Nonclinical Factors Research Articles

Exploring how non-clinical factors in childbirth care shape users’ experiences in public health facilities in rural Chiapas, Mexico: a qualitative study using the WHO health systems responsiveness framework

IntroductionMany Mexicans face barriers to receive delivery care from qualified professionals, especially indigenous and poor sectors of the population, which represent most of the population in the state of Chiapas. When access to institutional delivery care is an option, experiences with childbirth care are often poor. This underscores the need for evidence to improve the quality of services from the user’s perspective. The present study was conceived with the objective of understanding how non-clinical aspects of care shape women’s birthing experiences in public health institutions in Chiapas.MethodsWe conducted an exploratory qualitative study. Data collection consisted in 20 semi-structured interviews to women who had delivered in a public health facility in Chiapas during the last six months prior to the interview. For the design of the interview guide we used the WHO health system responsiveness framework, which focus on the performance of the health system in terms of the extent to which it delivers services according to the “universally legitimate expectations of individuals” and focuses on the non-financial and non-clinical qualities of care. The resulting data were analyzed using thematic analysis methodology.ResultsWe identified a total of 16 themes from the data, framed in eight categories which followed the eight domains of the WHO health systems responsiveness framework: Choice of the provider and the facility, prompt attention, quality of basic amenities, access to social support, respectful treatment, privacy, involvement in decisions, and communication. We shed light on the barriers women face in receiving prompt care, aspects of health facilities that impact women’s comfort, the relevance of being provided with adequate food and drink during institutional delivery, how accompaniment contributes positively to the birthing experience, the aspects of childbirth that women find important to decide on, and how providers’ interpersonal behaviors affect the birthing experience.ConclusionsWe have identified non-clinical aspects of childbirth care that are important to the user experience and that are not being satisfactorily addressed by public health institutions in Chiapas. This evidence constitutes a necessary first step towards the design of strategies to improve the responsiveness of the Chiapas health system in childbirth care.

Assessment of Social Vulnerabilities of Care and Prognosis in Adult Ocular Melanomas in the US.

Prior works have studied the impact of social determinants on various cancers but there is limited analysis on eye-orbit cancers. Current literature tends to focus on socioeconomic status and race, with sparse analysis of interdisciplinary contributions. We examined social determinants as measured by the Centers for Disease Control and Prevention (CDC) Social Vulnerability Index (SVI), quantifying eye and orbit melanoma disparities across the United States. A retrospective review of 15,157 patients diagnosed with eye-orbit cancers in the Surveillance, Epidemiology, and End Results (SEER) database from 1975 to 2017 was performed, extracting 6139 ocular melanomas. SVI scores were abstracted and matched to SEER patient data, with scores generated by weighted averages per population density of county's census tracts. Primary outcome was months survived, while secondary outcomes were advanced staging, high grading, and primary surgery receipt. With increased total SVI score, indicating more vulnerability, we observed significant decreases of 23.1% in months survival for melanoma histology (p<0.001) and 19.6-39.7% by primary site. Increasing total SVI showed increased odds of higher grading (odds ratio [OR] 1.20, 95% confidence interval [CI] 1.02-1.43) and decreased odds of surgical intervention (OR 0.94, 95% CI 0.92-0.96). Of the four themes, higher magnitude contributions were observed with socioeconomic status (26.0%) and housing transportation (14.4%), while lesser magnitude contributions were observed with minority language status (13.5%) and household composition (9.0%). Increasing social vulnerability, as measured by the CDC SVI and its subscores, displayed significant detrimental trends in prognostic and treatment factors for adult eye-orbit melanoma. Subscores quantified which social determinants contributed most to disparities. This lays groundwork for providers to target the highest-impact social determinant for non-clinical factors in patient care.

Characterizing Negative Online Reviews of Spine Surgeons.

