Benjamin J. Rooks's research while affiliated with South Florida Community College and other places

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Publications (24)


Authors’ Response to “Improving the Interview Process”
  • Article

June 2023

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5 Reads

Family Medicine

Drew M. Keister

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Velyn Wu

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Veronica Brohm

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[...]

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The Association Between Family Medicine Appointment Cancellations and Hospital Utilization in 2019 and 2020

February 2023

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15 Reads

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1 Citation

The Journal of the American Board of Family Medicine

Introduction: The COVID-19 pandemic caused a disruption in the usual primary care services offered and received by patients. The objective of this study was to compare the impact of family medicine appointment cancellations on hospital utilization metrics both before and during the COVID-19 pandemic within a family medicine residency clinic. Methods: This study is a retrospective chart review of cohorts of patients with a family medicine clinic cancellation who presented to the emergency department during a similar time period before and during the pandemic (March-May of 2019 vs March-May 2020). The patient population studied has multiple chronic diagnoses and prescriptions. Hospital admission, hospital readmission, and length of stay for hospitalizations during these periods were compared. The impacts of appointment cancellations on the emergency department presentation with subsequent inpatient admission, readmission, and length of stay were examined using generalized estimating equation (GEE) logistic or Poisson regression models to account for the lack of independence between patient outcomes. Results: A total of 1878 patients were included in the final cohorts. Of these patients, 101 (5.7%) presented to the emergency department and/or hospital in both 2019 and 2020. An increased odds of readmission was associated with family medicine appointment cancellation regardless of year. The effects of appointment cancellations were not associated with admissions or length of stay between 2019 and 2020. Conclusion: Between the 2019 and 2020 cohorts, appointment cancellations were not associated with significant differences in likelihood of admission, readmission, or length of stay. A higher risk of readmission was associated with patients with a recent family medicine appointment cancellation.



The Impact of Virtual Interviews on Recruitment and Implicit Bias

November 2022

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25 Reads

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6 Citations

Family Medicine

Background and objectives: The COVID-19 pandemic accelerated virtual residency interview adoption. The impact of virtual interviews on program directors' (PD) National Residency Matching Program (NRMP) Match satisfaction, their future interview plans, and their perceptions about virtual interviews' influence on bias are unknown. We report the results of a survey of family medicine (FM) PDs about these topics after mandatory virtual interviews in 2020-2021. Methods: A national survey of all FM PDs was conducted in April 2021 (n=619). The response rate was 46.37% (n=287). Questions asked whether PDs conducted virtual interviews, as well as PDs' general perceptions of virtual interviews' impact on administrative burden, diversity and bias; PD's ability to communicate program culture and assess applicants' alignment with program values; PD's satisfaction with Match results; and plans for interview structure postpandemic. Results: Two hundred forty-four (93.1%) respondents performed only virtual interviews; 83.9% (n=220) conducting virtual interviews were satisfied with Match results, with no difference between programs with all virtual interviews vs others (OR 1.2, P=.994). PDs who communicated program values and involved residents in virtual interviews experienced higher Match satisfaction (OR 7.6, P<.001; OR 4.21, P=.001). PDs concerned about virtual interviews increasing bias against minorities before 2020 were still concerned after (OR 8.81, P<.001) and had lower Match satisfaction (OR 0.24, P=.001). Conclusions: Most FM PDs conducted entirely virtual interviews in 2020 and were satisfied with the Match. Interview processes including residents and conveying residency culture increased Match satisfaction. PDs are concerned about bias in virtual interviews, but more investigation about bias is needed.


