John F. Schnelle’s research while affiliated with Vanderbilt University and other places

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Publications (312)


An Objective Method to Determine Nurse Staffing for an Acute Care for Elders ( ACE ) Hospital Unit: Discrete Event Simulation
  • Article

May 2025

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1 Read

Journal of the American Geriatrics Society

Sandra F. Simmons

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Emily K. Hollingsworth

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[...]

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John F. Schnelle

Background Many hospitals have acute care for elders (ACE) units or engage in programs to enhance care for older inpatients. However, few studies have objectively evaluated nurse staffing models to support care for older inpatients. Methods This study applied discrete event simulation (DES) to an ACE unit to objectively evaluate registered nurse (RN) and nursing assistant (NA) staffing allocations. Research staff collected standardized, objective data related to nursing tasks and time requirements to model the ACE unit clinical care environment and evaluate varying RN and NA staffing allocations on measures of nursing workload, care quality, and care efficiency. Results On a 22‐bed ACE unit, 85% of patients were aged 65 or older, 37% had cognitive impairment, and 89% required toileting and/or mobility assistance. Nurse care routines were interrupted frequently by unscheduled patient care requests, with an average frequency of 6.1 (±1.6) requests per hour. DES was used to simulate four different RN and NA staffing allocations. Results showed the most common staffing (four RNs and one NA) resulted in the highest nursing workload rates (89% and 88% for RNs and NAs, respectively) and the highest rate of predicted care omissions (6.2%). Additionally, RNs were predicted to help with 83% of NA care tasks related to toileting and mobility assistance. Alternative allocations of four RNs and three NAs or five RNs and two NAs resulted in more feasible workload rates, lower rates of care omissions, and less reliance on RNs for NA care tasks. Conclusions DES provides an objective method to identify nurse staffing needs for an ACE hospital unit. This approach can be used to safely evaluate the potential impact of varying nurse staffing allocations. The DES model for the ACE unit is adaptable to other types of hospital units that care for older patients.


Association of Social Determinants of Health With Hospital Readmission and Mortality: A Prospective Cohort Study

October 2024

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21 Reads

HLRP Health Literacy Research and Practice

Background The relative contributions of common patient-reported social determinants of health on 30- and 90-day post-discharge outcomes among patients with acute coronary syndromes (ACS) is unclear. Objective The aim of this article is to examine the independent associations of social determinants with readmission or death, accounting for medical history. Methods Participants included adults who were hospitalized with ACS at an academic medical center. Domains measured were social support, health literacy/numeracy, and socioeconomic status (SES) (including education and difficulty paying bills). We employed multivariable Cox proportional hazard models to study associations with time to all-cause readmission or death, up to 30 or 90 days after discharge, and adjusted for demographics and medical history (prior admissions and Elixhauser comorbidity index). Key Results Among 1,168 patients with ACS and no history of heart failure, more prior admissions, and higher comorbidity index (the medical history domain) were associated with higher rates of 30- and 90-day readmission or death (domain p values <.01 and <.0001, respectively). The social support domain was not associated with outcomes. Higher health literacy and numeracy were associated with lower rates of 30- and 90-day readmission or death (domain p values .016 and .002, respectively). Higher education and less difficulty paying bills (the SES domain) was marginally associated with lower rates of 90-day readmission or death (domain, p = .052). Conclusions In addition to medical history, the domain of health literacy and numeracy was independently associated with readmission or death of patients with ACS during the 90 days after hospital discharge. [ HLRP: Health Literacy Research and Practice . 2024;8(4):e212–e223. ]



Table 1 lists
Enrollment flow diagram. ED, emergency department; PT, physical therapy. OT, occupational therapy
Forest plot of the adjusted odds ratios with their 95% confidence intervals (CIs) for physical therapy/occupational therapy (PT/OT) intensity and time to PT/OT on emergency department delirium duration
Effect of physical and occupational therapy on delirium duration in older emergency department patients who are hospitalized
  • Article
  • Full-text available