Retrospective review. Characterize negative reviews of spine surgeons in the United States. Physician rating websites significantly influence the selection of doctors by other patients. Negative experiences are impacted by various factors, both clinical and nonclinical, geography, and practice structure. The purpose of this study was to evaluate and categorize negative reviews of spine surgeons in the United States, with a focus on surgical versus nonsurgical reviewers. Spine surgeons were selected from available online professional society membership directories. A search for reviews was performed on Healthgrades.com, Vitals.com, and RateMDs.com for the past 10 years. Free response reviews were coded by complaint, and qualitative analysis was performed. χ 2 and Fisher exact tests were used to compare categorical variables, and multiple comparisons were adjusted with Benjamini-Hochberg correction. A binary logistic regression model was performed for the top three most mentioned nonclinical and clinical complaint labels. A P -value <0.05 was considered statistically significant. A total of 16,695 online reviews were evaluated, including 1690 one-star reviews (10.1%). Among one-star reviews, 64.7% were written by nonsurgical patients and 35.3% by surgical patients. Nonclinical and clinical comments constituted 54.9% and 45.1% of reviews, respectively. Surgeons in the South had more "bedside manner" comments (43.3%, P <0.0001), while Northeast surgeons had more "poor surgical outcome" remarks compared with all other geographic regions (14.4%, P <0.001). Practicing in the South and Northeast were independent predictors of having complaints about "bedside manner" and "poor surgical outcome," respectively. Most one-star reviews of spine surgeons were attributed to nonsurgical patients, who tended to be unsatisfied with nonclinical factors, especially "bedside manner." However, there was substantial geographic variation. These results suggest that spine surgeons could benefit from focusing on nonclinical factors (bedside manner), especially among nonoperative patients, and that regional nuances should be considered in delivering spine care. Level- 5.

Re-hospitalization factors and economic characteristics of urinary tract infected patients using machine learning.

Urinary tract infection is one of the most prevalent bacterial infectious diseases in outpatient treatment, and 50-80% of women experience it more than once, with a recurrence rate of 40-50% within a year; consequently, preventing re-hospitalization of patients is critical. However, in the field of urology, no research on the analysis of the re-hospitalization status for urinary tract infections using machine learning algorithms has been reported to date. Therefore, this study uses various machine learning algorithms to analyze the clinical and nonclinical factors related to patients who were re-hospitalized within 30 days of urinary tract infection. Data were collected from 497 patients re-hospitalized for urinary tract infections within 30 days and 496 patients who did not require re-hospitalization. The re-hospitalization factors were analyzed using four machine learning algorithms: gradient boosting classifier, random forest, naive Bayes, and logistic regression. The best-performing gradient boosting classifier identified respiratory rate, days of hospitalization, albumin, diastolic blood pressure, blood urea nitrogen, body mass index, systolic blood pressure, body temperature, total bilirubin, and pulse as the top-10 factors that affect re-hospitalization because of urinary tract infections. The 993 patients whose data were collected were divided into risk groups based on these factors, and the re-hospitalization rate, days of hospitalization, and medical expenses were observed to decrease from the high- to low-risk group. This study showed new possibilities in analyzing the status of urinary tract infection-related re-hospitalization using machine learning. Identifying factors affecting re-hospitalization and incorporating preventable and reinforcement-based treatment programs can aid in reducing the re-hospitalization rate and average number of days of hospitalization, thereby reducing medical expenses.