Body composition among adults at a healthy body mass index and association with undetected non-alcoholic fatty liver
  • Article
  • Publisher preview available

July 2022

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38 Reads

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4 Citations

International Journal of Obesity

Background Adults with a healthy Body Mass Index but elevated body fat are at risk for a variety of undetected metabolic problems. It is unclear whether non-alcoholic fatty liver is associated with this body type. Participants/Methods Associations between elevated body fat and non-alcoholic fatty liver disease (NAFLD) among adults with a healthy Body Mass Index (18.5–24.9) were assessed. A cohort of healthy BMI, non-pregnant, adults without history of liver disease or recent heavy drinking was constructed from the NHANES 2017–2018 survey. Body fat percentages were determined from whole-body DXA scans. Liver ultrasound transient elastography indicated the presence of hepatic steatosis. Results A significantly larger proportion of adults with an elevated body fat % (46.2%) than those with a healthy body fat % (25.1%) (p = 0.002) had undiagnosed NAFLD. In a logistic regression adjusted for age, sex, race/ethnicity, and exercise, hepatic steatosis was associated with an elevated body fat percentage within the cohort of adults with a healthy BMI (OR 3.51; 95% CI 2.11–5.86). Conclusion The usefulness of alternative body composition measures should be considered when screening for NAFLD.

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All-cause mortality Kaplan-Meier curve comparing individuals with median or greater vs. below median C-reactive protein levels. Log rank test = p.002.
Characteristics of the patients in the cohort.
The Impact of Initial COVID-19 Episode Inflammation Among Adults on Mortality Within 12 Months Post-hospital Discharge

May 2022

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20 Reads

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13 Citations

Frontiers in Medicine

Frontiers in Medicine

Background Inflammation in the initial COVID-19 episode may be associated with post-recovery mortality. The goal of this study was to determine the relationship between systemic inflammation in COVID-19 hospitalized adults and mortality after recovery from COVID-19. Methods An analysis of electronic health records (EHR) for patients from 1 January, 2020 through 31 December, 2021 was performed for a cohort of COVID-19 positive hospitalized adult patients. 1,207 patients were followed for 12 months post COVID-19 episode at one health system. 12-month risk of mortality associated with inflammation, C-reactive protein (CRP), was assessed in Cox regressions adjusted for age, sex, race and comorbidities. Analyses evaluated whether steroids prescribed upon discharge were associated with later mortality. Results Elevated CRP was associated other indicators of severity of the COVID-19 hospitalization including, supplemental oxygen and intravenous dexamethasone. Elevated CRP was associated with an increased mortality risk after recovery from COVID-19. This effect was present for both unadjusted (HR = 1.60; 95% CI 1.18, 2.17) and adjusted analyses (HR = 1.61; 95% CI 1.19, 2.20) when CRP was split into high and low groups at the median. Oral steroid prescriptions at discharge were found to be associated with a lower risk of death post-discharge (adjusted HR = 0.49; 95% CI 0.33, 0.74). Discussion Hyperinflammation present with severe COVID-19 is associated with an increased mortality risk after hospital discharge. Although suggestive, treatment with anti-inflammatory medications like steroids upon hospital discharge is associated with a decreased post-acute COVID-19 mortality risk.


Figure 2: Program Director Perception of Musculoskeletal Skill Training in Residency Education
Figure 3: Program Director Perception of Best Investment for MSK and SM Education
Family Medicine Musculoskeletal Medicine Education: A CERA Study

