have even compared our GNN models against different baseline models (using the SCIKIT-learn library of python) and also against the performance of these different model-methods. We have found that the GNNs models are superior, with an average improvement of the f1 score of 6.48 % in respect to the baseline models. In addition, the GNNs models are useful in performing additional clustering analysis which allow a distinctive identification of specific therapeutic/treatment clusters relating to a particular combination of diagnoses. CONCLUSIONS: We found that the GNNs models offer a promising lead to model the distribution of diagnoses in patient population, and is thus a better model in identifying patients with similar phenotype based on the combination of morbidities and/or comorbidities. Nevertheless, network/graph building is still challenging and prone to biases as it is highly dependent on how the ICD distribution affects the patient network embedding space. This graph setup not only requires a high quality of the underlying diagnostic ecosystem, but it also requires a good understanding on how patients at hand are identified by disease respectively. For this reason, additional work is still needed to better improve patient embedding in graph structures for future investigations and the applications of this service-based technology. Therefore, there has not been any interventional study yet.

Cost-Effective Training Models in Point-of-Care Ultrasound for Medical Students in Emergency Medicine: An Evaluation of Current Resources.

Background Ultrasound is becoming more widely utilized in clinical practice; however, its effectiveness is limited by the operator's skills. Simulation models are attractive options for developing skills because they allow inexperienced users to practice without the risk of endangering patients. Objective The purpose of this study was to identify commercially available and homemade ultrasound models to describe them in terms of materials, cost, and whether they are high- or low-fidelity for medical student education. Methods This is an investigational study on cost-effective ultrasound training methods for medical students. Our study was performed using search engines in Google, Google Scholar, and PubMed to search for models for the following five modalities: foreign body identification, intravenous (IV) injection training, abdominal ultrasound, ocular ultrasound, and ultrasound-guided lumbar puncture training. Results Most homemade models for foreign body identification, IV injection training, and ocular ultrasound could be created for less than $20. IV injection training models were the cheapest commercially available models. There are multiple commercially available options for abdominal ultrasound models, but no options were found for homemade construction. The construction cost for lumbar puncture models was larger due to the need to purchase an anatomically accurate set of lumbar vertebrae. Conclusions This study provides initial guidance and suggestions for ultrasound training models that are currently available. Ultrasound models that can be cheaply made or purchased increase accessibility for medical students to gain early exposure in a cost-effective and safe manner.

Operating a modern performance-oriented internal medicine outpatient unit.

Outpatient internal medicine clinics as a key providers of health care are not in their best shape and are facing up to range of economical as well as staffing issues. If current status does not change, outpatient internal medicine can become marginal field of medicine. Article offers analysis of current situation and possible means of change.

Point-of-care ultrasound for children.

Most diseases in children are acute, and ultrasonography should be performed in emergency cases rather than X-ray or computed tomography (CT) as children are more sensitive to radiation than adults. Therefore, point-of-care ultrasound (POCUS) is especially useful in children. The target organs of pediatric ultrasound are the same as in adults, and the infant brain can also be observed with ultrasound because the fontanel magna is still open. However, there are a number of points that physicians should be aware of regarding pediatric POCUS. There are some diseases specific to children, which are not found in adults. A higher frequency probe and higher frame rate are needed for children than for adults because of their small body size and rapid heart rate. Infants are not compliant, which necessitates the use of various measures to ensure that they remain still during the imaging examination. Pediatric POCUS is useful not only for diagnosis but also to ensure the safety of medical procedures, which is usually more difficult in children than in adults. POCUS has become a powerful tool for improving the success of such procedures and patient safety. The usefulness of POCUS is clearly evident, and it is being widely adopted across all disciplines in clinical medicine. Nevertheless, adoption of pediatric POCUS has been limited, and therefore educational programs for pediatric POCUS are needed.

Use of virtual reality in managing paediatric procedural pain and anxiety: An integrative literature review.

AIMS: This integrative review aimed to identify, analyse and synthesise studies investigating the clinical efficacy of virtual reality (VR) distraction for children undergoing varying painful and anxiety-inducing medical procedures across different hospital settings and to identify implications for research and clinical practice. BACKGROUND: Virtual reality has been leveraged as a distraction tool in the healthcare setting to help patients manage procedural pain and anxiety. Initial studies in the burn wound care setting using VR as a non-pharmacological analgesia led to the use of VR during other medical procedures. DESIGN: An integrative review of the literature was conducted following the PRISMA guidelines across four electronic databases. Published studies between 2000 and 2020 investigating the clinical efficacy of VR in managing paediatric procedural pain or anxiety were included for review. RESULTS: Reviewed studies collectively included 2,174 patients aged 6 months-18 years used VR during burn wound care, post-burn physiotherapy, dental, needle-related and other procedures. Additionally, ten studies included samples with adults, for which paediatric data could not be isolated (n = 507). Overall, studies supported the efficacy of VR in managing procedural pain and anxiety in the paediatric setting. CONCLUSION: Virtual reality is redefining pain management by immersing children in a virtual world, reducing pain and anxiety at the hospital. A notable gap was the neglected use of VR in children with chronic conditions receiving orthopaedic procedures as part of their standard care. RELEVANCE TO CLINICAL PRACTICE: Ultimately, VR distraction will reduce the fear associated with medical interventions, preventing increased pain sensitivity, exacerbated anxiety and healthcare avoidance in adulthood. Nurses will play an important role in ensuring the smooth integration of VR in clinical practice by championing the technology and transferring evidence-based methods for VR use.

