A Systematic Review of Simulation in Burn Care: Education, Assessment, and Management.

Assessment and management of burns require nuanced, timely interventions in high-stake settings, creating challenges for trainees. Simulation-based education has become increasingly popular in surgical and nonsurgical subspecialties to supplement training without compromising patient safety. This study aimed to systematically review the literature on existing burn management-related simulations. A systematic review was conducted according to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines. Articles describing burn-specific surgical and nonsurgical simulation models were included. The model type, study description, simulated skills, assessment methods, fidelity, cost, and outcomes were collected. Of 3,472 articles, 31 met inclusion criteria. The majority of simulations were high-fidelity (n=17, 54.8%). Most were immersive (n=17, 54.8%) and used synthetic benchtop models (n=13, 41.9%), whereas none were augmented/virtual reality. Simulations of acute and early surgical intervention techniques (n=16, 51.6%) and burn wound assessments (n=15, 48.4%) were the most common, whereas burn reconstruction was the least common (n=3, 9.7%). Technical skills were taught more often (n=29, 93.5%) than non-technical skills (n=15, 48.4%). Subjective assessments (n=18, 58.1%) were used more often than objective assessments (n=23, 74.2%). Of the studies that reported costs, 91.7% (n=11) reported low costs. This review identified the need to expand burn simulator options, especially for burn reconstruction, and highlighted the paucity of animal, cadavers, and augmented/virtual reality models. Developing validated, accessible burn simulations to supplement training may improve education, patient safety, and outcomes.

HIV Activist Identity, Commitment, and Orientation Scale (HAICOS): Psychometric Evaluation to Assess Clinician's Propensity Towards HIV Activism in Malaysia.

HIV activism has a long history of advancing HIV treatment and is critical in dismantling HIV-related stigma. This study evaluated the psychometric quality of the HIV Activist Identity, Commitment, and Orientation Scale (HAICOS) to assess clinicians' propensity towards HIV activism in Malaysia. From November 2022 to March 2023, 74 general practitioners and primary care physicians in Malaysia participated in the study. The exploratory factor analysis (EFA) extracted an internally consistent three-factor solution with 13 items: (1) HIV activist identity and commitment, orientation towards (2) day-to-day, and (3) structural activism. The Cronbach's alpha value was 0.91, and intra-class correlation coefficient for test-retest reliability was 0.86. Stigma-related (prejudice and discrimination intent) and clinical practice (comfort in performing clinical tasks with key populations and knowledge about HIV pre-exposure prophylaxis) measures supported the construct validity of the scale. The study provided concise, structurally valid, and reliable measures to evaluate HIV activism among clinicians.

RESUMEN: El activismo del VIH tiene una larga historia de avanzar el tratamiento del VIH y es crítico para desmantelar el estigma relacionado al VIH. Este estudio evaluó la calidad psicométrica de la Escala de Identidad, Compromiso y Orientación de Activistas del VIH (HAICOS) para evaluar la propensión de los médicos hacia el activismo del VIH en Malasia. Desde noviembre del 2022 hasta marzo del 2023, 74 médicos generales y de atención primaria en Malasia participaron en este estudio. El análisis factorial exploratorio (AFE) extrajo una solución de tres factores internamente consistente con 13 ítems: (1) identidad y compromiso del activismo del VIH; orientación hacia (2) el activismo cotidiano y (3) el activismo estructural. El valor alfa de Cronbach fue de 0.91 y el coeficiente de correlación intraclase para la confiabilidad prueba-reprueba fue de 0.86. Las medidas relacionadas con el estigma (prejuicio e intención de discriminación) y la práctica clínica (comodidad realizando tareas clínicas con poblaciones claves y conocimiento sobre la profilaxis pre-exposición del VIH) respaldaron la validez de constructo de la escala. El estudio proporcionó medidas concisas, estructuralmente válidas y confiables para evaluar el activismo de VIH entre los médicos.

