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Beaulieu CL, Bogner J, Swank C, Frey K, Ferraro MK, Tefertiller C, Huerta TR, Corrigan JD, Hade EM. Setting the foundation for a national collaborative learning health system in acute TBI rehabilitation: CARE4TBI Year 1 experience. Learn Health Syst 2025; 9:e10454. [PMID: 40247904 PMCID: PMC12000765 DOI: 10.1002/lrh2.10454] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2023] [Revised: 08/09/2024] [Accepted: 08/22/2024] [Indexed: 04/19/2025] Open
Abstract
Introduction A learning health system (LHS) approach is a collaborative model that continuously examines, evaluates, and re-evaluates data eventually transforming it into knowledge. High quantity of high-quality data are needed to establish this model. The purpose of this article is to describe the collaborative discovery process used to identify and standardize clinical data documented during daily multidisciplinary inpatient rehabilitation that would then allow access to these data to conduct comparative effectiveness research. Methods CARE4TBI is a prospective observational research study designed to capture clinical data within the standard inpatient rehabilitation documentation workflow at 15 TBI Model Systems Centers in the US. Three groups of stakeholders guided project development: therapy representative work group (TRWG) consisting of frontline therapists from occupational, physical, speech-language, and recreational therapies; rehabilitation leader representative group (RLRG); and informatics and information technology team (IIT). Over a 12-month period, the three work groups and research leadership team identified the therapeutic components captured within daily documentation throughout the duration of inpatient TBI rehabilitation. Results Data brainstorming among the groups created 98 distinct categories of data with each containing a range of data elements comprising a total of 850 discrete data elements. The free-form data were sorted into three large categories and through review and discussion, reduced to two categories of prospective data collection-session-level and therapy activity-level data. Twelve session data elements were identified, and 54 therapy activities were identified, with each activity containing discrete sub-categories for activity components, method of delivery, and equipment or supplies. A total of 561 distinct meaningful data elements were identified across the 54 activities. Discussion The CARE4TBI data discovery process demonstrated feasibility in identifying and capturing meaningful high quantity and high-quality treatment data across multiple disciplines and rehabilitation sites, setting the foundation for a LHS coalition for acute traumatic brain injury rehabilitation.
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Affiliation(s)
- Cynthia L. Beaulieu
- Department of Physical Medicine and RehabilitationThe Ohio State University College of MedicineColumbusOhioUSA
| | - Jennifer Bogner
- Department of Physical Medicine and RehabilitationThe Ohio State University College of MedicineColumbusOhioUSA
| | - Chad Swank
- Baylor Scott & White Research Institute, Baylor Scott & White Institute for RehabilitationDallasTexasUSA
| | - Kimberly Frey
- Department of Speech‐Language PathologyCraig HospitalEnglewoodColoradoUSA
| | - Mary K. Ferraro
- Moss Rehabilitation Research Institute, Jefferson HealthElkins ParkPennsylvaniaUSA
| | | | - Timothy R. Huerta
- Department of Family and Community MedicineThe Ohio State University College of MedicineColumbusOhioUSA
- Department of Biomedical InformaticsThe Ohio State College of MedicineColumbusOhioUSA
- The Center for the Advancement of Team Science, Analytics and Systems Thinking (CATALYST)The Ohio State University College of MedicineColumbusOhioUSA
| | - John D. Corrigan
- Department of Physical Medicine and RehabilitationThe Ohio State University College of MedicineColumbusOhioUSA
| | - Erinn M. Hade
- Department of Population Health, Division of BiostatisticsNew York University Grossman School of MedicineNew YorkNew YorkUSA
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Orenuga S, Jordache P, Mirzai D, Monteros T, Gonzalez E, Madkoor A, Hirani R, Tiwari RK, Etienne M. Traumatic Brain Injury and Artificial Intelligence: Shaping the Future of Neurorehabilitation-A Review. Life (Basel) 2025; 15:424. [PMID: 40141769 PMCID: PMC11943846 DOI: 10.3390/life15030424] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2025] [Revised: 03/02/2025] [Accepted: 03/06/2025] [Indexed: 03/28/2025] Open
Abstract
Traumatic brain injury (TBI) is a leading cause of disability and death globally, presenting significant challenges for diagnosis, prognosis, and treatment. As healthcare technology advances, artificial intelligence (AI) has emerged as a promising tool in enhancing TBI rehabilitation outcomes. This literature review explores the current and potential applications of AI in TBI management, focusing on AI's role in diagnostic tools, neuroimaging, prognostic modeling, and rehabilitation programs. AI-driven algorithms have demonstrated high accuracy in predicting mortality, functional outcomes, and personalized rehabilitation strategies based on patient data. AI models have been developed to predict in-hospital mortality of TBI patients up to an accuracy of 95.6%. Furthermore, AI enhances neuroimaging by detecting subtle abnormalities that may be missed by human radiologists, expediting diagnosis and treatment decisions. Despite these advances, ethical considerations, including biases in AI algorithms and data generalizability, pose challenges that must be addressed to optimize AI's implementation in clinical settings. This review highlights key clinical trials and future research directions, emphasizing AI's transformative potential in improving patient care, rehabilitation, and long-term outcomes for TBI patients.
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Affiliation(s)
- Seun Orenuga
- School of Medicine, New York Medical College, Valhalla, NY 10595, USA (R.H.)
| | - Philip Jordache
- School of Medicine, New York Medical College, Valhalla, NY 10595, USA (R.H.)
| | - Daniel Mirzai
- School of Medicine, New York Medical College, Valhalla, NY 10595, USA (R.H.)
| | - Tyler Monteros
- School of Medicine, New York Medical College, Valhalla, NY 10595, USA (R.H.)
| | - Ernesto Gonzalez
- School of Medicine, New York Medical College, Valhalla, NY 10595, USA (R.H.)
| | - Ahmed Madkoor
- Department of Psychiatry, Mayo Clinic, Phoenix, AZ 85054, USA
| | - Rahim Hirani
- School of Medicine, New York Medical College, Valhalla, NY 10595, USA (R.H.)
- Graduate School of Biomedical Sciences, New York Medical College, Valhalla, NY 10595, USA
| | - Raj K. Tiwari
- School of Medicine, New York Medical College, Valhalla, NY 10595, USA (R.H.)
- Graduate School of Biomedical Sciences, New York Medical College, Valhalla, NY 10595, USA
| | - Mill Etienne
- School of Medicine, New York Medical College, Valhalla, NY 10595, USA (R.H.)
- Department of Neurology, New York Medical College, Valhalla, NY 10595, USA
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Salisbury DB, Parrott D, Walters GJ, McGrath C, Logan DM, Altman IM, Malec JF. Outcomes of Six Specific Types of Post-Hospital Brain Injury Rehabilitation Programs. J Head Trauma Rehabil 2025; 40:27-37. [PMID: 38916445 DOI: 10.1097/htr.0000000000000980] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/26/2024]
Abstract
OBJECTIVE Evaluate outcomes of intensive posthospital brain injury rehabilitation programs compared to supported living (SL) programs; explore variations in outcome by diagnostic category (traumatic brain injury, stroke, and other acquired brain injury [ABI]) and specific program type. SETTING Data were obtained from Residential Neurobehavioral, Residential Neurorehabilitation, Home and Community Neurorehabilitation, Day Treatment, Outpatient Neurorehabilitation, and SL programs serving individuals with ABI. PARTICIPANTS A total of 2120 individuals with traumatic brain injury, stroke, or other ABI participated in this study. MAIN MEASURES The main measures are sex, age, time since injury, and Mayo-Portland Adaptability Inventory (4th edition; MPAI-4). DESIGN Retrospective analyses of demographic variables and MPAI-4 Total, index, and subscale Rasch-derived T-scores on admission and discharge. RESULTS Gains on MPAI-4 Total T-scores were significantly greater for the intensive rehabilitation (IR) group in comparison to stable functioning in the SL group ( F = 236.69, P < .001, partial η 2 = .101) while controlling for admission/time 1 scores; similar results were found for MPAI-4 indices and subscales. For the IR cohort, discharge scores differed by diagnostic category after controlling for admission scores for the Total MPAI-4 T-score ( F = 22.65, P < .001, partial η 2 = .025), as well as all indices and subscales. A statistically significant interaction between program type and diagnostic group on discharge MPAI-4 Total T-scores ( F = 2.55, P = .018, partial η 2 = .01) after controlling for admission scores indicated that differing outcomes across diagnoses also varied by program type. Varying significant main effects and interactions were apparent for MPAI-4 indices and subscales with generally small effect sizes. CONCLUSIONS Significant gains on MPAI-4 variables across IR program types compared to no change over a comparable period of time for SL programs supports the effectiveness of posthospital brain injury rehabilitation. This finding in the presence of small effect sizes on outcome variables for program type and for significant interactions between program type and diagnostic category suggests that participants generally were appropriately matched to program type and benefited from interventions provided through specific program types.