February 2023

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93 Reads

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12 Citations

Journal of the American College of Emergency Physicians Open

Objective: Delirium in older emergency department (ED) adults is associated with poorer long-term physical function and cognition. We sought to evaluate if the time to and intensity of physical and/or occupational therapy (PT/OT) are associated with the duration of ED delirium into hospitalization (ED delirium duration). Methods: This is a secondary analysis of a prospective cohort study conducted from March 2012 to November 2014 at an urban, academic, tertiary care hospital. Patients aged ≥65 years presenting to the ED and who received PT/OT during their hospitalization were included. Days from enrollment to the first PT/OT session and PT/OT duration relative to hospital length of stay (PT/OT intensity) were abstracted from the medical record. ED delirium duration was defined as the duration of delirium detected in the ED using the Brief Confusion Assessment Method. Data were analyzed using a proportional odds logistic regression adjusted for multiple variables. Adjusted odds ratios (ORs) were calculated with 95% confidence intervals (95%CI). Results: The median log PT/OT intensity was 0.5% (interquartile range [IQR]: 0.3%, 0.9%) and was associated with shorter delirium duration (adjusted OR, 0.39; 95% CI, 0.21-0.73). The median time to the first PT/OT session was 2 days (IQR: 1, 3 days) and was not associated with delirium duration (adjusted OR, 1.02; 95% CI, 0.82-1.27). Conclusion: In older hospitalized adults, higher PT/OT intensity may be a useful intervention to shorten delirium duration. Time to first PT/OT session was not associated with delirium duration but was initiated a full 2 days after the ED presentation.

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Disparities in Research Participation by Level of Health Literacy

February 2021

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130 Reads

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52 Citations

Mayo Clinic Proceedings

Objective To determine at which phase in the recruitment process for participation in clinical research studies do health literacy and other patient characteristics influence recruitment outcomes. Patients and Methods Using a sample of 5872 patients hospitalized with cardiovascular disease approached for participation in the Vanderbilt Inpatient Cohort Study from October 2011 through December 2015, we examined the independent association of patients’ health literacy with two steps in their research participation decision-making process: (1) research interest — willingness to hear more about a research study; and (2) research participation — the decision to enroll after an informed consent discussion. Best practices for effective health communication were implemented in recruitment approaches and informed consent processes. Using logistic regression models, we determined patient characteristics independently associated with patients’ willingness to hear about and participate in the study. Results In unadjusted analyses, participants with higher health literacy, and those who were younger, female, or had more education had higher levels of both research interest and research participation. Health literacy remained independently associated with both outcomes in multivariable models, after adjustment for sociodemographic factors. Conclusion Because identical variables predicted both research interest and eventual consent, efforts to recruit broad populations must include acceptable methods of approaching potential participants as well as explaining study materials.


Prevalence of Spasticity in Nursing Home Residents

February 2020

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67 Reads

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11 Citations

Journal of the American Medical Directors Association

Objectives: To determine the prevalence, rate of underdiagnosis and undertreatment, and association with activities of daily living dependency of spasticity in a nursing home setting. Design: Cross-sectional study. Setting and participants: This study is an analysis of a deidentified data set generated by a prior quality improvement project at a 240-bed nursing home for residents receiving long-term care or skilled nursing care services. Methods: Each resident was examined by a movement disorders specialist neurologist to determine whether spasticity was present and, if so, the total number of spastic postures present in upper and lower limbs was recorded. Medical records, including the Minimum Data Set, were reviewed for neurologic diagnoses associated with spasticity, activities of daily living (ADL) dependency, and prior documentation of diagnosis and past or current treatments. Ordinary least squares linear regression models were used to evaluate the association between spasticity and ADL dependency. Results: Two hundred nine residents (154 women, 81.9 ± 10.9 years) were included in this analysis. Spasticity was present in 22% (45/209) of residents examined by the neurologist. Only 11% of residents (5/45) had a prior diagnosis of spasticity and were receiving treatment. Presence of spasticity was associated with greater ADL dependency (χ2 = 51.72, P < .001), which was driven by lower limb spasticity (χ2 = 14.56, P = .006). Conclusions and implications: These results suggest that spasticity (1) is common in nursing homes (1 of 5 residents), (2) is often not diagnosed or adequately treated, and (3) is associated with worse ADL dependency. Further research is needed to enhance the rates of diagnosis and treatment of spasticity in long-term care facilities.