Fluid Resuscitation and Cardiovascular Support in Acute Burn Care.

Acute burn injury creates a complex and multifactorial local response which may have systemic sequelae such as hypovolemia, hypothermia, cardiovascular collapse, hypercoagulability, and multi-system organ failure. Understanding the underlying pathophysiology of burn shock, the initial burn triage and assessment, calculation of fluid requirements, and the means of tailoring ongoing interventions to optimize resuscitation are critical for overcoming the wide spectrum of derangements which this condition creates. As a result, this article discusses the various key points in order to garner a greater understanding of these nuances and the optimal pathway to take when tackling these challenging issues.

Social Distancing or Socially Dividing? A Greater Proportion of Vulnerable Patients Admitted to a Metropolitan Burn Center During the COVID-19 Pandemic.

Due to stay-at-home mandates and social distancing, we hypothesized the coronavirus disease 2019 global pandemic altered the epidemiology of burn injuries that presented to a single-institution, metropolitan burn center. A retrospective review of adult and pediatric patients admitted to the center during a 3-year period: 3/20/19-3/19/20 (pre-pandemic year), 3/20/20-3/19/21 (pandemic year 1), and 3/20/21-3/19/22 (pandemic year 2). Variables included patient demographics, burn injury, and hospitalization characteristics. A greater proportion of males compared to females were admitted during the pre-pandemic year with a significant increase in this difference during pandemic year 1 (P < .05). There was a significant increase in the proportion of undomiciled patients admitted between the pre-pandemic year and pandemic year 2 (P < .01). There were significant increases in the proportion of admitted patients who were uninsured, had a history of mental illness and/or substance abuse between pandemic years 1 and 2 (P < .001, P < .05, P < .01) and between the pre-pandemic year and pandemic year 2 (P < .001, P < .01, P < .001). There were significant differences in deepest burn depth and burn etiology between individual years. The proportion of patients with burns treated purely non-operatively significantly increased during pandemic year 1 (P < .05). Greater changes in the demographics of patients with burns admitted after the onset of the pandemic were reported compared to the characteristics and management of their burn injuries. Overall, this study demonstrated that a greater proportion of vulnerable patients were admitted during the pandemic, providing a better understanding of existing health disparities and the differential impact of the pandemic on lower socioeconomic populations.

Security screening metrics for information-sharing partnerships.

Recent history has shown both the benefits and risks of information sharing among firms. Information is shared to facilitate mutual business objectives. However, information sharing can also introduce security-related concerns that could expose the firm to a breach of privacy, with significant economic, reputational, and safety implications. It is imperative for organizations to leverage available information to evaluate security related to information sharing when evaluating current and potential information-sharing partnerships. The "fine print" or privacy policies of firms can provide a signal of security across a wide variety of firms being considered for new and continued information-sharing partnerships. In this article, we develop a methodology to gauge and benchmark information security policies in the partner-selection process that can help direct risk-based investments in information sharing security. We develop a methodology to collect and interpret firm privacy policies, evaluate characteristics of those policies by leveraging natural language processing metrics and developing benchmarking metrics, and understand how those characteristics relate to one another in information-sharing partnership situations. We demonstrate the methodology on 500 high-revenue firms. The methodology and managerial insights will be of interest to risk managers, information security professionals, and individuals forming information sharing agreements across industries.

Gaps in plastic surgery training: A comparative literature review of assessment tools in plastic surgery and general surgery.