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Affiliation(s)
- David B Salisbury
- Author Affiliations: Director of Clinical Operations, Pate NeuroRehabilitation/Rehab Without Walls, Irving, Texas (Dr Salisbury); Data Scientist, Foundation to Advance Brain Rehabilitation (FABR), Wilmington, Delaware, and Associate Research Professor, Physical Medicine and Rehabilitation, Indiana University School of Medicine, Indianapolis, Indiana (Dr Parrott); Director of Analytics, On With Life, Ankeny, Iowa (Mr Walters); Senior Director of Clinical Services Bancroft NeuroRehab, Cherry Hill, New Jersey (Dr McGrath); Director of Performance Improvement and Quality Management, On With Life, Ankeny, Iowa (Mr Logan); National Director of Outcomes, Collage Rehabilitation Partners, Paoli, Pennsylvania (Dr Altman); and Chief Scientific Officer, Foundation to Advance Brain Rehabilitation (FABR), Wilmington, Delaware, Senior Research Professor Emeritus, Physical Medicine and Rehabilitation, Indiana University School of Medicine, Indianapolis, Indiana, and Emeritus Professor of Psychology, Department of Psychiatry and Psychology, Mayo Clinic, Rochester, Minnesota (Dr Malec)
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Greve K, Bailes AF, Zhang N, Long J, Aronow B, Mitelpunkt A. Physical Therapy Dose After Orthopedic Multilevel Surgery Varies by Ambulatory Status in Children With Cerebral Palsy: A Pilot Study. Pediatr Phys Ther 2025; 37:37-44. [PMID: 39392372 DOI: 10.1097/pep.0000000000001153] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/12/2024]
Abstract
PURPOSE To characterize physical therapy (PT) dose for children with cerebral palsy (CP) after multi-level surgery (MLS) and examine variation by ambulatory status and surgical burden. METHODS PT dose (Frequency, Intensity, Time, Type) data were extracted from electronic records of children with CP who received outpatient PT the year after MLS. RESULTS Seventeen children, mean 9 years, female (n=10), ambulatory (n=10), and high surgical burden (n=12) were included. In the year after surgery, 345 visits occurred. Intensity across visits was above average. Time was greatest for pre-functional activities, gait, and transitions/transfers. Types most often delivered were neuromuscular, musculoskeletal, and education/training. Ambulatory children received significantly more visits, higher intensity, and time in pre-functional activities and gait than non-ambulatory children. No differences in type by ambulatory status and PT dose by surgical burden were found. CONCLUSION PT dose varied the first year after MLS indicating the need for guidelines by ambulatory status. VIDEO ABSTRACT Supplemental Digital Content available at: http://links.lww.com/PPT/A516.
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Affiliation(s)
- Kelly Greve
- Board-Certified Clinical Specialist in Pediatric Physical Therapy, Division of Occupational Therapy and Physical Therapy, Division Patient Services Research, Department of Pediatrics (Dr Greve), Division of Occupational Therapy and Physical Therapy, Division Patient Services Research, Department of Pediatrics (Dr Bailes), Division of Occupational Therapy and Physical Therapy, Division Patient Services Research, Department of Pediatrics, Cincinnati Children's Hospital Medical Center, University of Cincinnati College of Medicine (Dr Greve) Division of Biostatistics and Epidemiology (Dr Zhang), Division of Pediatric Orthopaedic Surgery (Dr Long), Division of Biomedical Informatics (Drs Aronow and Mitelpunkt), Cincinnati Children's Hospital Medical Center, University of Cincinnati College of Medicine (Drs Greve, Bailes, Zhang, and Aronow), University of Cincinnati, Cincinnati, Ohio; and Department of Rehabilitation (Dr Mitelpunkt), Tel Aviv Medical Center, Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
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Rismani M, Pourmontaseri H, Valibeygi A, Taheri R, Masoudi MS, Niakan A, Khalili H. Pre-admission opioid use disorder as a new predictor of in-hospital mortality and six-month outcomes in traumatic brain injury patients: a retrospective longitudinal cohort study. Neurosurg Rev 2024; 47:848. [PMID: 39542984 DOI: 10.1007/s10143-024-03085-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2024] [Revised: 10/22/2024] [Accepted: 10/30/2024] [Indexed: 11/17/2024]
Abstract
BACKGROUND The present study aimed to investigate the effect of pre-admission Opioid Use Disorder (OUD) on in-hospital mortality and 6-month follow-up TBI outcomes. DESIGN This study included 2804 patients with TBI admitted to the Intensive Care Unit of Emtiaz (Rajaee) Hospital, a referral trauma center in Shiraz, Iran. Finally, 1087 eligible participants were selected from included patients. Then, 872 discharged patients were followed for six months. Subsequently, unfavorable neurological outcomes (Glasgow Outcome Scale-Extended ≤ 4) and the mortality rate were compared among the patients with and without OUD. RESULTS The mean age of the patients was 38.0 ± 18.9 years old (84.7% men). About 9.2% of patients had OUD. Opioid users had a slightly lower risk of in-hospital mortality (OR = 0.62, 95% CI = [0.328, 1.183], P-value = 0.148). In contrast, 6-month follow-up mortality significantly increased in the survived patients with a history of pre-admission OUD (OR = 2.49, 95%CI= [1.29, 2.80], P-value = 0.007). Moreover, 6-month unfavorable outcomes were raised in OUD, though it was not significant (OR = 1.59, 95%CI= [0.89, 2.84], P-value = 0.121). CONCLUSIONS Our results revealed that patients with OUD are at increased risk of 6-month follow-up complications and also death following moderate to severe TBI. Although OUD decreased in-hospital mortality, 6-month follow-up indicated that mortality and unfavorable outcomes were increased in the OUD group. Based on the existing evidence, this effect is probably not only due to the destructive impact of pre-admission OUD on brain physiology. However, it may also be due to an increase in opioid consumption to alleviate pain and withdrawal symptoms after hospital discharge.
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Affiliation(s)
- Maziyar Rismani
- Student Research Committee, Fasa University of Medical Sciences, Fasa, Iran
- Projects Support Division, Medical Students Association, Fasa University of Medical Sciences, Fasa, Iran
- Trauma Research Center, Department of Neurosurgery, Shahid Rajaee (Emtiaz) Trauma Hospital, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Hossein Pourmontaseri
- Student Research Committee, Fasa University of Medical Sciences, Fasa, Iran
- Projects Support Division, Medical Students Association, Fasa University of Medical Sciences, Fasa, Iran
- Shiraz Head Trauma Interest Group, Bitab Enterprise, Shiraz, Iran
| | - Adib Valibeygi
- Student Research Committee, Fasa University of Medical Sciences, Fasa, Iran
- Projects Support Division, Medical Students Association, Fasa University of Medical Sciences, Fasa, Iran
| | - Reza Taheri
- Neurosurgery Department, Shiraz Medical School, Shiraz University of Medical Sciences, Shiraz, Iran
- Noncommunicable Diseases Research Center, Fasa University of Medical Sciences, Fasa, Iran
| | - Mohammad Sadegh Masoudi
- Neurosurgery Department, Shiraz Medical School, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Amin Niakan
- Trauma Research Center, Department of Neurosurgery, Shahid Rajaee (Emtiaz) Trauma Hospital, Shiraz University of Medical Sciences, Shiraz, Iran
- Neurosurgery Department, Shiraz Medical School, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Hosseinali Khalili
- Trauma Research Center, Department of Neurosurgery, Shahid Rajaee (Emtiaz) Trauma Hospital, Shiraz University of Medical Sciences, Shiraz, Iran.