Medication Discrepancies in Older Veterans Receiving Home Healthcare

January 2020

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23 Reads

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4 Citations

Home Healthcare Now

In a prospective cohort study of Veterans and community health nurses, we enrolled hospitalized older Veterans referred to home care for skilled nursing and/or physical or occupational therapy for posthospitalization care. We assessed preadmission activities of daily living and instrumental activities of daily living, health literacy, numeracy, and cognition. Postdischarge phone calls identified medication errors and medication reconciliation efforts by home healthcare clinicians. Veterans Administration-based community health nurses completed surveys about content and timing of postdischarge interactions with home healthcare clinicians. We determined the types and frequency of medication errors among older Veterans receiving home healthcare, patient-provider communication patterns in this setting, and patient characteristics affecting medication error rates. Most Veterans (24/30, 80%) had at least one discordant medication, and only one noted that errors were identified and resolved. Veterans were asked about medications in the home healthcare setting, but far fewer were questioned about medication-taking details, adherence, and as-needed or nonoral medications. Higher numeracy was associated with fewer errors. Veterans Administration community health nurses reported contact by home healthcare clinicians in 41% of cases (7/17). Given the high rate of medication errors discovered, future work should focus on implementing best practices for medication review in this setting, as well as documenting barriers/facilitators of patient-provider communication.


Supratherapeutic Psychotropic Drug Levels in the Emergency Department and Their Association with Delirium Duration: A Preliminary Study

September 2019

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28 Reads

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3 Citations

Journal of the American Geriatrics Society

Objectives: Polypharmacy is associated with delirium, but the mechanisms for this connection are unclear. Our goal was to determine the frequency of supratherapeutic psychotropic drug levels (SPDLs) in older hospitalized patients and if it is associated with the duration of emergency department (ED) delirium. Design: Secondary analysis of a prospective cohort study. Setting: Tertiary care academic medical center. Participants: ED patients 65 years or older who were admitted to the hospital. Measurements: Delirium was assessed in the ED and during the first 7 days of hospitalization using the modified Brief Confusion Assessment Method. Drug concentrations were determined in serum samples collected at enrollment via a novel platform based on liquid chromatography-tandem mass spectrometry capable of identifying and quantitating 78 clinically approved medications including opioids, benzodiazepines, antidepressants, antipsychotics, and amphetamines. Patients with serum psychotropic drug concentrations above established reference ranges were considered supratherapeutic and have a SPDL. We performed proportional odds logistic regression to determine if SPDLs were associated with ED delirium duration adjusted for confounders. Medical record review was performed to determine if the doses of medications associated with SPDLs were adjusted at hospital discharge. Results: A total of 158 patients were enrolled; of these, 66 were delirious in the ED. SPDLs were present in 11 (17%) of the delirious and 4 (4%) of the non-delirious ED patients. SPDLs were significantly associated with longer ED delirium duration (adjusted proportional odds ratio = 6.0; 95% confidence interval = 2.1-17.3) after adjusting for confounders. Of the 15 medications associated with SPDLs, 9 (60%) were prescribed at the same or higher doses at the time of hospital discharge. Conclusion: SPDLs significantly increased the odds of prolonged ED delirium episodes. Approximately half of the medications associated with SPDLs were continued after hospital discharge at the same or higher doses.