Assessment tools for grading technical and nontechnical skills, such as operative technique and professionalism, are well established in general surgery. Less is known regarding the application of these tools in plastic surgery training. This study is a comparative review of the most prevalent assessment tools and rubrics utilized in general and plastic surgery. Two parallel systematic reviews of the literature utilizing PubMed and Cochrane were conducted for articles published between 1990 and 2022. Searches used Boolean operators specific to assessment tools in general and plastic surgery. Fourteen studies met the inclusion criteria for general surgery assessment tools, and 21 studies were included for plastic surgery assessment tools. Seven studies (50%) evaluated technical skills in general surgery, whereas 15 studies (71%) assessed technical skills in plastic surgery with commonality found in the evaluation of principles, such as tissue and instrument handling and operative flow. Task-specific evaluation tools were described for both general and plastic surgeries. Five studies evaluated nontechnical skills, such as communication and leadership in general surgery, whereas no plastic surgery studies solely examined nontechnical assessment tools. Our literature review demonstrates that standardized skill assessments in plastic surgery are lacking compared with those available in general surgery. Plastic surgery programs should consider implementing competency-based assessment tools in surgical coaching and training for technical and nontechnical skills. More research is necessary in plastic surgery to optimize the evaluation of nontechnical skills.

Blood glucose control in the burn intensive care unit: A narrative review of literature.

Burn survivors undergoing complex glycemic derangements in the acute period after burn are at significantly increased risk of worse outcomes. Although most critical care investigations recommend intensive glycemic control to prevent morbidity and mortality, conflicting recommendations exist. To date, no literature review has studied outcomes associated with intensive glucose control in the burn intensive care unit (ICU) population. This review addresses this gap to improve practice guidelines and support further research regarding glycemic control. This is a narrative review of literature utilizing PubMed for articles published at any time. Inclusion criteria were English studies describing glucose management in ICU adult burn patients. Studies involving pediatric patients, non-human subjects, care non-ICU care, case reports, editorials, and position pieces were excluded. Our literature search identified 2154 articles. Full text review of 61 articles identified eight meeting inclusion criteria. Two studies reported mortality benefit of intensive glucose control ( mg/dL) compared to controls ( mg/dL), while two studies showed no mortality differences. Three studies reported reduced infectious complications such as pneumonia, urinary tract infection, sepsis, and bacteremia. A majority of the studies (6/8) reported higher risk for hypoglycemia with tight glucose control, but few reported instances of adverse sequela associated with hypoglycemia. Intensive glucose control may provide benefit to burn patients, but complications associated with hypoglycemia must be considered. This review recommends an individualized patient-centered approach factoring comorbidities, burn injury characteristics, and risk factors when determining whether to employ intensive glucose control.

The effect of short-term preoperative nutritional intervention for cleft surgery eligibility.

BACKGROUND: Children with orofacial clefts are highly susceptible to malnutrition, with severe malnutrition restricting their eligibility to receive safe surgery. Ready-to-use therapeutic foods (RUTF) are an effective treatment for malnutrition; however, the effectiveness has not been demonstrated in this patient population prior to surgery. We studied the effectiveness of short-term RUTF use in transitioning children with malnutrition, who were initially ineligible for surgery, into surgical candidates. METHODS: A cohort of patients from Ghana, Honduras, Malawi, Madagascar, Nicaragua, and Venezuela enrolled in a nutrition program were followed by Operation Smile from June 2017 to January 2020. Age, weight, and length/height were tracked at each visit. Patients were included until they were sufficiently nourished (Z > = -1) with a secondary outcome of receiving surgery. The study was part of a collaborative program between Operation Smile (NGO), Birdsong Peanuts (peanut shellers and distributors), and MANA Nutrition (RUTF producer). RESULTS: A total of 556 patients were recruited between June 2017 and January 2020. At baseline 28.2% (n = 157) of patients were diagnosed with severe, 21.0% (n = 117) moderate, and 50.7% (n = 282) mild malnutrition. 324 (58.3%) presented for at least one return visit. Of those, 207 (63.7%) reached optimal nutrition status. By visit two, the mean z-score increased from -2.5 (moderate) to -1.7 (mild) (p < 0·001). The mean time to attain optimal nutrition was 6 weeks. There was a significant difference in the proportion of patients who improved by country(p < 0.001). CONCLUSION: Malnutrition prevents many children with orofacial clefts in low- and middle-income countries from receiving surgical care even when provided for free. This creates an even larger disparity in access to surgery. In an average of 6 weeks with an approximate cost of $25 USD per patient, RUTF transitioned over 60% of patients into nutritionally eligible surgical candidates, making it an effective, short-term preoperative nutritional intervention. Through unique partnerships, the expansion of cost-effective, large-scale nutrition programs can play a pivotal role in ensuring those at the highest risk of living with unrepaired orofacial clefts receive timely and safe surgical care.