Ethical dilemmas in prioritizing patients for scarce radiotherapy resources

BackgroundRadiotherapy is an essential component of cancer treatment, yet many countries do not have adequate capacity to serve all patients who would benefit from it. Allocation systems are needed to guide patient prioritization for radiotherapy in resource-limited contexts. These systems should be informed by allocation principles deemed relevant to stakeholders. This study explores the ethical dilemmas and views of decision-makers engaged in real-world prioritization of scarce radiotherapy resources at a cancer center in Rwanda in order to identify relevant principles.MethodsSemi-structured interviews were conducted with a purposive sample of 22 oncology clinicians, program leaders, and clinical advisors. Interviews explored the factors considered by decision-makers when prioritizing patients for radiotherapy. The framework method of thematic analysis was used to characterize these factors. Bioethical analysis was then applied to determine their underlying normative principles.ResultsParticipants considered both clinical and non-clinical factors relevant to patient prioritization for radiotherapy. They widely agreed that disease curability should be the primary overarching driver of prioritization, with the goal of saving the most lives. However, they described tension between curability and competing factors including age, palliative benefit, and waiting time. They were divided about the role that non-clinical factors such as social value should play, and agreed that poverty should not be a barrier.ConclusionsMultiple competing principles create tension with the agreed upon overarching goal of maximizing lives saved, including another utilitarian approach of maximizing life-years saved as well as non-utilitarian principles, such as egalitarianism, prioritarianism, and deontology. Clinical guidelines for patient prioritization for radiotherapy can combine multiple principles into a single allocation system to a significant extent. However, conflicting views about the role that social factors should play, and the dynamic nature of resource availability, highlight the need for ongoing work to evaluate and refine priority setting systems based on stakeholder views.

The Behavior of Primary Healthcare Doctors Toward Antibiotic Prescriptions for Upper Respiratory Tract Infections.

Unnecessary prescription of antibiotics for patients with upper respiratory tract infections (URTIs) carries the potential risk to the development of bacterial resistance. This study aimed to investigate the behavior of primary healthcare (PHC) physicians toward an antibiotic prescription for URTI, Al-Madinah City, Saudi Arabia in 2021. A cross-sectional study was conducted at PHC centers in Al-Madinah City, Saudi Arabia. The study invited all physicians in the randomly selected 28 PHC centers to participate in the study. A master sheet adopted from a researcher done in the Asir region of Saudi Arabia about the pattern of prescription for URTIwas used and included data about socio-demographic characteristics and data about presenting symptoms and signs of URTIs, the clinical diagnosis, type of medication prescribed, and duration of treatment also, included data about the factors that press physicians to prescribe antibiotics and their response. The questionnairewas filled out and returned back by 140 physicians. The collected data were analyzed and tabulated using appropriate statistical tests. The mean age of the studied physicians was 34.4 ± 7.6 years (25-59 years). General practitioners and specialists were 66.4% and 33.6%, respectively. The prevalence of antibiotic prescriptions was 44.3%. The most prescribed antibiotics were amoxicillin (58.6%)and Augmentin(28.6%). Congested tonsils (87.1%), ear discharge (84.2%), and cervical lymphadenopathy (89.3%) were the most clinical factors that affected physicians' decisions to prescribe antibiotics for URTI. The non-clinical factors affecting physicians' decisions include patient request (52.8%) and press (28.5%), with no statistically significant difference detected between general practitioners and specialists. The study findings indicate the need to develop intervention programs targeting physicians as well as the general population to decrease inappropriate antibiotic prescriptions in primary care centers.

Determinants of cesarean mode of childbirth among Rwandan women of childbearing age: Evidence from the 2019–2020 Rwanda Demographic and Health Survey (RDHS)

AbstractBackgroundRwanda has made progress in reducing maternal mortality, with rates decreasing by three‐quarters between 1990 and 2015, in part due to increased access to cesarean delivery (CD). However, the prevalence of CD is also increasing for reasons other than clinical indications. Rwanda's 15% CD delivery rate is higher than World Health Organization guidelines, sparking debate about optimal CD use and potential negative outcomes in child and maternal health. This study aimed to identify the key clinical and nonclinical factors relating to CD in Rwanda.MethodsA secondary data analysis of the Rwanda Demographic and Health Survey (2019–2020) was performed, using the outcome variable of vaginal birth versus CD in women who had delivered in the survey period and for 5 years preceding. We used logistic regression modeling to identify the explanatory sociodemographic, economic, and obstetric characteristics associated with CD.ResultsMore than half of participants were between 20‐ and 34‐year old, 65.2% had completed primary school at least, 79.0% lived in rural areas, and 81.2% had health insurance. Fifteen percent of participants had given birth by CD in the preceding 5 years. CD was independently associated with higher levels of education, religion, higher socioeconomic status, perceived financial constraints, and giving birth in a private health facility. Obstetric predictors for CD included twin pregnancy, male infancy, and primiparity.ConclusionResults suggest that indications for CD should be monitored and the birthing preferences of women further evaluated, with guidelines implemented to inform decision‐making around CD.