Exploring key elements of approaches that support childrens' preferences during painful and stressful medical procedures: A scoping review.

PROBLEM: Children undergoing medical procedures can experience pain and distress. While numerous interventions exist to mitigate pain and distress, the ability to individualize the intervention to suit the needs and preferences of individual children is emerging as an important aspect of providing family-centered care and shared decision making. To date, the approaches for supporting children to express their preferences have not been systematically identified and described. A scoping review was conducted to identify such approaches and to describe the elements that are included in them. ELIGIBILITY CRITERIA: Studies that (a) described approaches with the aim to support children to express their coping preferences during medical procedures; (b) included the option for children to choose coping interventions; (c) included a child (1--18 years). SAMPLE: Searches were conducted in December 2019 and November 2020 in the following databases: Cinahl, Embase, PubMed and Psycinfo. RESULTS: Thirteen studies were identified that included six distinct approaches. Four important key elements were identified: 1) Aid to express preferences or choice, 2) Information Provision, 3) Assessment of feelings/emotions, 4) Feedback/Reflection and Reward. CONCLUSIONS: Identified approaches incorporate components of shared decision-making to support children in expressing their preferences during medical procedures and treatments. IMPLICATIONS: Children undergoing medical procedures can be supported in expressing their coping needs and preferences by using components of shared decision-making.

[Outpatient urology in Europe]. / Ambulante Urologie in Europa.

In the care for patients with urological diseases, outpatient urology secures a near-to-home treatment by specialists in urology and is located between general practitioner and urological clinic. Comparably little is known about the structure and fields of work in this area of urology. A survey of the EAU Section ESUO of outpatient and office urology ( https://uroweb.org/section/esuo/ ) shows the diversity in terms of content and organisation of this sector in Europe, in which more than 16,500 outpatient urologists and thus about half of all professional urologists work full-time. This diversity is related to the diagnostic and therapeutic methods in outpatient urology and to the working conditions of outpatient urologists. For comparison, this information about European countries is contrasted with data from the German office urology as one type of outpatient urology.

THE HUMAN RIGHT TO STERILIZATION: MEDICAL AND LEGAL ASPECT.

OBJECTIVE: The aim: To consider the general principles of the human right to sterilization in terms of medicine and law. PATIENTS AND METHODS: Materials and methods: Formal-logical methods of analysis and synthesis allowed to reveal the content of the concepts that make up the subject of research, to classify them, as well as to formulate intermediate and general conclusions. The systematic method allowed to study the role and significance of right to sterilization among other human rights and freedoms. Using the historical method, the doctrinal basis of the study was analyzed, and the main stages of the formation of category "right to sterilization" with human participation were identified. CONCLUSION: Conclusions: The issue of surgical sterilization should not be considered during contractions, as happened in this particular case, but before or after childbirth, because a woman in childbirth can not adequately perceive information and make such important decisions. If this decision is made after delivery, the doctor must make sure that the patient is psychologically healthy. In addition, the consent for surgical sterilization of the spouses must be signed together. Although this procedure follows from the human right to dispose of one's own body, however, in the presence of marriage, referring to Part 2 of Art. 54 of the IC of Ukraine, which states that all important issues of the family should be resolved by the spouses together, on the basis of equality. If such a decision is made by the wife alone, she must be considered to have committed the wrongful conduct.

Running an Internet Hospital in China: Perspective Based on a Case Study.

Internet hospitals, as a new forum for doctors to conduct diagnosis and treatment activities based on the internet, are emerging in China and have become integral to the development of the medical field in conjunction with increasing reforms and policies in China's medical and health system. Here, we take the Internet Hospital of the First Affiliated Hospital, Zhejiang University (FAHZU Internet Hospital) as an example to discuss the operations and functional positioning of developing internet hospital medical services in relation to physical hospitals. This viewpoint considers the platform operation, management, and network security of FAHZU Internet Hospital, and summarizes the advantages and limitations in the operation to provide a reference for other areas with interest in developing internet hospitals.

Percutaneous Tracheostomy in COVID Era: Time to Adapt and Improvise.