"I want the doctors to know that I am as bright as a candle": : Experiences with and Hopes for Doctor Interactions Among Malaysian Key Populations and People Living with HIV.

Stigma in healthcare settings is a pernicious barrier to HIV prevention and treatment in contexts with strong HIV-related structural stigma. Previous work has documented substantial stigma towards key populations and people living with HIV (PLWH) among Malaysian doctors. The perspectives of Malaysian key populations and PLWH, however, remain understudied. In 2021, 34 Malaysian participants representing key populations and PLWH engaged in a photovoice study designed to qualitatively explore their experiences with and hopes for doctor interactions. Many participants reported stigma from their doctors, perceiving that doctors view them as not normal, sinful, misguided, and incapable. Several emphasized that they wear figurative masks to conceal aspects of themselves from doctors. Yet, many also remain hopeful for constructive relationships with doctors. They want their doctors to know that they are bright, capable, kind, and valuable. Interventions are needed to address stigma among doctors working in contexts with strong structural stigma.

RESUMEN: El estigma en los ambientes de atención médica es una barrera perniciosa en la prevención y el tratamiento del VIH. Investigaciones anteriores han documentado un estigma sustancial hacia los grupos de población clave y las personas que viven con el VIH (PLWH por sus siglas en inglés) entre los médicos de Malasia. Sin embargo, las perspectivas de los grupos de población clave y las PLWH en Malasia siguen sin estudiarse. En 2021, 34 participantes que representaban los grupos de población clave y PLWH en Malasia participaron en un estudio de fotovoz diseñado para explorar cualitativamente sus experiencias y esperanzas en las interacciones con los médicos. Muchos participantes describieron el estigma de sus médicos, percibiendo que los médicos los ven como no normales, pecaminosos, equivocados e incapaces. Varios enfatizaron que usan máscaras figurativas para ocultar aspectos de ellos mismos a los médicos. Sin embargo, muchos también mantienen la esperanza de tener relaciones constructivas con los médicos. Quieren que sus médicos sepan que son inteligentes, capaces, amables y valiosos. Se necesitan intervenciones para abordar el estigma estructural entre los médicos que trabajan en la prevención y el tratamiento del VIH.

Acceptability and Feasibility of Online, Asynchronous Photovoice with Key Populations and People Living with HIV.

Photovoice is an action-oriented qualitative method involving photography and story-telling. Although photovoice yields a powerful form of data that can be leveraged for research, intervention, and advocacy, it has arguably been underutilized within HIV research. Online, asynchronous photovoice methods represent a promising alternative to traditional in-person methods, yet their acceptability and feasibility with key populations and people living with HIV (PLWH) have yet to be explored. The current study describes the methods and evaluation of an online, asynchronous photovoice project conducted with 34 members of key populations and PLWH in Malaysia in 2021. A HIPAA-compliant website incorporating a series of instructional videos was created to facilitate participant engagement and data collection. Quantitative and qualitative indicators suggest that participants found the project to be highly acceptable and feasible. Online, asynchronous photovoice methods hold potential for increasing the scale of this powerful and versatile qualitative research method with key populations and PLWH.