Characterizing Gabapentinoid Use Among Patients With Isolated Low Back Pain.

Retrospective cohort study. Gabapentinoids have been increasingly studied as a non-narcotic option for neuropathic and postoperative pain. However, there is evidence suggesting that off-label use of these medications for the treatment of isolated LBP is not effective. The purpose of the current study was to evaluate prescription patterns for gabapentinoids among patients with isolated low back pain. Adult patients with LBP were abstracted from the 2019 M91Ortho PearlDiver dataset using International Classification of Diseases (ICD-10) code M54.5. Patients were excluded if they had a diagnosis of neurologic symptoms, history of spinal surgery, spinal fracture, or conditions for which gabapentinoids are FDA approved. Gabapentinoid and narcotic prescriptions within one year of LBP diagnosis were identified. Patient characteristics and prescriber specialty were extracted from the dataset and predictors of gabapentinoid prescriptions were determined using univariate and multivariate analyses. Among the 1,158,875 isolated LBP patients, gabapentinoids were prescribed for 11%, narcotics for 8%, and both for 3%. The most common prescriber specialties included: primary care physicians (45%), nurse practitioners (15%), and pain management physicians (5%). Independent predictors of gabapentinoid prescriptions included: female sex, region of the country, and insurance type (P-values <.001). Of nearly 1.2 million patients with isolated LBP, 14.2% were prescribed gabapentinoids within one year of their LBP diagnosis. Patient characteristics predictive of receiving gabapentinoids were predominantly non-clinical factors.

1903 Barriers perceived by medical students when considering a career in geriatric medicine

Abstract Introduction Despite the UK’s increasing life expectancy, and increase in the elderly population, there is an overwhelming lack of Geriatricians in the UK; as of 2022, there is only 1 consultant Geriatrician per 8,031 individuals over the age of 65 (BGS, 2023). To meet the complex care needs of this population, there must be a focus on increasing the interest that doctors have towards Geriatric Medicine, with the overall aim being to recruit more doctors into the speciality. Method The aim of this review was to investigate what factors medical students perceive as barriers to pursuing a career in Geriatric Medicine and then, from identifying these, generate a set of comprehensive suggestions as to how to tackle these barriers at a medical school level to increase the interest and ultimately uptake of Geriatric Medicine. The qualitative review contains literature published between 2003 and 2023 accessed using MedLine. Results Six themes were identified in answering our question: (a) high emotional burden, (b) caring for patients with complex needs, (c) negative preconceptions of non-clinical factors (prestige, salary, career progression), (d) negative influence of clinical educators, (e) lack of intellectual stimulation and (f) lack of exposure to the speciality and the elderly. Conclusion The barriers perceived by medical students when considering Geriatrics as a speciality are complex and multifaceted; these barriers must be tackled promptly in order to secure the next generation of Geriatricians. We suggest that this work can be used as a foundation for further qualitative studies with UK medical students to investigate barriers that are specific to UK students. From this, interventional courses designed to increase Geriatric Medicine uptake could be developed to strengthen the UK Geriatric Medicine workforce.