May 2022

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39 Reads

Family Medicine

Background and objectives: Musculoskeletal (MSK) concerns constitute up to 40% of primary care outpatient visits. Despite Accreditation Council for Graduate Medical Education (ACGME) family medicine program requirements for musculoskeletal medicine and sports medicine training, previous studies have shown that family medicine residency graduates do not have adequate training to manage common musculoskeletal conditions. Factors for this may include deficiencies in education at both the undergraduate and graduate medical education training levels. Methods: A Council of Academic Family Medicine Educational Research Alliance survey of 287 family medicine program directors assessed the current state of the delivery of musculoskeletal medicine education. Opinions were gathered on the scope and delivery of training requirements as well as potential areas for further curricular attention. Results: Two hundred eighty-seven program directors responded to the survey (response rate 41.53%). Most (72.60%) were in university based or affiliated programs and had a fellowship-trained primary care sports medicine physician (59.85%) curricular lead. A majority (77.4%) did not feel that PGY-1 residents enter residency with the physical exam skills needed to evaluate common musculoskeletal (MSK) conditions , and most (81.15%) did not feel that there should be changes to the current ACGME requirements. An area highlighted for further investment is faculty development in point-of-care ultrasound (39.85%). Conclusions: Although program directors believe that current ACGME MSK curricular requirements are likely appropriate, they do not feel residents arrive with the examination skills needed to evaluate common MSK conditions.Therefore, further attention can be given to medical student education in musculoskeletal exam skills prior to residency. Future research should develop objective measures using multiple assessors-students, residents, teaching faculty, and patients-to assess both the baseline and graduating competency in MSK medicine of our residents.


Impact of COVID-19 on cancer screening practices.
Multivariate analysis on factors associated with the patient-provider relation- ship and care seeking behaviors.
Survey of Cancer Screening Practices and Telehealth Services Among Primary Care Physicians During the COVID-19 Pandemic

March 2022

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40 Reads

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11 Citations

Preventive Medicine Reports

The COVID-19 pandemic resulted in rapid implementation of telehealth within primary care impacting cancer screening. We sought to assess the impact of increased telehealth use on physician recommendation for cancer screenings during the COVID-19 pandemic in North America. Primary care physicians (n=757) were surveyed in Fall 2020 through the Council of Academic Family Medicine’s Educational Research Alliance (CERA) general membership survey. Respondents were asked about cancer screening practices and telehealth services during the COVID-19 pandemic. Chi-squared tests were performed to assess relationships between cancer screening practices and changes in care necessitated by the shift to telehealth services. Associations between participant responses and those reporting a diminished patient-provider relationship were assessed with multivariable logistic regression. A substantial proportion of respondents reported postponing screening for breast (34.5%), colon (32.9%), and cervical cancer (31%), and a majority (51.1%) agreed changes in care seeking will lead to increased incidence of late stage cancer. Physicians reported high use of telehealth during the pandemic, but endorsed limitations in its use to maintain cancer screening practices and the patient-provider relationship. Physicians who reported patients were afraid to come into the office were more likely to report an impaired patient-provider relationship (OR = 2.77, 95% CI: 1.33 – 7.87). Physicians who reported that telehealth maintains their patient-provider relationship were less likely to report an impaired patient-provider relationship (OR = 0.33, 95% CI: 0.17 – 0.67). As telehealth becomes increasingly prominent, evaluation of the impact of telehealth on cancer screening and patient-provider relationships will be increasingly important for primary care.



Kaplan-Meier curve comparing all-cause mortality between COVID-19 positive and COVID-19 negative patients.
Diagnosis codes for analyzed outcomes and comorbidities.
Characteristics of the COVID-19 positive and COVID-19 negative patients in the cohort.
All-cause mortality hazard ratios by COVID-19 status for conditions other than COVID-19.
COVID-19 Post-acute Sequelae Among Adults: 12 Month Mortality Risk