Table 1 Enrollment, Interventions and Assessments according to the Standard Protocol Items: Recommendations for Intervention Trials (SPIRIT) Diagram. *All post-acute care measures related to geriatric syndromes are obtained from the Minimum Data Set.
Table 2 Deprescribing Rationales
Flow of Participants through Study
Conceptual Framework for Deprescribing Intervention (Shed-MEDS)
A patient-centered deprescribing intervention for hospitalized older patients with polypharmacy: Rationale and design of the Shed-MEDS randomized controlled trial

March 2019

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500 Reads

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48 Citations

BMC Health Services Research

Background Polypharmacy is prevalent among hospitalized older adults, particularly those being discharged to a post-care care facility (PAC). The aim of this randomized controlled trial is to determine if a patient-centered deprescribing intervention initiated in the hospital and continued in the PAC setting reduces the total number of medications among older patients. Methods The Shed-MEDS study is a 5-year, randomized controlled clinical intervention trial comparing a patient-centered describing intervention with usual care among older (≥50 years) hospitalized patients discharged to PAC, either a skilled nursing facility (SNF) or an inpatient rehabilitation facility (IPR). Patient measurements occur at hospital enrollment, hospital discharge, within 7 days of PAC discharge, and at 60 and 90 days following PAC discharge. Patients are randomized in a permuted block fashion, with block sizes of two to four. The overall effectiveness of the intervention will be evaluated using total medication count as the primary outcome measure. We estimate that 576 patients will enroll in the study. Following attrition due to death or loss to follow-up, 420 patients will contribute measurements at 90 days, which provides 90% power to detect a 30% versus 25% reduction in total medications with an alpha error of 0.05. Secondary outcomes include the number of medications associated with geriatric syndromes, drug burden index, medication adherence, the prevalence and severity of geriatric syndromes and functional health status. Discussion The Shed-MEDS trial aims to test the hypothesis that a patient-centered deprescribing intervention initiated in the hospital and continuing through the PAC stay will reduce the total number of medications 90 days following PAC discharge and result in improvements in geriatric syndromes and functional health status. The results of this trial will quantify the health outcomes associated with reducing medications for hospitalized older adults with polypharmacy who are discharged to post-acute care facilities. Trial registration This trial was prospectively registered at clinicaltrials.gov (NCT02979353). The trial was first registered on 12/1/2016, with an update on 09/28/17 and 10/12/2018. Electronic supplementary material The online version of this article (10.1186/s12913-019-3995-3) contains supplementary material, which is available to authorized users.


Citations (82)


... 26 -Patient care: improved referrals to community services for patients post-fall, 26 better function at follow-up, 25 better quality of life at follow-up, 25,26 and reduction in delirium duration for admitted patients. 29 Details of the publications are summarized in Table 1. ...

Reference:

Rehabilitation in emergency departments: A regional scan and future opportunities
Effect of physical and occupational therapy on delirium duration in older emergency department patients who are hospitalized

Journal of the American College of Emergency Physicians Open

... We argue that without an intentional effort to include participants with limited functional literacy, the existing theories fall short of including those with limited functional literacy. Research demonstrates that individuals with limited functional literacy express significantly less interest in participating in research studies than their counterparts (Kripalani et al., 2021). Such avoidance could be partially explained by their perceived stigma attached to limited functional abilities. ...

Disparities in Research Participation by Level of Health Literacy
  • Citing Article
  • February 2021

Mayo Clinic Proceedings

... stroke) in care home residents. 31 Identifying changes in muscle tone, including spasticity, requires physical and neurological examination by a trained practitioner; the primary care providers at the care home facilities might lack the appropriate training to recognise it 32 ; therefore, it was excluded from the final list of items for ORACLE. Interestingly, our systematic review also reported that the evidence on the relationship between spasticity and contractures remains unclear and inconclusive. ...

Prevalence of Spasticity in Nursing Home Residents
  • Citing Article
  • February 2020

Journal of the American Medical Directors Association

... Lacking insight concerning the medication, the relatives and patients had no chance of detecting medication errors. A study on medication discrepancies amongst persons aged 50 years or older exposed to polypharmacy found that the majority of the patients did not detect changes and corrections in the medication 29 . A systematic review among older patients also found that cognitive impairment, multiple prescribers, and problems with storage were associated with poor medication adherence 30 . ...