How does hospital organisation influence the use of caesarean sections in low- and middle-income countries? A cross-sectional survey in Argentina, Burkina Faso, Thailand and Vietnam for the QUALI-DEC project

BackgroundImproving the understanding of non-clinical factors that lead to the increasing caesarean section (CS) rates in many low- and middle-income countries is currently necessary to meet the challenge of implementing effective interventions in hospitals to reverse the trend. The objective of this study was to study the influence of organizational factors on the CS use in Argentina, Vietnam, Thailand and Burkina Faso.MethodsA cross-sectional hospital-based postpartum survey was conducted in 32 hospitals (8 per country). We selected women with no potential medical need for CS among a random sample of women who delivered at each of the participating facilities during the data collection period. We used multilevel multivariable logistic regression to analyse the association between CS use and organizational factors, adjusted on women’s characteristics.ResultsA total of 2,092 low-risk women who had given birth in the participating hospitals were included. The overall CS rate was 24.1%, including 4.9% of pre-labour CS and 19.3% of intra-partum CS. Pre-labour CS was significantly associated with a 24-hour anaesthetist dedicated to the delivery ward (ORa = 3.70 [1.41; 9.72]) and with the possibility to have an individual room during labour and delivery (ORa = 0.28 [0.09; 0.87]). Intra-partum CS was significantly associated with a higher bed occupancy level (ORa = 1.45 [1.09; 1.93]): intrapartum CS rate would increase of 6.3% points if the average number of births per delivery bed per day increased by 10%.ConclusionOur results suggest that organisational norms and convenience associated with inadequate use of favourable resources, as well as the lack of privacy favouring women’s preference for CS, and the excessive workload of healthcare providers drive the CS overuse in these hospitals. It is also crucial to enhance human and physical resources in delivery rooms and the organisation of intrapartum care to improve the birth experience and the working environment for those providing care.Trial registrationThe QUALI-DEC trial is registered on the Current Controlled Trials website (https://www.isrctn.com/) under the number ISRCTN67214403.

Disparities in Cytomegalovirus Infection Rates by Race and Ethnicity among Pediatric Allogeneic Hematopoietic Cell Transplantation Recipients at a Single Center

Previous literature has reported cytomegalovirus (CMV) infection rate disparities among racial/ethnic groups of hematopoietic cell transplantation (HCT) recipients. Because race and ethnicity categorizations are social constructs unlikely to affect biological systems, it is likely there are covariates on the pathway to CMV detection, known as mediators, that can explain the observed disparity. Recent developments in mediation analysis methods enable the analysis of time-to-event outcomes, allowing an investigation of these disparities to also consider the timing of CMV infection detection relative to HCT. This study aimed to explore whether racial and ethnic CMV infection disparities existed within a population of HCT recipients at our center, and whether clinical covariates explained any observed association. The study cohort included all recipients of allogeneic HCT performed at the Children's Hospital of Philadelphia between January 2004 and April 2017 who were CMV PCR-negative pretransplantation, had known donor/recipient CMV serology, and were under blood CMV PCR surveillance. Subjects were followed for 100 days post-HCT. Accelerated failure time models using subject's reported race/ethnicity, dichotomized into non-Hispanic White (NHW) and non-NHW, and exposure and time to CMV detection as outcomes examined whether selected clinical factors-donor/recipient CMV serostatus, recipient age, indication for HCT, hematopoietic cell source, match quality-mediated any identified exposure-outcome association. The analysis included 348 HCTs performed in 335 subjects, with 86 episodes (24.7%) in which CMV was detected via PCR analysis. The accelerated failure time model without mediators estimated that non-NHW subjects had fewer CMV-free survival days (time ratio, .21; 95% confidence interval, .10 to .44). Any hypothesized mediator mediated at most 5% of the total association between race/ethnicity and time to CMV detection. Non-NHW HCT recipients had fewer CMV-free survival days than NHW recipients; none of the clinical factors hypothesized to mediate this association accounted for a significant component of total association. Further research should focus on nonclinical factors influenced by systemic racism to better understand their effect on CMV infection among HCT recipients.

Digital health and patient adherence: A qualitative study in older adults.