December 2021

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80 Reads

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51 Citations

Frontiers in Medicine

Frontiers in Medicine

Background: There are concerns regarding post-acute sequelae of COVID-19, but it is unclear whether COVID-19 poses a significant downstream mortality risk. The objective was to determine the relationship between COVID-19 infection and 12-month mortality after recovery from the initial episode of COVID-19 in adult patients. Methods: An analysis of electronic health records (EHR) was performed for a cohort of 13,638 patients, including COVID-19 positive and a comparison group of COVID-19 negative patients, who were followed for 12 months post COVID-19 episode at one health system. Both COVID-19 positive patients and COVID-19 negative patients were PCR validated. COVID-19 positive patients were classified as severe if they were hospitalized within the first 30 days of the date of their initial positive test. The 12-month risk of mortality was assessed in unadjusted Cox regressions and those adjusted for age, sex, race and comorbidities. Separate subgroup analyses were conducted for (a) patients aged 65 and older and (b) those <65 years. Results: Of the 13,638 patients included in this cohort, 178 had severe COVID-19, 246 had mild/moderate COVID-19, and 13,214 were COVID-19 negative. In the cohort, 2,686 died in the 12-month period. The 12-month adjusted all-cause mortality risk was significantly higher for patients with severe COVID-19 compared to both COVID-19 negative patients (HR 2.50; 95% CI 2.02, 3.09) and mild COVID-19 patients (HR 1.87; 95% CI 1.28, 2.74). The vast majority of deaths (79.5%) were for causes other than respiratory or cardiovascular conditions. Among patients aged <65 years, the pattern was similar but the mortality risk for patients with severe COVID-19 was increased compared to both COVID-19 negative patients (HR 3.33; 95% CI 2.35, 4.73) and mild COVID-19 patients (HR 2.83; 95% CI 1.59, 5.04). Patients aged 65 and older with severe COVID-19 were also at increased 12-month mortality risk compared to COVID-19 negative patients (HR 2.17; 95% CI 1.66, 2.84) but not mild COVID-19 patients (HR 1.41; 95% CI 0.84, 2.34). Discussion: Patients with a COVID-19 hospitalization were at significantly increased risk for future mortality. In a time when nearly all COVID-19 hospitalizations are preventable this study points to an important and under-investigated sequela of COVID-19 and the corresponding need for prevention.


Citations (19)


... 14 Williams et al. report on the association of cancelled family medicine outpatient appointments and subsequent emergency department visits and hospitalization. 15 They evaluated these associations both before and during the early phases of the COVID-19 pandemic. ...

Reference:

Research Representing the Changing Landscape of Family Medicine
The Association Between Family Medicine Appointment Cancellations and Hospital Utilization in 2019 and 2020
  • Citing Article
  • February 2023

The Journal of the American Board of Family Medicine

... Virtual interviewing was more efficient for residencies as they no longer had to host applicants and interviews could be conducted from faculty members' worksites [6,10,11]. Many residency programs reported that virtual interviews were effective in creating a comfortable setting and allowing them to answer interviewee questions, establish a sense of connection with the candidate, evaluate interviewee strengths, and convey the program's culture [6,11,12]. Concerns about virtual interviewing included the technical challenges involved, the potential for distractions to disrupt the virtual interview, and the ability to assess applicants' nonverbal skills and interest in specific residency programs [6-8, 11, 12]. ...

The Impact of Virtual Interviews on Recruitment and Implicit Bias
  • Citing Article
  • November 2022

Family Medicine

... Comorbidity was higher in both the group of severe patients and the deceased. The differences in CRP, dimer, and ferritin levels correspond with other studies based on disease severity and outcome [43,44] A. Mainous et al. showed that increased levels of CRP, which is one of the indicators of severe COVID-19 in the acute period, are associated with an increased risk of mortality after 12 months of follow-up [45]. There were significant differences in the main inflammatory markers CRP and D-dimer between survivors and deceased, as well as between severe and moderate cases. ...

The Impact of Initial COVID-19 Episode Inflammation Among Adults on Mortality Within 12 Months Post-hospital Discharge
Frontiers in Medicine

Frontiers in Medicine

... Fatty liver disease (FLD), previously known as nonalcoholic fatty liver disease (NAFLD), is now defined as metabolic associated fatty liver disease (MAFLD), which specifically includes metabolic dysfunction and excludes factors such as excessive alcohol consumption and medication usage [1]. The accumulation of too much fat in the liver, known as FLD, can result in cirrhosis, hepatocellular carcinoma, or even fatality in severe instances [2]. FLD is believed to be a globally prevalent chronic liver disease, with its prevalence increasing in line with the growing prevalence of obesity [3]. ...