RESUMEN: La fotovoz es un método cualitativo orientado a la acción que usa fotografía y narración de historias. Aunque la fotovoz produce una poderosa forma de datos que se puede utilizar para la investigación, la intervención y la promoción, podría decirse que ha sido poca aplicada en la investigación del VIH. Los métodos de fotovoz asincrónicos en línea representan una alternativa prometedora a los métodos en persona tradicionales, pero aún no se ha explorado su aceptabilidad y viabilidad con los grupos de población clave y las personas que viven con el VIH (PLWH por sus siglas en inglés). El estudio actual describe los métodos y la evaluación de un proyecto de fotovoz asincrónico en línea realizado con 34 miembros de grupos de población clave y PLWH en Malasia en 2021. Se creó un sitio web compatible con HIPAA que incorpora una serie de videos instructivos para facilitar la participación y la recopilación de datos. Los indicadores cuantitativos y cualitativos sugieren que los participantes encontraron el proyecto altamente aceptable y realizable. La fotovoz asincrónica en línea es un poderoso y versátil método cualitativo de investigación la cual tiene potencial para usarse más con los grupos de población clave y PLWH.

Burn Patient Insurance Status Influences Hospital Discharge Disposition and Utilization of Postdischarge Outpatient Care.

Postdischarge services, such as outpatient wound care, may affect long-term health outcomes and postrecovery quality-of-life. Access to these services may vary according to insurance status and ability to cover out-of-pocket expenses. Our objective was to compare discharge location between burn patients who were uninsured, publicly insured, and privately insured at the time of their burn unit admissions. A retrospective review from July 1, 2015 to November 1, 2019 was performed at an American Burn Association-verified burn center. All admitted burn patients 18 years and older were identified and categorized according to insurance payer type. The primary outcome was discharge location, and secondary outcomes included readmission and outpatient burn care attendance. In total, 284 uninsured, 565 publicly insured, and 293 privately insured patients were identified. There were no significant differences in TBSA (P = .3), inhalation injury (P = .3), intensive care unit days (P = .09), or need for skin grafting (P = .1) between the three groups. For primary outcome, uninsured patients were more likely to be discharged without ancillary services (P < .0001) compared to both publicly and privately insured. Publicly insured patients were more likely to receive skilled nursing care (P = .0007). Privately insured patients were more likely to receive homecare (P = .0005) or transfer for ongoing inpatient care (P < .0001). There was no difference in burn unit readmission rates (P = .5). The uninsured were more likely to follow up with outpatient burn clinic after discharge (P = .004). Uninsured patients were less likely to receive postdischarge resources. Uninsured patients received fewer postdischarge wound care resources which could result in suboptimal long-term results, and diminished return to preinjury functional status. Given the impact of insurance status on discharge location and resources, efforts to increase access for uninsured patients to postdischarge resources will ensure greater healthcare equity and improve quality of comprehensive care regardless of insurance status.

Beyond steps per day: other measures of real-world walking after stroke related to cardiovascular risk.

BACKGROUND: Significant variability exists in how real-world walking has been measured in prior studies in individuals with stroke and it is unknown which measures are most important for cardiovascular risk. It is also unknown whether real-world monitoring is more informative than laboratory-based measures of walking capacity in the context of cardiovascular risk. The purpose of this study was to determine a subset of real-world walking activity measures most strongly associated with systolic blood pressure (SBP), a measure of cardiovascular risk, in people with stroke and if these measures are associated with SBP after accounting for laboratory-based measures of walking capacity. METHODS: This was a cross-sectional analysis of 276 individuals with chronic (≥ 6 months) stroke. Participants wore an activity monitor for ≥ 3 days. Measures of activity volume, activity frequency, activity intensity, and sedentary behavior were calculated. Best subset selection and lasso regression were used to determine which activity measures were most strongly associated with systolic blood pressure. Sequential linear regression was used to determine if these activity measures were associated with systolic blood pressure after accounting for walking capacity (6-Minute Walk Test). RESULTS: Average bout cadence (i.e., the average steps/minute across all bouts of walking) and the number of long (≥ 30 min) sedentary bouts were most strongly associated with systolic blood pressure. After accounting for covariates (ΔR2 = 0.089, p < 0.001) and walking capacity (ΔR2 = 0.002, p = 0.48), these activity measures were significantly associated with systolic blood pressure (ΔR2 = 0.027, p = 0.02). Higher systolic blood pressure was associated with older age (ß = 0.219, p < 0.001), male gender (ß = - 0.121, p = 0.046), black race (ß = 0.165, p = 0.008), and a slower average bout cadence (ß = - 0.159, p = 0.022). CONCLUSIONS: Measures of activity intensity and sedentary behavior may be superior to commonly used measures, such as steps/day, when the outcome of interest is cardiovascular risk. The relationship between walking activity and cardiovascular risk cannot be inferred through laboratory-based assessments of walking capacity.