- Neurosurgery Department, Shiraz Medical School, Shiraz University of Medical Sciences, Shiraz, Iran.
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Leung T, Horn SD, Sharkey PD, Brooks KR, Kennerly S. The Nursing Home Severity Index and Application to Pressure Injury Risk: Measure Development and Validation Study. JMIR Aging 2023; 6:e43130. [PMID: 36757779 PMCID: PMC9951072 DOI: 10.2196/43130] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2022] [Revised: 12/10/2022] [Accepted: 12/23/2022] [Indexed: 12/24/2022] Open
Abstract
BACKGROUND An assessment tool is needed to measure the clinical severity of nursing home residents to improve the prediction of outcomes and provide guidance in treatment planning. OBJECTIVE This study aims to describe the development of the Nursing Home Severity Index, a clinical severity measure targeted for nursing home residents with the potential to be individually tailored to different outcomes, such as pressure injury. METHODS A retrospective nonexperimental design was used to develop and validate the Nursing Home Severity Index using secondary data from 9 nursing homes participating in the 12-month preintervention period of the Turn Everyone and Move for Ulcer Prevention (TEAM-UP) pragmatic clinical trial. Expert opinion and clinical literature were used to identify indicators, which were grouped into severity dimensions. Index performance and validation to predict risk of pressure injury were accomplished using secondary data from nursing home electronic health records, Minimum Data Sets, and Risk Management Systems. Logistic regression models including a resident's Worst-Braden score with/without severity dimensions generated propensity scores. Goodness of fit for overall models was assessed using C statistic; the significance of improvement of fit after adding severity components to the model was determined using the likelihood ratio chi-square test. The significance of each component was assessed with odds ratios. Validation based on randomly selected 65% training and 35% validation data sets was used to confirm the reliability of the severity measure. Finally, the discriminating ability of models was evaluated using propensity stratification to evaluate which model best discriminated between residents with/without pressure injury. RESULTS Data from 1015 residents without pressure injuries on admission were used for the Nursing Home Severity Index-Pressure Injury and included laboratory, weights/vitals/pain, underweight, and locomotion severity dimensions. Logistic regression C statistic measuring predictive accuracy increased by 19.3% (from 0.627 to 0.748; P<.001) when adding four severity dimensions to Worst-Braden scores. Significantly higher odds of developing pressure injuries were associated with increasing dimension scores. The use of the three highest propensity deciles predicting the greatest risk of pressure injury improved predictive accuracy by detecting 21 more residents who developed pressure injury (n=58, 65.2% vs n=37, 42.0%) when both severity dimensions and Worst-Braden score were included in prediction modeling. CONCLUSIONS The clinical Nursing Home Severity Index-Pressure Injury was successfully developed and tested using the outcome of pressure injury. Overall predictive capacity was enhanced when using severity dimensions in combination with Worst-Braden scores. This index has the potential to significantly impact the quality of care decisions aimed at improving individual pressure injury prevention plans. TRIAL REGISTRATION ClinicalTrials.gov NCT02996331; http://clinicaltrials.gov/ct2/show/NCT02996331.
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Affiliation(s)
| | - Susan D Horn
- School of Medicine, University of Utah, Salt Lake City, UT, United States
| | - Phoebe D Sharkey
- Sellinger School of Business, Loyola University Maryland, Baltimore, MD, United States
| | - Katie R Brooks
- School of Nursing, Duke University, Durham, NC, United States
| | - Susan Kennerly
- College of Nursing, East Carolina University, Greenville, NC, United States
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Anders DM, Logan DM, Shelton JA, Walters GJ, Perry S, Carter KD, Malec JF. An Observational Cohort Study of the Role of Level of Effort in Post-Acute Brain Injury Rehabilitation. Arch Phys Med Rehabil 2023; 104:211-217. [PMID: 35934046 DOI: 10.1016/j.apmr.2022.07.013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2021] [Revised: 07/15/2022] [Accepted: 07/25/2022] [Indexed: 02/07/2023]
Abstract
OBJECTIVE To investigate the role of participant level of effort (LoE) on outcome in post-acute brain injury rehabilitation with the hypothesis that greater effort is associated with more positive outcomes. DESIGN Observational cohort study. SETTING Comprehensive integrated rehabilitation program for brain injury within a skilled nursing facility. PARTICIPANTS Consecutive admissions with acquired brain injury (N=101). INTERVENTIONS Individualized interdisciplinary brain injury rehabilitation; therapist rating of participant LoE with Acquired Brain Injury LoE Scale (ABI-LoES) during physical therapy, occupational therapy, and speech and language pathology sessions. MAIN OUTCOME MEASURES Mayo-Portland Adaptability Inventory, fourth edition (MPAI-4); Supervision Rating Scale (SRS). RESULTS Linear regression showed that discharge MPAI-4 Total T scores were significantly associated with mean ABI-LoES rating, admission MPAI-4 Total T scores, age at admission, and days from injury but not with standard deviation of ABI-LoES rating, sex, injury type, length of stay, or treatment before or during the COVID-19 pandemic. Discharge SRS scores were significantly associated with mean ABI-LoES rating, admission SRS scores, and age. A 1-unit increase in mean ABI-LoES rating was associated with 5.1-unit lower discharge MPAI-4 Total T scores and 1.5 lower discharge SRS scores, after controlling for other variables. Logistic regression showed that the odds of achieving a minimal clinically important difference on the MPAI-4 were 8.34 times higher with each 1-unit increase in mean ABI-LoES rating after controlling for other variables. Admission MPAI-4 was negatively associated with mean ABI-LoES rating (β=-0.07, t=-8.85, P<.0001). CONCLUSIONS After controlling for nonmodifiable variables, average ABI-LoES rating is positively associated with outcome. Initial level of disability is negatively associated with mean ABI-LoES rating.
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Affiliation(s)
| | | | | | | | - Sarah Perry
- Department of Biostatistics, The University of Iowa, Iowa City, IA
| | - Knute D Carter
- Department of Biostatistics, The University of Iowa, Iowa City, IA
| | - James F Malec
- Department of Physical Medicine and Rehabilitation, Indiana University School of Medicine, Indianapolis, IN; Department of Psychiatry and Psychology, Mayo Clinic, Rochester, MN.
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Successful Community Discharge Among Older Adults With Traumatic Brain Injury Admitted to Inpatient Rehabilitation Facilities. Arch Rehabil Res Clin Transl 2022; 4:100241. [PMID: 36545522 PMCID: PMC9761303 DOI: 10.1016/j.arrct.2022.100241] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
Objective To identify admission characteristics that predict a successful community discharge from an inpatient rehabilitation facility (IRF) among older adults with traumatic brain injury (TBI). Design In a retrospective cohort study, we leveraged probabilistically linked Medicare Administrative, IRF-Patient Assessment Instrument, and National Trauma Data Bank data to build a parsimonious logistic model to identify characteristics associated with successful discharge. Multiple imputation methods were used to estimate effects across linked datasets to account for potential data linkage errors. Setting Inpatient Rehabilitation Facilities in the U.S. Participants The sample included a mean of 1060 community-dwelling adults aged 66 years and older across 30 linked datasets (N=1060). All were hospitalized after TBI between 2011 and 2015 and then admitted to an IRF. The mean age of the sample was 79.7 years, and 44.3% of the sample was women. Interventions Not applicable. Main Outcome Measures Successful discharge home. Results Overall, 64.6% of the sample was successfully discharged home. A logistic model including 4 predictor variables: Functional Independence Measure motor (FIM-M) and cognitive (FIM-C) scores, pre-injury chronic conditions, and pre-injury living arrangement, that were significantly associated with successful discharge, resulted in acceptable discrimination (area under the curve: 0.76, 95% confidence interval [CI]: 0.72-0.81). Higher scores on the FIM-M (odds ratio [OR]:1.07, 95% CI: 1.05-1.09) and FIM-C (OR: 1.05, 95% CI: 1.02-1.08) were associated with greater odds of successful discharge, whereas living alone vs with others (OR: 0.46, 95% CI: 0.30-0.71) and a greater number of chronic conditions (OR: 0.94, 95% CI: 0.90-0.99) were associated with lower odds of successful discharge. Conclusions The results provide a parsimonious model for predicting successful discharge among older adults admitted to an IRF after a TBI-related hospitalization and provide clinically useful information to inform discharge planning.
