Using classification trees to identify psychotherapy patients at risk for poor treatment adherence.

To determine the relative importance of a wide variety of personality and psychopathology variables in influencing patients' adherence to psychotherapy treatment.Two classification trees were trained to predict patients' (1) treatment utilization (i.e., their likelihood of missing a given appointment) and (2) termination status (i.e., their likelihood of dropping out of therapy prematurely). Each tree was then validated in an external dataset to examine performance accuracy.Patients' social detachment was most influential in predicting their treatment utilization, followed by affective instability and activity/energy levels. Patients' interpersonal warmth was most influential in predicting their termination status, followed by levels of disordered thought and resentment. The overall accuracy rating for the tree for termination status was 71.4%, while the tree for treatment utilization had a 38.7% accuracy rating.Classification trees are a practical tool for clinicians to determine patients at risk of premature termination. More research is needed to develop trees that predict treatment utilization with high accuracy across different types of patients and settings.

Relations Between Adolescent Sensation Seeking and Risky Sexual Behaviors Across Sex, Race, and Age: A Meta-Analysis.

Sensation seeking (SS)-the seeking of novel and intense sensations or experiences and the willingness to take risks for the sake of such experiences-has been shown to be related to various risky sexual behaviors (RSBs) in areas such as multiple sexual partners, condom use, and sexual initiation. The aims of the current meta-analysis were to examine (1) how SS relates to specific RSBs in adolescents and (2) how the overall relationship between SS and RSB differs across sex, race, and age. Overall, a total of 40 studies met the inclusion criteria for our meta-analysis examining the relationship between SS and RSB, contributing 102 effect sizes. RSB variables included unprotected sex; multiple sexual partners; hazardous sexual activity; sexual initiation; virginity status; and history of sexually transmitted disease (STD) diagnosis. Moderating effects of sex, race, and age were also examined. The overall mean effect size of the correlational relationship between adolescent SS and RSB was statistically significant, as were the mean effect sizes of the relationships between SS and RSB subgroups, except for history of STD diagnosis. Race and age did not significantly moderate the overall relationship between SS and RSB; however, results indicated that SS and RSB relations were stronger in females compared to males. Our findings suggest that adolescents with elevations in SS tendencies tend to engage in more RSBs compared to their peers with lower levels of SS, increasing their risk of unplanned pregnancy and STD acquisition.

Positive Urgency, Drinking Preoccupation, and Alcohol Problems in College Students.

OBJECTIVE: Individuals high in positive urgency (i.e., impulsiveness stemming from high positive mood) may be more preoccupied with alcohol-related cognitions. Our aim was to examine how positive urgency, drinking preoccupation, and consumption patterns concurrently influence the endorsement of alcohol-related problems. METHOD: We sampled 756 students enrolled in a large, public U.S. university, who completed a cross-sectional survey online. Their mean age was 19.6 (SD = 1.72), 71.3% identified as female, and participants largely identified as Caucasian (65.5%) and Hispanic/Latinx (22.1%). Self-report measurements of trait positive urgency and drinking preoccupation and retrospective data of alcohol use and alcohol-related problems were collected. A series of linear regressions tested for a hypothesized indirect effect between variables. RESULTS: We discovered an indirect effect in the relationship between positive urgency and alcohol-related problems via drinking preoccupation. A significant conditional effect showed that this relationship was influenced by past 30-day alcohol consumption, with the effect gaining strength as consumption days increased. CONCLUSIONS: Students with high positive urgency may be more engrossed with alcohol-related drinking cognitions, leading to negative consequences as their alcohol consumption increases. This potential association can inform tailored intervention plans for college student alcohol control, such as successfully managing intense positive moods and alcohol-related cognitions and triggers.

Development and Validation of a Validity Scale for Use with the UPPS-P and Short UPPS-P Impulsive Behavior Scales.

Two of the most widely used self-report measures of impulsivity are the UPPS-P Impulsive Behavior Scale and its shortened version, the SUPPS-P, which currently are limited by their inability to detect careless and/or random responding. The present study develops and cross-validates an inconsistency scale for use with the UPPS-P and SUPPS-P in order to accurately screen for data quality and better detect invalid responding. A total of 443 participants were recruited from Amazon's MTurk online data collection service to serve as the derivation sample and 231 undergraduates were recruited to serve as the cross-validation sample. The inconsistency scale demonstrated good classification accuracy in differentiating between genuine and random protocols and moderated the relationships between the UPPS-P/SUPPS-P and a criterion measure of impulsivity, the Barratt Impulsiveness Scale-11 (BIS-11). Thus, the inconsistency scale shows promise as an indicator of variable response inconsistency for use with both the UPPS-P and SUPPS-P in community and undergraduate research samples.