Barriers and Facilitators to Implementing Project ECHO in Malaysia During the COVID-19 Pandemic.

Objective: In Malaysia, HIV is concentrated among key populations who experience barriers to care due to stigma and healthcare discrimination. The COVID-19 pandemic has increased barriers to healthcare. Project ECHO (Extension for Community Healthcare Outcomes) is a transformative tele-education strategy that could improve HIV prevention and treatment. Methods: Practicing physicians who were aged 18 years or older and had internet access participated in asynchronous online focus groups. Results: Barriers to Project ECHO were conflicting priorities, time constraints, and technology. Facilitators included content and format, dedicated time, asynchronized flexible programming, incentives, and ensuring technology was available. Conclusion: Project ECHO is a promising intervention that can increase physicians' knowledge and skill set in specialty medicine during the COVID-19 pandemic. Interventionists in Malaysia in particular, but also in general, should consider these barriers and facilitators when developing Project ECHO as they may aid in developing a more robust program and increase participation.

A plastic and reconstructive surgery landscape assessment of Malawi: a scoping review of Malawian literature.

BACKGROUND: Plastic and reconstructive surgery (PRS) remains highly relevant to the unmet need for surgery in Malawi. Better understanding the current PRS landscape and its barriers may help address some of these challenges. This scoping review aimed to describe: (1) the scope and focus of the PRS literature being produced in Malawi and (2) the challenges, deficits, and barriers to providing accessible, high-quality PRS in Malawi. METHODS: This scoping review was conducted on four databases (SCOPUS, PubMed, Web of Science, EMBASE) from inception through September 1, 2020 following the PRISMA-ScR guidelines. RESULTS: The database search retrieved 3852 articles, of which 31 were included that examined the burden of PRS-related conditions in Malawi. Of these 31 articles, 25 primarily discussed burn-related care. Burns injuries have a high mortality rate; between 27 and 75% in the studies. The literature revealed that there are only two burn units nationally with one PRS specialist in each unit, compounded by a lack of interest in PRS specialization by Malawian medical students. Congenital anomalies were the only other PRS-related condition examined and reported in the literature, accounting for 23% of all pediatric surgeries in tertiary facilities. CONCLUSIONS: There is a need to increase the country's capacity to handle burn reconstruction and other PRS-related conditions to reduce overall morbidity and mortality. Additional publicly funded research at the district and community level is warranted to determine the true burden of PRS disease in Malawi to derive health system strengthening and workforce capacity building strategies.

Cleft Lip and Palate Research in Low- and Middle-income Countries: A Scientometric Analysis.