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Dhillon NK, Kolus RC, Patel KA, Conde G, Perez J, Holtz H, Ley EJ. A designated trauma social worker improves coordination of patient care by coordinating ancillary consults. SOCIAL WORK IN HEALTH CARE 2022; 61:158-168. [PMID: 35579262 DOI: 10.1080/00981389.2022.2076763] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/20/2021] [Revised: 03/04/2022] [Accepted: 04/28/2022] [Indexed: 06/15/2023]
Abstract
Trauma patients face unique challenges that require coordination by social workers knowledgeable in the intricacies of trauma patient psychosocial support which is often achieved by obtaining ancillary consultations. The impact of employing a designated trauma social worker (DTSW) in the utilization of these consults has not been described. A retrospective review was conducted of trauma patients admitted to an academic, urban Level 1 trauma center. The pre-intervention cohort (n = 272) corresponded to patients admitted before the presence of a DTSW (01/2013 to 06/2013), while the post-intervention cohort (n = 282) corresponded to patients admitted afterward (09/2015 to 01/2016). Data collection included demographics, injury profile, and types of interdisciplinary or therapy consultations. Post-intervention patients were found to be older and admitted with more injuries. Supportive care, physical therapy and occupational therapy consultations were more likely to be obtained in the post-intervention cohort. Hospital length of stay remained unchanged. This study suggests that the implementation of a DTSW significantly facilitates the utilization of interdisciplinary consultations. Length of stay remains unchanged, suggesting that a DTSW helps to coordinate care in a timely manner without increasing the hospital stay. DTSW implementation may be considered in trauma centers where one does not currently exist.
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Affiliation(s)
- Navpreet K Dhillon
- Department of Surgery, Division of Trauma and Critical Care, Cedars-Sinai Medical Center, Los Angeles, California, USA
| | - Riley C Kolus
- Department of Surgery, Division of Trauma and Critical Care, Cedars-Sinai Medical Center, Los Angeles, California, USA
| | - Kavita A Patel
- Department of Surgery, Division of Trauma and Critical Care, Cedars-Sinai Medical Center, Los Angeles, California, USA
| | - Geena Conde
- Department of Surgery, Division of Trauma and Critical Care, Cedars-Sinai Medical Center, Los Angeles, California, USA
| | - Jazmin Perez
- Department of Surgery, Division of Trauma and Critical Care, Cedars-Sinai Medical Center, Los Angeles, California, USA
| | - Heidi Holtz
- Department of Surgery, Division of Trauma and Critical Care, Cedars-Sinai Medical Center, Los Angeles, California, USA
| | - Eric J Ley
- Department of Surgery, Division of Trauma and Critical Care, Cedars-Sinai Medical Center, Los Angeles, California, USA
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Lu J, Gormley M, Donaldson A, Agyemang A, Karmarkar A, Seel RT. Identifying factors associated with acute hospital discharge dispositions in patients with moderate-to-severe traumatic brain injury. Brain Inj 2022; 36:383-392. [PMID: 35213272 DOI: 10.1080/02699052.2022.2034180] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022]
Abstract
OBJECTIVE Identify sociodemographic, injury, and hospital-level factors associated with acute hospital discharge dispositions following acute hospitalization for moderate-to-severe traumatic brain injury (TBI) in the United States. METHODS The 2011-2014 National Trauma Data Bank data was used, including 466 acute care hospitals and 114,736 patients ≥16 years old who survived moderate-to-severe TBI. Outcome was acute hospital discharge dispositions: home with/without care (HC), skilled nursing home/other care facility (SNF/ICF) and inpatient rehabilitation/long-term care facility (IRF). Independent variables were patients' sociodemographic, injury, and hospital-level factors. Multilevel modeling was used to assess associations and compare likelihood of discharges. RESULTS Of all patients, 74.5%, 14.6% ,and 10.9% were discharged to HC, SNF/ICF ,and IRF, respectively. Intraclass correlation coefficients indicated that hospitals explained 14.3% and 14.8% of variations in probabilities of institution dispositions. Sociodemographic factors including older age, females, Non-Hispanic Whites, recipients of commercial insurance, and Medicare/Medicaid were significantly associated with higher institution discharges. Hospital-related factors including bed size, teaching status, trauma accreditations, and hospital locations were significantly associated with discharge dispositions. CONCLUSION Identifying factors associated with discharge dispositions after acute hospitalization of TBI is pertinent to ensure quality of care and optimal patient outcomes. Further research into hospital-related variations in acute care discharge dispositions is recommended.
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Affiliation(s)
- Juan Lu
- Division of Epidemiology, Department of Family Medicine and Population Health, School of Medicine, Virginia Commonwealth University, Richmond, Virginia, USA
| | - Mirinda Gormley
- Division of Epidemiology, Department of Family Medicine and Population Health, School of Medicine, Virginia Commonwealth University, Richmond, Virginia, USA
| | - Alexis Donaldson
- Division of Epidemiology, Department of Family Medicine and Population Health, School of Medicine, Virginia Commonwealth University, Richmond, Virginia, USA
| | - Amma Agyemang
- Center for Rehabilitation Science and Engineering (CERSE), Department of Physical Medicine and Rehabilitation, School of Medicine, Virginia Commonwealth University, Richmond, Virginia, USA
| | - Amol Karmarkar
- Center for Rehabilitation Science and Engineering (CERSE), Department of Physical Medicine and Rehabilitation, School of Medicine, Virginia Commonwealth University, Richmond, Virginia, USA
| | - Ronald T Seel
- Center for Rehabilitation Science and Engineering (CERSE), Department of Physical Medicine and Rehabilitation, School of Medicine, Virginia Commonwealth University, Richmond, Virginia, USA
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Bukhari RA, Kinney AR, Edelstein J, Malcolm MP. Change in Activity Performance Mediates the Relationship between Occupational Therapy Utilization and Discharge Disposition among Adults with Traumatic Brain Injuries. Occup Ther Health Care 2021; 36:459-475. [PMID: 34955087 DOI: 10.1080/07380577.2021.2018752] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
A retrospective cross-sectional study was conducted on 435 adults with TBI who received occupational therapy services in an acute care trauma center hospital. Outcome measures were (1) occupational therapy utilization based on billed minutes of occupational therapy evaluation and treatment (low vs. high); (2) Activity Measure for Post-Acute Care (AM-PAC) "6-Clicks" to assess activities of daily living level of assistance; and (3) Discharge disposition (community vs. institution). Community discharge included home and supported living facilities. Institutional discharge involved long term care, rehabilitation facility, short term hospital, and skilled nursing facility. Results indicated that change in ADL performance, between admission and discharge, partially mediated the relationship between occupational therapy utilization and community discharge (OR= 0.80, p = .003). High occupational therapy utilization (vs. low) was associated with greater change in ADL performance (β = 0.39, p < .001). Greater change in ADL performance was associated with lower odds of community discharge (OR= 0.96, p <.001). Independent of change in ADL performance, higher occupational therapy utilization was associated with significantly lower odds for community discharge (OR = 0.57, p = 0.023). In conclusion, patients who received more occupational therapy were less likely to be community discharged, as mediated by change in ADL performance. This result can provide direction for future research exploring acute care occupational therapy utilization and discharge disposition.