Body composition among adults at a healthy body mass index and association with undetected non-alcoholic fatty liver

International Journal of Obesity

... The rapid growth in telemedicine that started in response to the COVID-19 pandemic facilitated access to patient care, including cancer care. The use of telehealth for breast, colon, and cervical cancer screening is also being considered for primary care [1]. Clinical practice guidelines for prostate cancer screening (PCS) describe the use and interpretation of prostate-specific antigen (PSA) tests; however, recommendations for PSA screening as part of routine medical care vary. ...

Survey of Cancer Screening Practices and Telehealth Services Among Primary Care Physicians During the COVID-19 Pandemic

Preventive Medicine Reports

... Excess mortality is an indicator that takes into account not only deaths directly caused by the extraordinary event (in this case those caused by but also deaths that may have been indirectly caused by disruptions associated with the crisis, such as disruptions in the functioning of the healthcare system. (11)(12)(13) Studies have shown that individuals infected with the SARS-CoV-2 virus have a 2.5-3.1 times higher risk of death in the year following infection compared to those who have not been infected with the virus (14,15). Even in individuals not infected with the virus there may be an increased risk of death during the pandemic period due to public and institutional responses to the pandemic (such as a burdened healthcare system and reduced or delayed provision of healthcare services for non-urgent issues) (16). ...

COVID-19 Post-acute Sequelae Among Adults: 12 Month Mortality Risk
Frontiers in Medicine

Frontiers in Medicine

... 74 For example, adherence to physician recommended lifestyle changes in people at risk of type 2 diabetes is lower when people report more depressive symptoms. 75 Consequently, participants in DPPs with higher depressive symptom burden at baseline and change over the programme benefit less from such programmes in terms of behaviour change. 76 Type 2 diabetes prevention offers the possibility to delay or avoid type 2 diabetes within a population with increased psychological distress. ...

Is There Limited Utility for Lifestyle Recommendations for Diabetes Prevention Among Overweight or Obese Depressed Patients?
Frontiers in Medicine

Frontiers in Medicine

... A recent study showed an average monthly rate of 20.3% with a range of 0.4%-67.1%. Outside of the correctional system, mental health services were the 10th most common specialty for referrals [29]. Older studies showed mean rates of 1.4% to 37% [30][31][32][33]. ...

Referral Rates Vary Widely Between Family Medicine Practices

The Journal of the American Board of Family Medicine

... Prior research indicates that physician's attitude toward diabetes prevention may make an impact on screening for and treatment of prediabetes in PHC [53,54]. It may not be customary practice to treat people actively where prediabetes is found [55]. However, screening to find those at risk offers grounds for intervention and health promotion as there may be time for patients to bring glycaemia levels back to normal [49][50][51]. ...

Diabetes Prevention in a U.S. Healthcare System: A Portrait of Missed Opportunities
  • Citing Article
  • November 2021

American Journal of Preventive Medicine

... Postacute sequelae of coronavirus (PASC) disease of 2019 (COVID-19) describes long-term symptoms experienced weeks or months after primary infection with severe acute respiratory syndrome coronavirus 2 (SARS-CoV2) and may entail direct and indirect consequences on human health 1,2 Studies have shown that prevalence of PASC range from 5% among nonhospitalized patients to 80% among hospitalized patients 3 to 24 weeks after acute phase or hospital discharge, 3,4 with approximately 10% of all patients presenting with PASC. 5 This is the time frame when patients continue to experience a variety of physical and mental health consequences. [6][7][8][9] Severe PASC outcomes are more likely among patients hospitalized with more serious infections [10][11][12][13] but they also occur for less severe cases as well. 6,14 In fact, symptoms across a range of health domains were present in certain patients 1 year after hospital discharge with COVID-19. ...

Risk of New Hospitalization Post-COVID-19 Infection for Non-COVID-19 Conditions
  • Citing Article
  • September 2021

The Journal of the American Board of Family Medicine