Cleft lip and palate (CLP) comprise over 90% of the world's congenital anomalies and cause significant disability worldwide, while disproportionally burdening low- and middle-income countries (LMICs). Research can help inform strategies that reduce disparities in accessing CLP care. We performed a scientometric analysis of CLP research in LMICs to identify influential contributors and themes. METHODS: The authors searched seven citation databases accessed via Web of Science, from inception to March 2, 2021. Social network analysis was done using VOSviewer. The Kruskal-Wallis test and linear regression were used. RESULTS: In total, 1561 articles authored by 6414 researchers affiliated with 2113 organizations in 119 countries were included. Most authors (n = 6387, 99.6%) had published two or more articles. The USA (454 articles), Brazil (211 articles), China (175 articles), and India (127 articles) published the most. The most prolific institutions were the University of Sao Paulo (94 articles), the University of Pittsburgh (57 articles), and the University of Iowa (55 articles). Marazita ML (33 articles), Shi B (27 articles), and Murray JC (22 articles) had the highest number of publications. An estimated 510 articles (32.7%) were focused on epidemiology, 240 (15.4%) on management, and 54 (3.5%) on global plastic surgery for CLP. CONCLUSIONS: LMICs are disproportionally burdened by CLP, but research is limited and often produced by high-income countries. This study elucidates partnership and health system strengthening opportunities to improve LMIC research capacity and ultimately informs the management and outcomes for patients with CLP.

Decision-first modeling should guide decision making for emerging risks.

An emerging risk is characterized by scant published data, rapidly changing information, and an absence of existing models that can be directly used for prediction. Analysis may be further complicated by quickly evolving decision-maker priorities and the potential need to make decisions quickly as new information comes available. To provide a forum to discuss these challenges, a virtual conference, "Decision Making for Emerging Risks," was held on June 22-23, 2021, sponsored jointly by the Decision Analysis Society of the Institute for Operations Research and the Management Sciences and the Decision Analysis and Risk specialty group in the Society for Risk Analysis. Speakers reflected on the work to support decision-makers related to the COVID-19 pandemic as well as experiences in emerging risks across domains from cybersecurity, infrastructure, transportation, energy, food safety, national security, and climate change. Here, we distill the key findings to propose a set of best practice principles for a "decision-first" approach for emerging risks. These discussions underscore the importance of scoping the decision context and the shared responsibility for the development and implementation of the analysis between the analyst and the decision-maker when the context can evolve rapidly. Emerging risks may also favor simpler analytical approaches that increase transparency, ease of explanation, and ability to conduct new analyses quickly. Continued dialogue by the decision and risk analysis communities on the use and development of models for emerging risks will enhance the credibility and usefulness of these approaches.

Finite Mixture Modeling for Program Evaluation: Resampling and Pre-processing Approaches.

BACKGROUND: Finite mixture models cluster individuals into latent subgroups based on observed traits. However, inaccurate enumeration of clusters can have lasting implications on policy decisions and allocations of resources. Applied and methodological researchers accept no obvious best model fit statistic, and different measures could suggest different numbers of latent clusters. OBJECTIVES: The purpose of this article is to evaluate and compare different cluster enumeration techniques. RESEARCH DESIGN: Study I demonstrates how recently proposed resampling methods result in no precise number of clusters on which all fit statistics agree. We recommend the pre-processing method in Study II as an alternative. Both studies used nationally representative data on working memory, cognitive flexibility, and inhibitory control. CONCLUSIONS: The data plus priors method shows promise to address inconsistencies among fit measures and help applied researchers using finite mixture models in the future.

Can Comorbidity Data Explain Cross-State and Cross-National Difference in COVID-19 Death Rates?

Many efforts to predict the impact of COVID-19 on hospitalization, intensive care unit (ICU) utilization, and mortality rely on age and comorbidities. These predictions are foundational to learning, policymaking, and planning for the pandemic, and therefore understanding the relationship between age, comorbidities, and health outcomes is critical to assessing and managing public health risks. From a US government database of 1.4 million patient records collected in May 2020, we extracted the relationships between age and number of comorbidities at the individual level to predict the likelihood of hospitalization, admission to intensive care, and death. We then applied the relationships to each US state and a selection of different countries in order to see whether they predicted observed outcome rates. We found that age and comorbidity data within these geographical regions do not explain much of the international or within-country variation in hospitalization, ICU admission, or death. Identifying alternative explanations for the limited predictive power of comorbidities and age at the population level should be considered for future research.