BACKGROUND: Percutaneous dilatation tracheostomy (PDT) is required in patients with novel coronavirus disease-2019 (COVID-19) with severe respiratory involvement, but the procedure needs modification to minimize the risk of aerosol exposure to caregivers. AIM AND OBJECTIVE: To share the experience of apnea approach of PDT in COVID patients. Also, to demonstrate the safety of the technique for healthcare workers (HCWs) and patients with respect to hemodynamic and oxygenation parameters. The incidence of adverse events and difficulties during the procedure were also recorded. MATERIALS AND METHODS: According to this modified approach, percutaneous tracheostomy was performed with apnea technique during open tracheal steps (video attached) and the endotracheal tube was withdrawn to the level of cords under video-laryngoscopic guidance. STUDY DESIGN: A retrospective data analysis of all the tracheostomy procedures (PDT) performed with the apnea technique during the COVID era (June-September) in non-COVID and COVID patients in intensive care units (ICUs). RESULTS: During these 4 months, 74 PDT procedures were performed in both COVID and non-COVID patients in the ICUs of our hospital. Out of these, PDT with apnea technique was performed in 45 patients (61%). This technique was successful in 44 patients (97.7%) with mean apnea time of 110 + 8.6 seconds. There was no significant (p < 0.05) change in mean arterial pressure and oxygen saturation of 15 COVID patients in pre-PDT and immediate post-PDT period. None of the six team members performing PDT had symptoms or tested positive for COVID-19. CONCLUSION: PDT with apnea technique can be performed to minimize the risk of aerosol exposure and does not compromise the quality of care. It is safe both for the patient and HCWs. HOW TO CITE THIS ARTICLE: Paul G, Gautam PL, Sharma S, Sravani MV, Krishna MR. Percutaneous Tracheostomy in COVID Era: Time to Adapt and Improvise. Indian J Crit Care Med 2021;25(6):642-647.

Using Virtual Technology for Fear of Medical Procedures: A Systematic Review of the Effectiveness of Virtual Reality-Based Interventions.

BACKGROUND: Innovations in virtual reality (VR) technologies have improved the adaptability of its use in therapeutic settings, and VR has shown to be a promising treatment for fear of medical procedures, with research increasing in this area in recent years. PURPOSE: This review aims to collate evidence for the impact of VR on fear of medical procedures. METHODS: CENTRAL (Cochrane), MEDLINE, EMBASE, and PsychINFO databases were searched up to October 2020. A mix of experimental and case-control studies were included for review, which evaluated the effectiveness of VR for fear, anxiety, and pain of medical procedures for people with needle phobia, dental phobia, claustrophobia of medical scans, and burn wound care anxiety. Risk of bias (RoB) was assessed by Cochrane and ROBINS-I tools. RESULTS: Twenty-eight studies were selected. Some studies included mixed participant groups of young people adults. The interventions varied, with VR used for distraction, hypnosis, or exposure. These were shown to be effective for reducing fear of medical procedures. However, effectiveness for blood-injection-injury phobias and burn wound care patients was unclear. CONCLUSIONS: Evidence on the effectiveness of VR suggests that it does decrease fear of medical procedures in some situations. However, the RoB assessment illustrated a poor quality of studies across those included in this review, limiting the ability to draw firm general conclusions from the study findings. There is a need for further research exploring the use of VR technologies in the management of anxiety in physical health care settings.

Characteristics of trauma patients that leave against medical advice: An eight-year survey analysis using the National Hospital Ambulatory Medical Care Survey, 2009-2016.

BACKGROUND: Leaving against medical advice (AMA) is associated with increased readmission rates, fragmented patient care, and healthcare litigation. Understanding the factors associated with trauma patients leaving AMA from acute care settings will help guide better communication with trauma patients and improve patient satisfaction. This study aims to assess the sociodemographic and in-hospital care characteristics of trauma patients that leave AMA from acute care centers across the U.S. METHODS: We pooled and analyzed eight years of data (2009-2016) from the National Hospital Ambulatory Medical Care Survey. The outcome variable was whether the patient left AMA or not. The main predictors were the triage class, weekend presentation, health insurance status, the presence of chronic diseases, and the receipt of therapeutic and diagnostic procedures. The sociodemographic characteristics -age, sex, and race/ethnicity, were measured as potential confounders in the developed model. We performed logistic regression and reported the unadjusted and adjusted odds of leaving AMA as well as the 95% confidence intervals. RESULTS: The weighted percent of the trauma patient population that left AMA was 1.8%. The odds of leaving AMA decreased with advancing age, and increased among non-Hispanic Blacks, compared with non-Hispanic Whites. After adjusting for age, race, and gender, the odds of leaving AMA increased among patients that lacked health insurance (AOR: 1.86; 95% CI: 1.51-2.31), and had diagnostic procedures (AOR: 2.79; 95% CI: 2.32-3.36). The odds of leaving AMA reduced among trauma patients who were classified as emergent (AOR: 0.70; 95% CI: 0.50-0.98) and had therapeutic procedures (AOR: 0.39; 95% CI: 0.32-0.47). CONCLUSION: Predicting trauma patients with increased odds of leaving AMA will inform intentional communication that may reduce leaving AMA rates and improve care.