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Affiliation(s)
- Rayyan A Bukhari
- Department of Occupational Therapy, Colorado State University, Fort Collins, CO, USA.,Department of Occupational Therapy, King Saud bin Abdulaziz University for Health Sciences, Jeddah, Saudi Arabia
| | - Adam R Kinney
- Education, and Clinical Center, Department of Veterans Affairs, Rocky Mountain Mental Illness Research, Aurora, CO, USA.,Department of Physical Medicine and Rehabilitation, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Jessica Edelstein
- Department of Occupational Therapy, Colorado State University, Fort Collins, CO, USA
| | - Matt P Malcolm
- Department of Occupational Therapy, Colorado State University, Fort Collins, CO, USA.,Colorado School of Public Health, Colorado State University, Fort Collins, CO, USA
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12
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Beaulieu CL, Peng J, Hade EM, Montgomery E, Gilchrist K, Corrigan JD, Horn SD, Bogner J. Quasi-Contextualized Speech Treatment in Traumatic Brain Injury Inpatient Rehabilitation: Effects on Outcomes During the First Year After Discharge. J Head Trauma Rehabil 2021; 36:E312-E321. [PMID: 33656472 DOI: 10.1097/htr.0000000000000649] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
OBJECTIVE To evaluate the effect of providing quasi-contextualized speech therapy, defined as metacognitive, compensatory, or strategy training applied to cognitive and language impairments to facilitate the performance of future real-life activities, on functional outcomes up to 1 year following traumatic brain injury (TBI). SETTING Acute inpatient rehabilitation. PARTICIPANTS Patients enrolled during the TBI-Practice-Based Evidence (TBI-PBE) study (n = 1760), aged 14 years or older, who sustained a severe, moderate, or complicated mild TBI, received speech therapy in acute inpatient rehabilitation at one of 9 US sites, and consented to follow-up 3 and 9 months postdischarge from inpatient rehabilitation. DESIGN Propensity score methods applied to a database consisting of multisite, prospective, longitudinal observational data. MAIN MEASURES Participation Assessment with Recombined Tools-Objective-17, FIM Motor and Cognitive scores, Satisfaction With Life Scale, and Patient Health Questionnaire-9. RESULTS When at least 5% of therapy time employed quasi-contextualized treatment, participants reported better community participation during the year following discharge. Quasi-contextualized treatment was also associated with better motor and cognitive function at discharge and during the year after discharge. The benefit, however, may be dependent upon a balance of rehabilitation time that relied on contextualized treatment. CONCLUSIONS The use of quasi-contextualized treatment may improve outcomes. Care should be taken, however, to not provide quasi-contextualized treatment at the expense of contextualized treatment.
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Affiliation(s)
- Cynthia L Beaulieu
- Division of Rehabilitation Psychology, Department of Physical Medicine and Rehabilitation, The Ohio State University College of Medicine, Columbus (Drs Beaulieu, Corrigan, and Bogner); Department of Biomedical Informatics, Center for Biostatistics, The Ohio State University Wexner Medical Center, Columbus (Dr Hade and Ms Peng); Department of Rehabilitation Services, The Ohio State University Medical Center, Columbus (Ms Montgomery); Division of Health System Innovation and Research, Department of Population Health Sciences, University of Utah School of Medicine, Salt Lake City (Dr Horn); and Speech Pathology Department, Intermountain Medical Center, Murray, Utah (Ms Gilchrist)
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13
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Evans E, Krebill C, Gutman R, Resnik L, Zonfrillo MR, Lueckel SN, Zhang W, Kumar RG, Dams-O'Connor K, Thomas KS. Functional motor improvement during inpatient rehabilitation among older adults with traumatic brain injury. PM R 2021; 14:417-427. [PMID: 34018693 DOI: 10.1002/pmrj.12644] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2020] [Revised: 04/21/2021] [Accepted: 05/07/2021] [Indexed: 11/07/2022]
Abstract
BACKGROUND Older adults comprise an increasingly large proportion of patients with traumatic brain injury (TBI) receiving care in inpatient rehabilitation facilities (IRF). However, high rates of comorbidities and evidence of declining preinjury health among older adults who sustain TBI raise questions about their ability to benefit from IRF care. OBJECTIVES To describe the proportion of older adults with TBI who exhibited minimal detectable change (MDC) and a minimally clinically important difference (MCID) in motor function from IRF admission to discharge; and to identify characteristics associated with clinically meaningful improvement in motor function and better discharge functional status. DESIGN This retrospective cohort study used Medicare administrative data probabilistically linked to the National Trauma Data Bank to estimate the proportion of patients whose motor function improved during inpatient rehabilitation and identify factors associated with meaningful improvement in motor function and motor function at discharge. SETTING Inpatient rehabilitation facilities in the United States. PATIENTS Fee-for-service Medicare beneficiaries with TBI. MAIN OUTCOME MEASURES Minimal Detectable Change (MDC) and Minimally Clinically Important Difference (MCID) in the Functional Independence Measure motor (FIM-M) score from admission to discharge, and FIM-M score at IRF discharge. RESULTS From IRF admission to discharge 84% of patients achieved the MDC threshold, and 68% of patients achieved the MCID threshold for FIM-M scores. Factors associated with a higher probability of achieving the MCID for FIM-M scores included better admission motor and cognitive function, lower comorbidity burden, and a length of stay longer than 10 days but only among individuals with lower admission motor function. Older age was associated with a lower FIM-M discharge score, but not the probability of achieving the MCID in FIM-M score. CONCLUSION Older adults with TBI have the potential to improve their motor function with IRF care. Baseline functional status and comorbidity burden, rather than acute injury severity, should be used to guide care planning.
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Affiliation(s)
- Emily Evans
- Department of Health Services, Policy and Practice, Center for Gerontology and Healthcare Research, Brown University School of Public Health, Providence, Rhode Island, USA
| | - Cicely Krebill
- Warren Alpert School of Medicine of Brown University, Providence, Rhode Island, USA
| | - Roee Gutman
- Department of Biostatistics, Brown University School of Public Health, Providence, Rhode Island, USA
| | - Linda Resnik
- Department of Health Services, Policy and Practice, Center for Gerontology and Healthcare Research, Brown University School of Public Health and Providence VA Medical Center, Providence, Rhode Island, USA
| | - Mark R Zonfrillo
- Departments of Emergency Medicine and Pediatrics, Warren Alpert School of Medicine of Brown University, Providence, Rhode Island, USA
| | - Stephanie N Lueckel
- Division of Acute Care Surgery and Surgical Critical Care, Rhode Island Hospital, Warren Alpert School of Medicine of Brown University, Providence, Rhode Island, USA
| | - Wenhan Zhang
- Center for Gerontology and Healthcare Research, Brown University School of Public Health, Providence, Rhode Island, USA
| | - Raj G Kumar
- Department of Rehabilitation and Human Performance, Icahn School of Medicine at Mount Sinai, New York, USA
| | - Kristen Dams-O'Connor
- Department of Rehabilitation and Human Performance, Icahn School of Medicine at Mount Sinai, New York, USA
- Department of Neurology, Icahn School of Medicine at Mount Sinai, New York, USA
| | - Kali S Thomas
- Department of Health Services, Policy and Practice, Center for Gerontology and Healthcare Research, Brown University School of Public Health and Providence VA Medical Center, Providence, Rhode Island, USA
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Gunn S, Burgess GH. Factors predicting rehabilitation outcomes after severe acquired brain injury in trauma, stroke and anoxia populations: A cohort study. Neuropsychol Rehabil 2020; 32:179-210. [PMID: 32880210 DOI: 10.1080/09602011.2020.1810077] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Abstract
Severe acquired brain injury has long-term physical and cognitive effects. Identifying patient variables predictive of recovery in different brain injury populations would generate improved prognostic information and help rehabilitation teams set appropriate therapeutic goals. This cohort study of 447 NHS neurorehabilitation inpatients aimed to identify functional and cognitive predictors of recovery following severe acquired brain injury caused by trauma, stroke and anoxia. Motor and cognitive impairment ratings were collected at admission and discharge using the Functional Independence Measure and Functional Assessment Measure (FIM+FAM), and injury-related and demographic data were collated from medical records. Predictors of physical, cognitive and overall recovery were identified via hierarchical regression analyses. Several key findings emerged. Firstly, on-admission motor skills predicted functional and overall outcomes across groups. Secondly, on-admission social interaction skills predicted cognitive discharge outcomes in stroke and trauma, and overall outcomes for stroke, but did not predict anoxia outcomes. Thirdly, age predicted all forms of recovery for stroke only. Further group-specific factors were also identified as predicting motor and cognitive recovery, indicating that factors key to the rehabilitation trajectory may differ between populations. These variables should be considered in rehabilitation goal planning, although further research is required to explore their contributions to recovery.