Brief Underage Alcohol Use Screener Scores Predict Health Risk Behaviors.

The aim of this study was to determine if adolescents' scores on a 2-item underage alcohol use screener predict risky consequences of past-year alcohol use and other health risk behaviors in a nonclinical, school-based sample of adolescents. A predominantly minority sample of 756 middle and high school students completed in-school tablet-based surveys on past-year underage alcohol use and a range of health risk behaviors. Higher scores for self alcohol risk and peer alcohol risk were associated with higher risk of past-year riding with a drunk driver and past 90-day measures of cigarette use, marijuana use, unplanned sex, and unprotected intercourse. The National Institute of Alcohol Abuse and Alcoholism Brief Alcohol Screener is a useful tool for school-based service providers, including school nurses, to identify and address the needs of adolescents at high risk of the development of alcohol use disorders, as well as a range of preventable health risk behaviors.

Sensation seeking, sexual orientation, and drug abuse symptoms in a community sample of emerging adults.

Increased use of drugs is associated with a number of factors including high sensation seeking and sexual minority status (through group-specific minority stress). We sought to examine how personality traits like sensation seeking may influence drug abuse among sexual minority individuals. Participants were 217 emerging adults (Mage = 20.23, SD = 0.85) recruited from Amazon Mechanical Turk (MTurk). Of these participants, 67.7% identified as heterosexual, 9.7% as gay or lesbian, 21.2% as bisexual, and 1.4% indicated other sexual orientations. Sensation seeking and drug abuse were self-reported using the Brief Sensation Seeking Scale and the Drug Abuse Screening Test, respectively. A preliminary multiple analysis of variance indicated no significant mean differences for these variables as a function of sex or sexual orientation. Next, sexual minority status, Brief Sensation Seeking Scale scores, sex and their interactions were entered into a linear regression predicting Drug Abuse Screening Test scores. Results revealed a significant moderation, such that the positive relationship between Brief Sensation Seeking Scale total scores and Drug Abuse Screening Test total scores was stronger for sexual minorities (ß = 0.14, P = 0.00) compared to heterosexuals (ß = 0.04, P = 0.04), controlling for sex. These results demonstrate, while sensation seeking and sexual minority status may selectively indicate risk for drug use, sexual minorities high in sensation seeking may be at especially high risk for problems related to drug abuse. More research examining the addiction etiology of sexual minority individuals would inform targeted interventions for this population.

Attention Deficit Hyperactivity Disorder (ADHD) Subtypes, Co-Occurring Psychiatric Symptoms and Sexual Risk Behaviors among Adolescents Receiving Substance Abuse Treatment.

Background: Adolescents entering substance abuse treatment report clustered psychiatric symptoms and sexual risk behaviors representing differential levels of impairment and risk for maladaptive health outcomes. Objectives: To examine the prevalence of Attention Deficit Hyperactivity Disorder (ADHD) subtypes among adolescents receiving outpatient substance abuse treatment; To document group differences in (a) past-year psychiatric symptom scores and (b) sexual risk behaviors by ADHD subtype and gender. Methods: Self-report data were collected via structured interviews from 394 adolescents (280 males, M = 16.33 years, SD = 1.15 years), enrolled in an HIV/STI risk reduction intervention for adolescents receiving outpatient substance abuse treatment. ADHD diagnostic subtypes and other past-year psychiatric symptoms were assessed using the Brief Michigan Version of the Composite Internal Diagnostic Interview (UM-CIDI). Adolescents provided self-report data on sexual risk behaviors. Results: Multivariate analyses of variance (MANOVAs) documented that Inattentive and Hyperactive-Impulsive ADHD subtypes were significantly associated with higher scores for all past-year psychiatric symptoms. The combined ADHD subtype was significantly associated with higher scores for all psychiatric symptoms except affective disorder. Girls reported significantly higher mean symptoms than boys for alcohol abuse and dependence, anxiety, and affective disorder symptoms. Sexual risk behavior scores were not associated with ADHD status, but girls reported consistently higher scores for multiple risk behavior outcomes. Several psychiatric disorder symptoms were significant covariates of multiple sexual risk behaviors. Conclusion/Importance: Brief screenings for ADHD, other psychiatric disorders and sexual risk behaviors can provide data for tailoring substance abuse services to improve adolescent health outcomes for high-risk subgroups.