Computer confidence and computer self-efficacy can impact an individual's perceived ease of use and usefulness of technology, ultimately determining adherence to digital healthcare services. However, few studies focus on assessing the impact of non-clinical factors on the efficacy and adherence to digital healthcare platforms. We aimed to analyse the role of non-clinical factors (i.e. computer confidence and computer self-efficacy) in the interaction experience (IX) and the feasibility of a digital neuropsychological platform called NeuroVRehab.PT in a group of older adults with varying levels of computer confidence. Eight older adults (70.63 ± 6.1 years) evaluated the platform, and data was collected using the Think-Aloud method and a semi-structured interview. Sessions were audio-recorded and analysed through an inductive-deductive informed Thematic Analysis protocol. This study was conducted according to the Consolidated Criteria for Reporting Qualitative Research guidelines. Three main themes were identified (Interaction Experience, Digital Literacy, and Attitudes toward NeuroVRehab.PT). Computer anxiety and fear of making errors were not uncommon, even among older adults who perceive themselves as confident in technology use, and negatively impacted IX. Moreover, some game elements (e.g. three-star system, progression bar) were not intuitive to all participants, leading to misleading interpretations. On the other hand, human support and the platform's realism seemed to impact participants' IX positively. This study shed light on the barriers raised by non-clinical factors in adopting and using digital healthcare services by older adults. Furthermore, a critical analysis of the platform's features that promote user adoption is done, and suggestions for overcoming limitations are presented.

Causes of Unwarranted Variation and Disparity in Breast Cancer Management in Regional and Rural Area

Introduction. Breast cancer management is complex, requiring personalised care from multidisciplinary teams. Research shows that there is unwarranted clinical variation in mastectomy rates between rural and metropolitan patients; that is, variation in treatment which cannot be explained by disease progression or medical necessity. This study aims to determine the clinical and nonclinical factors contributing to any unwarranted variation in breast cancer management in rural patients and to evaluate how these factors and variations relate to patient outcomes. Methods. Comprehensive data from patients who had primary breast cancer surgery from 2010 to 2014 in either a rural or metropolitan location in a single local health district was analysed (n = 686). Records were subset into two rurality groupings based on the postcode in which the patient resided, and the Modified Monash Model (MMM), an Australian system for classifying rurality. Statistical analysis was used to compare rural and metropolitan cohorts on treatments, patient characteristics, timeliness, and outcomes (recurrence and survival). Results. Rural patients had higher mastectomy rates than metropolitan patients (57% vs. 34%, p &lt; 0.001), despite a lack of difference in clinical or demographic factors accounting for such variation. The length of time between treatment pathway stages was consistently longer amongst rural patients (p &lt; 0.01). Rural women also had worse survival outcomes, especially amongst HER2‐positive patients who had significantly lower survival (5‐year 74% vs 82%; 10‐year 49% vs 71%, p &lt; 0.05) than metropolitan HER2‐positive patients. Conclusion. This study reveals clinical disparities among rural breast cancer patients, that cannot be explained by demographic and clinical factors alone. Rural patients face lower rates of breast‐conserving surgery and treatment delays, attributable to systemic barriers such as limited access to specialist care, high travel costs, and suboptimal care coordination. These findings have important implications for improving equity and collaboration in delivering person‐centred breast cancer care.

Appropriateness of antibiotic prescribing for patients with sepsis in rural hospital emergency departments.

This was a multicentre retrospective cohort study of adult patients (≥18 years) presenting with a process associated International Classification of Diseases code (ICD-AM-10) pertaining to sepsis between January 2017 and July 2020 to rural Emergency Departments. Our primary outcome was antibiotic appropriateness as defined by the Australian Therapeutic Guidelines (for antibiotic selection relative to infecting source) and the National Antimicrobial Prescribing Survey tool. Our secondary outcome was in-hospital mortality. Relevant clinical and non-clinical, physiological and laboratory data were collected retrospectively. Multivariate logistic regression was used to estimate the odds of both inappropriate antibiotic prescribing and in-hospital mortality based on clinical and non-clinical factors. A total of 378 patients were included who primarily presented with sepsis of unknown origin (36.8%), a genitourinary (22.22%) or respiratory (18.78%) source. Antibiotics were appropriately prescribed in 59% of patients. A positive Quick Sequential Organ Failure Assessment score (qSOFA) (odds ratio [OR] = 0.49; 95% confidence interval [CI], 0.29-0.83), a respiratory infection source (OR = 0.5; 95% CI, 0.29-0.86) and documented allergy (OR = 0.42; 95% CI, 0.25-0.72) were associated with a lower risk of appropriate prescribing in multivariate analysis. Forty-one percent of patients received antibiotics within 1 h of presentation. Inappropriate antibiotic prescribing was not associated with in-hospital mortality. The rates of appropriate antibiotic prescribing in rural Emergency Departments for patients presenting with sepsis is low, but comparable to other referral metropolitan centres.