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Affiliation(s)
- Sarah Gunn
- Neuroscience, Psychology and Behaviour, Collesge of Life Sciences, University of Leicester, Leicester, UK
| | - Gerald H Burgess
- Neuroscience, Psychology and Behaviour, Collesge of Life Sciences, University of Leicester, Leicester, UK
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15
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Factors Affecting Participation in Physical Therapy During Posttraumatic Amnesia. Arch Phys Med Rehabil 2020; 102:378-385. [PMID: 32745545 DOI: 10.1016/j.apmr.2020.06.024] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2020] [Revised: 06/16/2020] [Accepted: 06/30/2020] [Indexed: 11/21/2022]
Abstract
OBJECTIVES To examine the effect of agitation, cognitive impairment, fatigue, and pain on physical therapy participation and outcomes during posttraumatic amnesia (PTA) after traumatic brain injury (TBI). DESIGN Prospective longitudinal study. SETTING Inpatient rehabilitation hospital. PARTICIPANTS Participants (N=77) with moderate-to-severe TBI who were deemed to be experiencing PTA using the Westmead Post-Traumatic Amnesia Scale. INTERVENTIONS Not applicable. MAIN OUTCOME MEASURES The Pittsburgh Rehabilitation Participation Scale and time in therapy (min) were recorded twice daily after routine physical therapy sessions during PTA. The FIM-motor (select items related to physical therapy) score rated on admission and after emergence from PTA was used to calculate FIM-motor change. RESULTS Agitation was associated with lower participation in therapy. The presence of agitation and pain both predicted lower FIM-motor change at emergence from PTA. Higher levels of cognitive impairment and fatigue were also associated with lower participation and less time in therapy. CONCLUSIONS The presence of agitation, fatigue, pain, and cognitive impairment impede rehabilitation success during PTA. This study strengthens the case for implementing environmental and behavioral recommendations, such as conducting therapy earlier in the day within a familiar space (ie, on the ward) and tailoring session duration to patient needs. This is with the aim of minimizing fatigue, agitation, and pain, while promoting cognitive recovery and arousal during PTA to maximize physical gains. Further research is warranted to examine the factors associated with rehabilitation success across other therapeutic disciplines.
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Abstract
Objective To apply practice-based evidence to clinical management of cerebral palsy (CP). The process of establishing purpose, structure, logistics, and elements of a multi-institutional registry and the baseline characteristics of initial enrollees are reported. Design A consensus-building process among consumers, clinicians, and researchers used a participatory action process. Setting Community, hospitals, and universities. Participants More than 100 clinicians, researchers, and consumers and more than 1858 enrollees in the registry. Main Outcome Measures Not applicable. Results Consensus was that the purpose of registry was to (1) quantify practice variation, (2) facilitate quality improvement (QI), and (3) perform comparative effectiveness research (CER). Collecting data during routine clinical care using the electronic medical record was determined to be a sustainable plan for data acquisition and management. Clinicians from multiple disciplines defined salient characteristics of individuals and interventions for the registry elements. The registry was central to the clinical research network, and a leadership structure was created. A leading electronic health record platform adopted the registry elements. Twenty-four sites have initiated the data collection process and agreed to export data to the registry. Currently 12 are collecting data. Number of enrollees and characteristics were similar to other population registers. Conclusions This is the first multi-institutional CP registry that contains the patient and treatment characteristics needed for QI and CER. The Cerebral Palsy Research Network registry elements are implemented in a versatile electronic platform and minimize burden to clinicians. The resultant registry is available for any institution to participate and is growing rapidly.
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Key Words
- CDE, common data element
- CER, comparative effectiveness research
- CP, cerebral palsy
- CPRN, Cerebral Palsy Research Network
- Cerebral palsy
- Comparative effectiveness research
- EHR, electronic health record
- GMFCS, Gross Motor Function Classification System
- HCRN, Hydrocephalus Clinical Research Network
- IRB, Institutional Review Board
- LFEP, Learn from Every Patient
- NCH, Nationwide Children’s Hospital
- NINDS, National Institute of Neurological Disorders and Stroke
- OT, occupational therapy
- PT, physical therapy
- QI, quality improvement
- Quality improvement
- REDCap, Research Electronic Data Capture
- Rehabilitation
- SLP, speech language pathology
- VON, Vermont Oxford Network
- registries
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17
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Effect of Physical Therapy Dosage on Functional Recovery Following TBI. JOURNAL OF ACUTE CARE PHYSICAL THERAPY 2019. [DOI: 10.1097/jat.0000000000000127] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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18
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Unique Features of the INESSS-ONF Rehabilitation Guidelines for Moderate to Severe Traumatic Brain Injury: Responding to Users' Needs. J Head Trauma Rehabil 2019; 33:296-305. [PMID: 30188459 DOI: 10.1097/htr.0000000000000428] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Abstract
OBJECTIVE Traumatic brain injury (TBI) clinical practice guidelines are a potential solution to rapidly expanding literature. The project objective was to convene experts to develop a unique set of TBI rehabilitation recommendations incorporating users' priorities for format and implementation tools including indicators of adherence. METHODS The Guidelines Adaptation & Development Cycle informed recommendation development. Published TBI recommendations were identified and tabulated. Experts convened to adapt or, where appropriate, develop new evidence-based recommendations. These draft recommendations were validated by systematically reviewing relevant literature. Surveys of experts and target users were triangulated with strength of evidence to identify priority topics. RESULTS The final recommendation set included a rationale, implementation tools (algorithms/adherence indicators), key process indicators, and evidence summaries, and were divided in 2 sections: Section I: Components of the Optimal TBI Rehabilitation System (71 recommendations) and Section II: Assessment and Rehabilitation of Brain Injury Sequelae (195 recommendations). The recommendations address top priorities for the TBI rehabilitation system: (1) intensity/frequency of interventions; (2) rehabilitation models; (3) duration of interventions; and (4) continuity-of-care mechanisms. Key sequelae addressed (1) behavioral disorders; (2) cognitive dysfunction; (3) fatigue and sleep disturbances; and (4) mental health. CONCLUSION This TBI rehabilitation guideline used a robust development process to address users' priorities.
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Zarshenas S, Colantonio A, Horn SD, Jaglal S, Jacob B, Cullen N. Occupational and Physical Therapy Activities and Level of Effort in Patients With Traumatic Brain Injury: Association With Functional Outcomes. PM R 2019; 12:339-348. [PMID: 31600430 DOI: 10.1002/pmrj.12260] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2019] [Accepted: 09/17/2019] [Indexed: 11/08/2022]
Abstract
BACKGROUND Although some attention has been given to the association of functional outcomes with rehabilitation intensity, the evidence is still sparse in this field. OBJECTIVE To investigate the effect of inpatient rehabilitation (IR) on discharge cognitive and motor function and the association of time spent in occupational and physical therapy and level of effort with cognitive and motor function in patients with traumatic brain injury (TBI). DESIGN Secondary analysis of TBI-Practice Based Evidence dataset. SETTINGS Inpatient rehabilitation. PARTICIPANTS One hundred forty-nine patients with TBI who were consecutively admitted for IR between 2008 and 2011 in Ontario, Canada. INTERVENTIONS Not applicable. MAIN OUTCOME MEASUREMENTS Admission and discharge Functional Independence Measure-Rasch Cognitive and Motor Scores. RESULTS Patients showed significant improvement in cognitive and motor function from admission to discharge (P < .0001). After controlling for confounding factors, discharge FIM-Rasch cognitive and motor scores were not associated with either level of effort or time spent in physical therapy activities. Discharge motor, but not cognitive function, was associated with more time spent in the complex (β = 0.20, confidence interval [CI] 0.005, 0.05) and less time spent in simple OT activities (β = -0.13, CI -0.13, -0.01). CONCLUSION This study provides valuable information for clinicians about the effectiveness of IR on the improvement of motor and cognitive outcomes and the importance of considering the amount of time spent in activities based on their level of complexity rather than the total time of therapy to improve motor outcomes in this population. LEVEL OF EVIDENCE III.