Using the NIAAA Brief Alcohol Screener in Social Work Practice for Selected Prevention Targeting Youth.

This article discusses the use of brief screeners in social work practice to identity adolescents in need of selected interventions for alcohol and other drug use problems. Brief screeners can increase access to alcohol or other drug intervention services and promote the diffusion of evidence-based interventions to underserved communities when integrated in Screening, Brief Intervention and Referral to Treatment (SBIRT) initiatives. The two-item NIAAA Brief Alcohol Use Screener is discussed as a developmentally-tailored assessment tool that can be integrated into SBIRT in social work practice to improve detection of early-stage alcohol problems among adolescents who lack routine access to preventative health care. The use of brief, empirically-supported alcohol screeners in trainings for social work students and new professionals can enhance their preparation and competence to offer child and adolescent clients appropriate selected intervention options to reduce harms associated with underage alcohol use.

A clinician-centred programme for behaviour change in the optimal use of staging investigations for newly diagnosed prostate cancer.

OBJECTIVES: To improve imaging utilisation and reduce the widespread overuse of staging investigations, in the form of computed tomography (CT) and whole-body bone scans for men with newly diagnosed prostate cancer in the Hunter region of NSW, Australia, by implementation of a multifaceted clinician-centred behaviour change programme. PATIENTS AND METHODS: Records of all patients with a new diagnosis of prostate cancer were reviewed prior to the intervention (July 2014 to July 2015), and the results of this audit were presented to participating urologists by a clinical champion. Urologists then underwent focused education based on current guidelines. Patterns of imaging use for staging were then re-evaluated (November 2015 to July 2016). Patients were stratified into low-, intermediate- and high-risk groups as described by the D'Amico classification system. RESULTS: A total of 144 patients were retrospectively enrolled into the study cohort. The use of diagnostic imaging for staging purposes significantly decreased in men with low- and intermediate-risk disease post intervention. In low-risk patients, the use of CT decreased from 43% to 0% (P = 0.01). A total of 21% of patients underwent bone scans in the pre-intervention group compared with18% in the post-intervention group (P = 0.84). In intermediate-risk patients, the use of CT decreased from 89% to 34% (P < 0.001), whilst the use of bone scan decreased from 63% to 37% (P = 0.02). In high-risk patients, the appropriate use of imaging was maintained, with CT performed in 87% compared with 85% and bone scan in 87% compared with 65% (P = 0.07). CONCLUSION: Our results show that a focused, clinician-centred education programme can lead to improved guideline adherence at a regional level. The assessment of trends and application of such a programme at a state-based or national level could be further assessed in the future with the help of registry data. This will be particularly important in future with the advent of advanced imaging, such as prostate-specific membrane antigen positron-emission tomography.

Preliminary Evaluation of the NIAAA/AAP Brief Alcohol Use Screener.

AIMS: To assess the concurrent validity of the two-item NIAAA/American Academy of Pediatrics Brief Alcohol Use Screener, a developmentally sensitive assessment instrument, in a school-based sample of adolescents. METHOD: The sample consisted of 756 adolescents (53% girls; Mage = 13.7 years; SD = 1.6 years) in the 6th (n = 192), 8th (n = 283), and the 10th (n = 281) grades from Miami-Dade County, FL and Prince George's County, MD. Adolescents completed the NIAAA/AAP Brief Alcohol Use Screener, which consists of two items asking about adolescents' alcohol use and about peers' alcohol use during the last year. Peer-Risk is categorized into 'No Peer-Risk' versus 'Heightened Concern'; Self-Risk is categorized into 'No-Risk,' 'Low-Risk,' 'Moderate-Risk' or 'High-Risk,' based on alcohol use patterns and age. Adolescents also completed measures of recent alcohol use and four previously validated screener instruments. RESULTS: Relative to the self-use 'No-Risk' category, adolescents classified into the 'Low-,' 'Moderate-' and 'High-Risk' categories reported progressively greater alcohol use and misuse during the last 90 days. Similar patterns were observed between the Peer-Risk categories. Combined, the two NIAAA/AAP screener items were positively related to recent alcohol use and outperformed the other screeners examined. CONCLUSIONS: Results from the present study support the concurrent validity of the single and combined items of the NIAAA/AAP Brief Alcohol Use Screener, as well as the measure's favorable concurrent validity compared to four previously validated screener instruments. SHORT SUMMARY: The current results support the concurrent validity of the single and combined items of the NIAAA/AAP Brief Alcohol Use Screener, as well as the measure's favorable concurrent validity compared to four previously validated screener instruments, in a school-based sample of adolescents.