Application of Patient Sentiment Analysis to Evaluate Glaucoma Care

Patients utilize online physician reviews to decide between and rate ophthalmologists. Sentiment analysis allows for better understanding of patient experiences. In this study, Valence Aware Dictionary sEntiment Reasoner (VADER) and word frequency analysis of glaucoma specialist Healthgrades reviews were used to determine factors prioritized by patients. Retrospective cross-sectional analysis. N/A. Written reviews and Star ratings of glaucoma specialists listed under the Physicians Payments Sunshine Acts were obtained, and demographic information was collected. Valence Aware Dictionary sEntiment Reasoner produced Negative, Neutral, Positive, and Compound scores of reviews, and these were stratified by demographic variables. Word frequency review was applied to determine popular words and phrases. Star ratings, VADER Compound score of written reviews, and highest word frequencies. A total of 203 glaucoma specialists and 3531 written reviews were assessed. Glaucoma specialists had an average of 4.26/5 stars, with a mean of 30 ratings per physician on Healthgrades. Most physicians (86%) had overall Positive written reviews (VADER=0.74), indicating high patient satisfaction. Specialists who were women or had fewer years of practice had higher Compound and Star scores than their respective male and senior counterparts, with statistical significance observed between junior and senior physician Stars (P<0.001). Repeated words pertaining to the surgery, staff, wait times, and questions were common overall and among the most positive and most negative reviews. Glaucoma specialist patients value nonclinical factors, such as appointment setting and nonphysician health-care staff members, in their written reviews. Thus, factors beyond clinical outcomes are influential in the overall patient experience and should be considered to improve health-care delivery. These results can also advise ophthalmologists on factors that patients prioritize when evaluating physicians, which influences the decisions of other patients seeking glaucoma care. The author(s) have no proprietary or commercial interest in any materials discussed in this article.

Trends in and Factors Associated With Surgical Management for Closed Clavicle Fractures.

Clavicle fractures are common and have historically been managed nonsurgically. Over time, there are increasing surgical considerations for such injuries. Nonetheless, trends over the past decade are not well characterized. Adult patients presenting for first diagnosis of clavicle fractures were identified from the 2010 to 2020 PearlDiver M151 database. Patients were defined to have undergone surgical management if they received clavicular open reduction and internal fixation within 90 days after fracture diagnosis. Patient age, sex, Elixhauser Comorbidity Index (ECI), geographic region, insurance coverage, fracture anatomic location, and polytraumatic diagnoses were extracted. Factors independently associated with surgical management versus nonsurgical management were assessed with multivariable analysis. Overall, 50,980 patients with clavicle fractures were identified of whom 6,193 (12.1%) were managed surgically. This proportion increased significantly over the study period (7.4% in 2015 to 13.9% in 2020, P < 0.001). Independent predictors of surgical management included fracture diagnosis in 2020 (versus 2015, odds ratio [OR] 2.36), anatomic location (relative to lateral end, shaft OR 1.84 and sternal OR 3.35), and Midwest region of service (OR 1.26, relative to South) (P < 0.001 for all). A small but increasing minority of patients with clavicle fractures are managed surgically. Clinical factors and nonclinical factors were associated with surgical management.