Medication Discrepancies in Older Veterans Receiving Home Healthcare
  • Citing Article
  • January 2020

Home Healthcare Now

... There is a comprehensive management system of nonpharmacological and pharmacological interventions for the prevention and treatment of delirium in the ICU. Intervention of primary disease and the reduction of medical triggers, such as inflammatory responses [27][28][29], abnormal energy metabolism caused by hypoxia and ion disturbance [58,59], an uncomfortable environment [21], and drugs, such as the intraoperative application of dopamine and analgesic ketamine [60], sedative midazolam [61], and benzodiazepines [62,63] (Table 2), are important measures for preventing delirium. ...

Supratherapeutic Psychotropic Drug Levels in the Emergency Department and Their Association with Delirium Duration: A Preliminary Study
  • Citing Article
  • September 2019

Journal of the American Geriatrics Society

... Deprescribing is the methodical process of lowering or discontinuing prescriptions that may no longer be advantageous or may be harmful, particularly for elderly patients or those with several comorbidities (Zidan & Awaisu, 2024). Studies have shown that pharmacist participation in deprescribing initiatives might decrease improper medicine usage and enhance patient outcomes (Vasilevskis, et al., 2019). ...

A patient-centered deprescribing intervention for hospitalized older patients with polypharmacy: Rationale and design of the Shed-MEDS randomized controlled trial

BMC Health Services Research

... Therefore, geriatric syndromes [multifactorial health conditions prevalent in older adults (8)] and multicomplexity [the presence of multiple health conditions and biopsychosocial factors (9)] are more common in the Veteran population. In a study of Veterans being discharged from the hospital to a skilled nursing facility, 75% of Veterans had at least two geriatric syndromes (10). Geriatric syndromes often cause bothersome symptoms and can affect both quality and quantity of life (11), so palliative care approaches are especially beneficial. ...

Improving Care Transitions for Hospitalized Veterans Discharged to Skilled Nursing Facilities: A Focus on Polypharmacy and Geriatric Syndromes

... Third, this is a single tertiary institution retrospective study with a relatively homogeneous cohort (90% non-Hispanic White patients). Nonetheless, it represents one of the largest studies assessing health literacy and survival outcomes.13,39,[47][48][49][50] Fourth, the study cohort had a relatively high health literacy, likely because patients are from a tertiary referral center, and results might be different in other health care delivery systems, such as safety-net hospitals. ...

Health Literacy and 1-Year Mortality: Mechanisms of Association in Adults Hospitalized for Cardiovascular Disease
  • Citing Article
  • November 2018

Mayo Clinic Proceedings

... Five studies (two RCTs, two CCTs, one cohort study) reported effects of targeted diet recommendations, 68 nutritional guidance, 85 psychomotor rehabilitation in combination with nutritional supplements, 83 comprehensive geriatric assessment with multidisciplinary interventions, 81 and staff management and quality improvement system. 64 One study 68 was moderate and four 64,81,83,85 were weak in quality. ...

A System for Managing Staff and Quality of Dementia Care in Assisted Living Facilities: Managing Staff and Quality of care in Assisted Living
  • Citing Article
  • July 2018

Journal of the American Geriatrics Society

... Polypharmacy is associated with a number of adverse outcomes including geriatric syndromes such as urinary incontinence and falls, medication errors, cognitive impairment, and healthcare utilization [1,4,8,[12][13][14]20]. The issue of polypharmacy in older adults has recently led to the development and implementation of deprescribing interventions that focus on the reduction of unnecessary or potentially harmful medications [15,16,18,19]. It is critical for deprescribing studies to ensure that enrolled participants represent the target population of older adults, which is heterogenous. ...

Shed-MEDS: pilot of a patient-centered deprescribing framework reduces medications in hospitalized older adults being transferred to inpatient postacute care