Burden and Unmet Needs of Caregivers of Chronic Obstructive Pulmonary Disease Patients: A Systematic Review of the Volume and Focus of Research Output.

Caregivers of individuals with chronic obstructive pulmonary disease (COPD) experience significant burden. To develop effective interventions to support this vulnerable group, it is necessary to understand how this burden varies as a function of patient well-being and across the illness trajectory. This systematic review aimed to identify the number and type of data-based publications exploring the burden and unmet needs of caregivers of individuals with COPD. Medline, Embase, PsycINFO and Cochrane databases were searched for studies published between January 2000 and February 2014. Studies were eligible if they were quantitative studies examining unmet needs of, or burden on, adult caregivers of individuals with COPD. Eligible papers were categorised according to (i) type (i.e. descriptive, measurement and intervention studies); (ii) whether they measured associations between patient and caregiver burden and (iii) whether they measured caregiver burden longitudinally. Twenty-seven data-based papers met criteria for inclusion. There was a significant increase in the total number of publications over time. The majority of publications were descriptive studies (n = 25), with one measurement and one intervention study identified. Fourteen descriptive studies measured the relationship between patient or caregiver factors and caregiver burden. Only two studies measured caregiver burden over time. There are a number of gaps in the body of research examining burden and unmet needs of caregivers of individuals with COPD that preclude the development of effective interventions for this population. Greater research effort should be directed towards identifying rigorous measurement tools which more accurately characterise caregiver burden, so that evidence-based interventions can be developed.

Oncology patients overwhelmingly support tissue banking.

BACKGROUND: Translational biomedical research relies on the availability of human tissue to explore disease aetiology and prognostic factors, with the objective of developing better targeted treatments. The establishment of biobanks poses ongoing ethical considerations in relation to donors. This is a quantitative study exploring medical oncology patients' preferences for contributing to tissue biobanks. METHODS: The objectives of this study were to explore oncology patients' preferences about tissue banking, including: 1) willingness to donate; 2) factors influencing donation decisions; 3) preferences about the use of donated tissue including permission systems, data linkage, and communication about research findings to donors. A cross-sectional survey was conducted in two tertiary oncology outpatient clinics. Eligible patients were approached by volunteers to complete a touchscreen survey in waiting rooms or while receiving intravenous therapy. Consenting participants completed demographic questions and received up to 12 previously validated items exploring preferences for donating tissue. RESULTS: 224 oncology outpatients participated over a ten month period (69.1 % consent rate; 64.4 % completion rate). Most participants were female (54 %), were a mean age of 62 years, and diagnosed with breast (26 %) and bowel (20 %) cancer. Most participants indicated willingness to donate tissue (84 %) and for their sample to be stored for future use (96 %). Participants preferred a blanket consent approach (71 %), samples to be linked to medical records (62 %) and for general results of the research (79 %) to be provided to them. Factors influencing willingness to donate tissue included personal (85 %) or familial health benefits (88 %) and a sense of duty to future patients (82 %). CONCLUSIONS: The overwhelming majority of oncology patients are willing to participate in a tissue bank, providing some support to explore 'opt-out' models of consent. To enhance patient acceptability, tissue banking programs should: (i) consider allowing blanket informed consent as well as opt-in models of consent; (ii) develop protocols allowing feedback of information about samples in line with patient preferences; (iii) provide clear information to potential donors about the benefits arising from donation.

Implementing psychophysiology in clinical assessments of adolescent social anxiety: use of rater judgments based on graphical representations of psychophysiology.