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Affiliation(s)
- Sareh Zarshenas
- Rehabilitation Sciences Institute, University of Toronto, Toronto, Canada.,University Health Network, Toronto Rehabilitation Institute, University Centre, Toronto, Canada
| | - Angela Colantonio
- Rehabilitation Sciences Institute, University of Toronto, Toronto, Canada.,University Health Network, Toronto Rehabilitation Institute, University Centre, Toronto, Canada.,Occupational Science and Occupational Therapy, University of Toronto, Toronto, Canada.,Dalla Lana School of Public Health, University of Toronto, Toronto, Canada
| | - Susan D Horn
- Department of Population Health Sciences, University of Utah School of Medicine, Salt Lake, UT
| | - Susan Jaglal
- Rehabilitation Sciences Institute, University of Toronto, Toronto, Canada.,University Health Network, Toronto Rehabilitation Institute, University Centre, Toronto, Canada
| | - Binu Jacob
- University Health Network, Toronto Rehabilitation Institute, University Centre, Toronto, Canada
| | - Nora Cullen
- Rehabilitation Sciences Institute, University of Toronto, Toronto, Canada.,University Health Network, Toronto Rehabilitation Institute, University Centre, Toronto, Canada
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20
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Beaulieu CL, Peng J, Hade EM, Corrigan JD, Seel RT, Dijkers MP, Hammond FM, Horn SD, Timpson ML, Swan M, Bogner J. Level of Effort and 3 Hour Rule Compliance. Arch Phys Med Rehabil 2019; 100:1827-1836. [DOI: 10.1016/j.apmr.2019.01.014] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2018] [Revised: 12/14/2018] [Accepted: 01/06/2019] [Indexed: 01/07/2023]
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21
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Timpson M, Hade EM, Beaulieu C, Horn SD, Hammond FM, Peng J, Montgomery E, Giuffrida C, Gilchrist K, Lash A, Dijkers M, Corrigan JD, Bogner J. Advanced Therapy in Traumatic Brain Injury Inpatient Rehabilitation: Effects on Outcomes During the First Year After Discharge. Arch Phys Med Rehabil 2019; 100:1818-1826. [DOI: 10.1016/j.apmr.2018.11.015] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2018] [Revised: 11/03/2018] [Accepted: 11/06/2018] [Indexed: 01/07/2023]
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22
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Comparative Effectiveness of Inpatient Rehabilitation Interventions for Traumatic Brain Injury: Introduction. Arch Phys Med Rehabil 2019; 100:1986-1989. [PMID: 31561814 DOI: 10.1016/j.apmr.2019.04.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2019] [Revised: 04/14/2019] [Accepted: 04/16/2019] [Indexed: 11/22/2022]
Abstract
The Comparative Effectiveness of Inpatient Rehabilitation Interventions for Traumatic Brain Injury (TBI-CER) project used causal inference methods as an alternative to randomized controlled trials to evaluate rehabilitation practices. The TBI practice-based evidence dataset afforded the opportunity to compare the outcomes of different rehabilitation approaches while controlling for a large set of potential confounders using propensity score methods (PSMs). PSMs rely on 4 assumptions: positivity, exchangeability, consistency, and correct specification of the propensity score model. When these assumptions are met, PSMs provide a transparent means for evaluating potential causal relations between interventions and outcomes using observational data. In combination, the series of studies resulting from the TBI-CER project suggested that the content and approach used in treatment have a stronger effect on outcomes than the amount of time spent in treatment. Further, engagement of the patient and family in treatment is key to optimizing outcomes up to 9 months postdischarge from rehabilitation.
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Abstract
The aim of this study was to determine whether patients whose treatment is consistent with the 3-hour rule have better outcomes than patients whose treatment is not consistent with the 3-hour rule.This is a retrospective review of the records of 581 patients. The authors compared the outcomes of 397 patients whose therapy was consistent with the 3-hour rule to the outcomes of 184 patients whose therapy was not consistent with the rule for at least one 7-day period during the stay on an inpatient rehabilitation facility.Patients whose care was consistent with the rule did not have more improvement in function or shorter length of stay than patients whose care was not consistent with the 3-hour rule.There is not good evidence to support the 3-hour rule as a determinant of the care that a patient at an IRF needs to achieve a good outcome.
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Affiliation(s)
- George Forrest
- Department of Physical Medicine and Rehabilitation, Albany Medical College, Albany, NY
- Department of internal medicine, St. Peter's Health Partners, Albany, NY
| | | | - Mina Kodsi
- Department of Physical Medicine and Rehabilitation, University Rochester Medical College, Rochester, NY
| | - Joshua Smith
- Department of Physical Medicine and Rehabilitation, University Rochester Medical College, Rochester, NY
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Development and Psychometric Characteristics of the TBI-QOL Communication Item Bank. J Head Trauma Rehabil 2019; 34:326-339. [DOI: 10.1097/htr.0000000000000528] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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25
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Zarshenas S, Horn SD, Colantonio A, Jaglal S, Cullen N. Content of inpatient rehabilitation for patients with traumatic brain injury: A comparison of Canadian and American facilities. Brain Inj 2019; 33:1503-1512. [PMID: 31446781 DOI: 10.1080/02699052.2019.1658224] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
Abstract
Objective: To compare components of inpatient rehabilitation (IR) for patients with traumatic brain injury (TBI) between Canada and the US facilities. Design: Secondary analysis of the TBI-practice-based evidence dataset. Participants: Patients with TBI who had a higher Functional Independence Measure (FIMTM) cognitive function score (≥21) that were admitted to 1 IR facility in Canada (n = 103) and 9 IR facilities in the US (n = 401). Main measures: demographic and clinical characteristics, type and intensity of activities by discipline, discharge location, FIM-Rasch score, social participation and quality of life. Results: Time from injury to rehabilitation admission was significantly longer in the Canadian cohort and they experienced a longer rehabilitation length of stay (p < .001, Cohen's d > .8). Patients in Canada received a greater total time of individual therapy and lower intensity of interventions per week from all disciplines. They also showed a higher score at discharge in FIM components, while US patients had better cognitive recovery and community participation long-term post-discharge. Conclusions: This study informs stakeholders of the large variation in service provision for patients who were treated in these two countries. These findings suggest the need for robust analyzes to investigate predictors of short and long-term outcomes considering the variation in health-care delivery. List of abbreviations: TBI: traumatic brain injury, CSI: comprehensive severity index, LoS: length of stay, OT: occupational therapy, PT: physical therapy, SLP: speech language pathology, IR: inpatient rehabilitation.
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Affiliation(s)
- Sareh Zarshenas
- Rehabilitation Sciences Institute, University of Toronto , Toronto , Ontario , Canada.,University Centre, University Health Network, Toronto Rehabilitation Institute , Toronto , Ontario , Canada
| | - Susan D Horn
- Department of Population Health Sciences, University of Utah School of Medicine , Salt Lake City , UT , USA
| | - Angela Colantonio
- Rehabilitation Sciences Institute, University of Toronto , Toronto , Ontario , Canada.,University Centre, University Health Network, Toronto Rehabilitation Institute , Toronto , Ontario , Canada.,Occupational Science and Occupational Therapy, University of Toronto , Toronto , Ontario , Canada.,Dalla Lana School of Public Health, University of Toronto , Toronto , Ontario , Canada
| | - Susan Jaglal
- Rehabilitation Sciences Institute, University of Toronto , Toronto , Ontario , Canada.,University Centre, University Health Network, Toronto Rehabilitation Institute , Toronto , Ontario , Canada.,Department of Physical Therapy, University of Toronto , Toronto , Ontario , Canada
| | - Nora Cullen
- Rehabilitation Sciences Institute, University of Toronto , Toronto , Ontario , Canada.,University Centre, University Health Network, Toronto Rehabilitation Institute , Toronto , Ontario , Canada
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26
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Cognitive and Motor Recovery and Predictors of Long-Term Outcome in Patients With Traumatic Brain Injury. Arch Phys Med Rehabil 2019; 100:1274-1282. [DOI: 10.1016/j.apmr.2018.11.023] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2018] [Revised: 11/28/2018] [Accepted: 11/30/2018] [Indexed: 01/08/2023]
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27
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Documenting Physical Therapy Dose for Individuals With Cerebral Palsy: A Quality Improvement Initiative. Pediatr Phys Ther 2019; 31:234-241. [PMID: 31206504 DOI: 10.1097/pep.0000000000000614] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
PURPOSE To describe the quality improvement (QI) activities used to improve treatment dose documentation for individuals with cerebral palsy (CP) and to discuss insights gained from this project. METHODS Global and smart aims were established and interventions were tested from January 2017 through February 2018 using Plan-Do-Study-Act cycles. Performance was tracked overtime using run and control charts. RESULTS The QI initiative resulted in a sustainable increase in percentage of dose elements present in the electronic medical record from 78% to 94%. Key drivers of improvement included (1) knowledge and awareness of dose, (2) clinician buy-in, (3) effective engagement of child and parent, (4) therapist knowledge of evidence-based treatments, (5) transparent and reliable documentation system, and (6) audit and clinician feedback. CONCLUSIONS QI methods provided the tools to improve workflow and increase dose documentation for individuals with CP.