Factors Influencing Medication Selection for Management of Overactive Bladder: Trends and Insights From AUA Quality Registry

ObjectiveTo determine how a patient’s demographics, including insurance type, race/ethnicity, gender, and age, may impact the choice of medication prescribed for overactive bladder. MethodsWe queried the AUA Quality Registry for adults between 2014 and 2020 with a diagnosis of overactive bladder for >1 year, excluding neurogenic causes. Variables included age, race/ethnicity, gender, insurance type, medication first prescribed, year of prescription, provider metropolitan status, and provider practice type. Primary outcome was which factors were associated with increased odds of beta-3 prescription as first medication choice. ResultsWe found 1,453,566 patients with overactive bladder, 641,122 (44.1%) with complete data. Of these, 112,021 (17.5%) were prescribed medication. On multivariate analysis, patients with Medicaid, Medicare, and other/self-pay insurance were less likely to receive a beta-3 versus an anticholinergic compared to private or military insurance. Compared to white patients, Asian, Black, and other races were less likely to receive a beta-3, as were patients outside of metropolitan areas. Age >50, prescriptions after 2014, and non-academic settings were associated with increased odds of beta-3 prescription. There was no difference between genders. ConclusionsMany nonclinical factors, including insurance type and race, may affect which medication is first prescribed for overactive bladder. This is useful for practicing urologists and may help lower barriers to beta-3 prescription through policy change and advocacy.

Nonclinical factors associated with the treatment of older women with newly diagnosed low-grade ductal carcinoma insitu.

Ductal carcinoma in situ (DCIS) is the most common form of noninvasive breast cancer and is associated with an excellent prognosis. As a result, there is concern about overdiagnosis and overtreatment of DCIS because most patients with DCIS are treated as though they have invasive breast cancer and undergo either breast-conserving surgery (BCS)-most commonly followed by radiation therapy (RT)-or mastectomy. Little research to date has focused on nonclinical factors influencing treatments for DCIS. Population-based data were analyzed from five state cancer registries (California, Florida, New Jersey, New York, and Texas) on women aged 65 years and older newly diagnosed with DCIS during the years 2003 to 2014 using a retrospective cohort design and multinominal logistic modeling. The registry records with Medicare enrollment data and fee-for-service claims to obtain treatments (BCS alone, BCS with RT, or mastectomy) were merged. Surgeon practice structure was identified through physician surveys and internet searches. Patients of surgeons employed by cancer centers or health systems were less likely to receive BCS with RT or mastectomy than patients of surgeons in single specialty or multispecialty practices. There also was substantial geographic variation in treatments, with patients in New York, New Jersey, and California being less likely to receive BCS with RT or mastectomy than patients in Texas or Florida. These findings suggest nonclinical factors including the culture of the practice and/or financial incentives are significantly associated with the types of treatment received for DCIS. Increasing awareness and targeted efforts to educate physicians about DCIS management among older women with low-grade DCIS could reduce patient harm and yield substantial cost savings.

Utilizing Clinical and Non-clinical Patient Factors in Predicting Cardiovascular Events in Patients on JAK Inhibitor Therapy: A Retrospective Cohort Study

Utilizing Clinical and Non-clinical Patient Factors in Predicting Cardiovascular Events in Patients on JAK Inhibitor Therapy: A Retrospective Cohort Study

Graph Neural Networks for Parkinson's Disease Monitoring and Alerting.

Graph neural networks (GNNs) have been increasingly employed in the field of Parkinson's disease (PD) research. The use of GNNs provides a promising approach to address the complex relationship between various clinical and non-clinical factors that contribute to the progression of PD. This review paper aims to provide a comprehensive overview of the state-of-the-art research that is using GNNs for PD. It presents PD and the motivation behind using GNNs in this field. Background knowledge on the topic is also presented. Our research methodology is based on PRISMA, presenting a comprehensive overview of the current solutions using GNNs for PD, including the various types of GNNs employed and the results obtained. In addition, we discuss open issues and challenges that highlight the limitations of current GNN-based approaches and identify potential paths for future research. Finally, a new approach proposed in this paper presents the integration of new tasks for the engineering of GNNs for PD monitoring and alert solutions.