Social stressor tasks induce adolescents' social distress as indexed by low-cost psychophysiological methods. Unknown is how to incorporate these methods within clinical assessments. Having assessors judge graphical depictions of psychophysiological data may facilitate detections of data patterns that may be difficult to identify using judgments about numerical depictions of psychophysiological data. Specifically, the Chernoff Face method involves graphically representing data using features on the human face (eyes, nose, mouth, and face shape). This method capitalizes on humans' abilities to discern subtle variations in facial features. Using adolescent heart rate norms and Chernoff Faces, we illustrated a method for implementing psychophysiology within clinical assessments of adolescent social anxiety. Twenty-two clinic-referred adolescents completed a social anxiety self-report and provided psychophysiological data using wireless heart rate monitors during a social stressor task. We graphically represented participants' psychophysiological data and normative adolescent heart rates. For each participant, two undergraduate coders made comparative judgments between the dimensions (eyes, nose, mouth, and face shape) of two Chernoff Faces. One Chernoff Face represented a participant's heart rate within a context (baseline, speech preparation, or speech-giving). The second Chernoff Face represented normative heart rate data matched to the participant's age. Using Chernoff Faces, coders reliably and accurately identified contextual variation in participants' heart rate responses to social stress. Further, adolescents' self-reported social anxiety symptoms predicted Chernoff Face judgments, and judgments could be differentiated by social stress context. Our findings have important implications for implementing psychophysiology within clinical assessments of adolescent social anxiety.

The Paper Chase: A Team Science Training Exercise.

Over the past few decades of psychological research, there has been an important increase in both the application of multidisciplinary or collaborative science and in training and research that emphasizes social justice and cultural humility. In the current paper, we report on the use of the "Paper Chase" as a team science training and research experience that also facilitates cultural humility in research and when working in teams. The Paper Chase is a synchronous writing exercise originally conceptualized by a cohort of health service psychology interns to reduce lag time between manuscript writing and submission (Schaumberg et al., 2015). The Paper Chase involves a group of trainees coming together for a predetermined amount of time (e.g., 9 or more hours) with the aim of writing and submitting a full manuscript for publication. In the current paper, we extend a previous report on the Paper Chase by formally linking the training experience to the four phases of team science: development, conceptualization, implementation, and translation. We also discuss ways in which the Paper Chase as a training experience can promote cultural humility. Finally, we provide updated recommendations for successfully completing a Paper Chase project. Overall, the authors of this manuscript who were predoctoral psychology interns across two recent cohorts at one academic medical center reported positive experiences from the Paper Chase. In addition, the current study suggests the Paper Chase can be used as one activity that facilitates critical training in team science.

Prenatal Substance Exposure and Infant Discharge Placement: Results From the ACT NOW Study.

It is critical that researchers gather evidence of factors that identify infants at risk of out-of-home placement based on types of substance exposures and demographic characteristics. This study applied a validated medical record data extraction tool on data derived from a multi-site (N = 30) pediatric clinical trials network (ISPCTN) study of Neonatal Opioid Withdrawal (ACT NOW study). Participants included 1808 birthing parent-infant dyads with documented NOWS scoring or prenatal opioid exposure. Non-Hispanic White pregnant persons comprised the largest proportion of the sample (69.8%), followed by Non-Hispanic Black (11.6%), Non-Hispanic Multiracial and Other race (8.5%), and Hispanic (6.2%). Most notably, infant prenatal substance exposure across alcohol, cocaine, meth/amphetamine, and opioids, had the lowest possibility of discharging to parent(s). Additionally, latent class analysis identified distinct classes of substance use during pregnancy that were associated with different probabilities of discharging to parent(s). Specifically, less than half of infants (47%-49%) in the Poly-use and Meth/amphetamine classes were discharged to their parent(s). Severity of infant withdrawal symptoms influenced placement decisions within the Poly-use and Prescription Opioid classes. Findings can inform standard practices for increasing support for pregnant persons and substance-exposed infants including identification, subsequent referrals, communication with Child Protective Services, and plans of safe care.

Considerations and Determinants of Discharge Decisions among Prenatal Substance Exposed Infants.

Limited research has examined a comprehensive set of predictors when evaluating discharge placement decisions for infants exposed to substances prenatally. Using a previously validated medical record data extraction tool, the current study examined prenatal substance exposure, infant intervention (i.e., pharmacologic, or non-pharmacologic), and demographic factors (e.g., race and ethnicity and rurality) as predictors of associations with discharge placement in a sample from a resource-poor state (N = 136; 69.9% Non-Hispanic White). Latent class analysis (LCA) was used to examine whether different classes emerged and how classes were differentially related to discharge placement decisions. Logistic regressions were used to determine whether each predictor was uniquely associated with placement decisions. Results of the LCA yielded a two-class solution comprised of (1) a Low Withdrawal Risk class, characterized by prenatal exposure to substances with low risk for neonatal abstinence syndrome (NAS) and non-pharmacologic intervention, and (2) a High Withdrawal Risk class, characterized by a high risk of NAS and pharmacologic intervention. Classes were not related to discharge placement decisions. Logistic regressions demonstrated that meth/amphetamine use during pregnancy was associated with greater odds of out of home placement above other substance types. Future research should replicate and continue examining the clinical utility of these classes.

Situations and roles of cannabis versus cigarette use: Integrating ecological momentary assessment with qualitative mapping interviews.

Use of both cannabis and tobacco has surpassed use of tobacco alone among young adults in California. To better understand why, we collected data with 32 young adults ages 18-30 in Northern California who regularly used cigarettes and cannabis and had diverse sexual, gender, racial, and ethnic identities. Geographically-explicit ecological momentary assessment (EMA; 30 days) was integrated with qualitative mapping interviews. We found contrasting situations of use for cannabis (e.g., around other people) versus cigarettes (e.g., recent discrimination) and different reasons for why participants chose one substance over the other (e.g., enhancing experiences vs. stepping away). Understanding when and why diverse young adults choose cannabis versus cigarettes as they navigate everyday environments helps explain how cannabis and tobacco retail markets shape substance use disparities over time.

Substance use disparities by age, race, sex, and sexual orientation among persons living with HIV in the Southern U.S.

BACKGROUND: Alcohol and drug use is overrepresented among individuals living with Human Immunodeficiency Virus (HIV) and is associated with poor health outcomes. Determining the extent to which substance use differs between demographic profiles of people living with HIV (PLWH) would determine at-risk groups that would benefit from intervention. METHODS: Cross-sectional screening data (N = 1307, Mage = 42.7 years, 66% male, 86% African American, 39% sexual minority) was examined from an HIV clinic in the southern U.S. largely treating underserved and low-income patients. Age, gender, race/ethnicity, sexual orientation, and their interactions were entered as predictors of substance use and related impairment in a series of zero-inflated negative binomial regressions. RESULTS: African Americans reported more drug use (p = 0.004) and drug-related negative consequences (p = 0.003). Notably, alcohol-related negative consequences of African American heterosexuals were much higher at younger ages, compared to sexual minorities (regardless of race) and White heterosexuals of all age groups (p = 0.04). CONCLUSIONS: Among PLWH in the U.S. South, African Americans may be uniquely at-risk with for problems related to drug-related functional impairment. Specifically, young heterosexual African Americans are at high risk for alcohol-related impairment. Implications are discussed.

Association of Type of Vaccination Center With Time to Emergency Department Presentation for Acute COVID-19 Infection: An Exploratory Analysis.

Objective The objective of this study was to identify potential associations between coronavirus disease 2019 (COVID-19) vaccination center reception location and time to presentation to the emergency department for acute COVID-19 infection. The a priori hypothesis was that there are significant differences in the outcome based on vaccination administration center type. Methods This was a cross-sectional, observational study conducted within a hospital in Lakeland, Florida, between October 2021 and May 2022. Participants were at least 18 years old with confirmed severe acute respiratory syndrome coronavirus 2 (SARS­CoV­2) infection and at least two COVID-19 symptoms at enrollment. Patients with prior confirmed COVID-19 diagnosis and hospitalization within 10 days of screening were excluded. Participants were sampled from within the emergency department of the institution. The primary outcome was time to presentation to the emergency department for acute COVID-19 infection since the last vaccination dose from each sampled COVID-19 vaccination center location. Results A total of 93 participants were analyzed. Of these, 48 (52%) participants received COVID-19 vaccination. Participants vaccinated at vaccine clinics demonstrated a significantly longer mean survival time (288.2 (29.9)) compared to other sites. Significant predictors of hospitalization were age (aOR, 1.09, 95%CI 1.02-1.16, p < 0.01), sex (aOR: 10.05, 95%CI 1.52-66.54, p < 0.05), physical function (aOR, 0.90, 95%CI 0.83-0.97, p < 0.01) and number of medications (aOR, 1.34, 95%CI 1.14-1.58, p < 0.001).  Conclusions This exploratory analysis highlights the need for further investigation into both characteristics of healthcare institutions and individual-level factors that may play a role in the prolonged prevention of emergency department presentations due to COVID-19 infection. Increased transparency of data regarding practices related to the administration of COVID-19 vaccines across various institutions may be beneficial in further understanding the role of COVID-19 vaccinations in preventing symptomatic disease across local and global communities.