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Predictors of Discharge Destination From Acute Care in Patients With Traumatic Brain Injury: A Systematic Review. J Head Trauma Rehabil 2019; 34:52-64. [DOI: 10.1097/htr.0000000000000403] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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Eshel I, Bowles AO, Ray MR. Rehabilitation of Cognitive Dysfunction Following Traumatic Brain Injury. Phys Med Rehabil Clin N Am 2018; 30:189-206. [PMID: 30470421 DOI: 10.1016/j.pmr.2018.08.005] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
This article outlines key principles and considerations in the rehabilitation of cognitive challenges following mild, moderate, and severe traumatic brain injuries, with a focus on the needs of the service member and veteran population. The authors highlight specific evidence-based strategies and interventions and provide functional examples to support implementation. By emphasizing the array of tools and resources that have been designed to address cognitive challenges in the service member and veteran population, they focus on optimizing cognition to support successful community reintegration and the resumption of a full and meaningful life.
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Affiliation(s)
- Inbal Eshel
- General Dynamics Health Solutions (GDHS), Contractor Employee Supporting the Defense & Veterans Brain Injury Center, Clinical Affairs Division, 1335 East West Highway, 4th Floor, Silver Spring, MD 20910, USA.
| | - Amy O Bowles
- Brain Injury Rehabilitation Service, Department of Rehabilitation Medicine, Brooke Army Medical Center, JBSA Fort Sam Houston, Texas, USA; Uniformed Services University of the Health Sciences, Bethesda, MD 20814, USA
| | - Melissa R Ray
- Brain Injury Rehabilitation Service, Brooke Army Medical Center, JBSA, MCHE-ZPM-B, Fort Sam Houston, TX 78234, USA
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Schiariti V, Fowler E, Brandenburg JE, Levey E, Mcintyre S, Sukal-Moulton T, Ramey SL, Rose J, Sienko S, Stashinko E, Vogtle L, Feldman RS, Koenig JI. A common data language for clinical research studies: the National Institute of Neurological Disorders and Stroke and American Academy for Cerebral Palsy and Developmental Medicine Cerebral Palsy Common Data Elements Version 1.0 recommendations. Dev Med Child Neurol 2018. [PMID: 29542813 DOI: 10.1111/dmcn.13723] [Citation(s) in RCA: 53] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
UNLABELLED To increase the efficiency and effectiveness of clinical research studies, cerebral palsy (CP) specific Common Data Elements (CDEs) were developed through a partnership between the National Institute of Neurological Disorders and Stroke (NINDS) and the American Academy of Cerebral Palsy and Developmental Medicine (AACPDM). International experts reviewed existing NINDS CDEs and tools used in studies of children and young people with CP. CDEs were compiled, subjected to internal review, and posted online for external public comment in September 2016. Guided by the International Classification of Functioning, Disability and Health framework, CDEs were categorized into six domains: (1) participant characteristics; (2) health, growth, and genetics; (3) neuroimaging; (4) neuromotor skills and functional assessments; (5) neurocognitive, social, and emotional assessments; and (6) engagement and quality of life. Version 1.0 of the NINDS/AACPDM CDEs for CP is publicly available on the NINDS CDE and AACPDM websites. Global use of CDEs for CP will standardize data collection, improve data quality, and facilitate comparisons across studies. Ongoing collaboration with international colleagues, industry, and people with CP and their families will provide meaningful feedback and updates as additional evidence is obtained. These CDEs are recommended for NINDS-funded research for CP. WHAT THIS PAPER ADDS This is the first comprehensive Common Data Elements (CDEs) for children and young people with CP for clinical research. The CDEs for children and young people with CP include common definitions, the standardization of case report forms, and measures. The CDE guides the standardization for data collection and outcome evaluation in all types of studies with children and young people with CP. The CDE ultimately improves data quality and data sharing.
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Affiliation(s)
- Verónica Schiariti
- Division of Medical Sciences, University of Victoria, Victoria, BC, Canada.,Department of Pediatrics, University of British Columbia, Vancouver, BC, Canada
| | - Eileen Fowler
- University of California Los Angeles, Los Angeles, CA, USA
| | - Joline E Brandenburg
- Department of Physical Medicine and Rehabilitation, Department of Pediatric and Adolescent Medicine, Mayo Clinic, Rochester, MN, USA
| | - Eric Levey
- Health Services for Children with Special Needs, Inc., Washington, DC, USA
| | - Sarah Mcintyre
- Cerebral Palsy Alliance, University of Sydney, Sydney, NSW, Australia
| | - Theresa Sukal-Moulton
- Department of Physical Therapy and Human Movement Sciences, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Sharon L Ramey
- Virginia Tech Carilion Research Institute, Virginia Polytechnic Institute, Roanoke, VA, USA
| | - Jessica Rose
- Stanford University School of Medicine, Stanford, CA, USA
| | - Susan Sienko
- Shriners Hospitals for Children, Portland, OR, USA
| | | | - Laura Vogtle
- University of Alabama at Birmingham, Birmingham, AL, USA
| | | | - James I Koenig
- National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA
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Hart T, Dijkers MP, Whyte J, Turkstra LS, Zanca JM, Packel A, Van Stan JH, Ferraro M, Chen C. A Theory-Driven System for the Specification of Rehabilitation Treatments. Arch Phys Med Rehabil 2018; 100:172-180. [PMID: 30267669 DOI: 10.1016/j.apmr.2018.09.109] [Citation(s) in RCA: 126] [Impact Index Per Article: 18.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2018] [Revised: 08/27/2018] [Accepted: 09/12/2018] [Indexed: 11/20/2022]
Abstract
The field of rehabilitation remains captive to the black-box problem: our inability to characterize treatments in a systematic fashion across diagnoses, settings, and disciplines, so as to identify and disseminate the active ingredients of those treatments. In this article, we describe the Rehabilitation Treatment Specification System (RTSS), by which any treatment employed in rehabilitation may be characterized, and ultimately classified according to shared properties, via the 3 elements of treatment theory: targets, ingredients, and (hypothesized) mechanisms of action. We discuss important concepts in the RTSS such as the distinction between treatments and treatment components, which consist of 1 target and its associated ingredients; and the distinction between targets, which are the direct effects of treatment, and aims, which are downstream or distal effects. The RTSS includes 3 groups of mutually exclusive treatment components: Organ Functions, Skills and Habits, and Representations. The last of these comprises not only thoughts and feelings, but also internal representations underlying volitional action; the RTSS addresses the concept of volition (effort) as a critical element for many rehabilitation treatments. We have developed an algorithm for treatment specification which is illustrated and described in brief. The RTSS stands to benefit the field in numerous ways by supplying a coherent, theory-based framework encompassing all rehabilitation treatments. Using a common framework, researchers will be able to test systematically the effects of specific ingredients on specific targets; and their work will be more readily replicated and translated into clinical practice.
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Affiliation(s)
- Tessa Hart
- Moss Rehabilitation Research Institute, Elkins Park, PA.
| | - Marcel P Dijkers
- Wayne State University, Detroit, MI; Icahn School of Medicine at Mount Sinai, New York, NY
| | - John Whyte
- Moss Rehabilitation Research Institute, Elkins Park, PA
| | | | | | - Andrew Packel
- Moss Rehabilitation Research Institute, Elkins Park, PA
| | - Jarrad H Van Stan
- Harvard Medical School, Boston, MA; Massachusetts General Hospital Center for Laryngeal Surgery and Voice Rehabilitation, Boston, MA; MGH Institute of Health Professions, Charlestown, MA
| | - Mary Ferraro
- Moss Rehabilitation Research Institute, Elkins Park, PA
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Oujamaa L, Francony G, Boucheix P, Schilte C, Bouzat P, Perennou D, Payen JF. Dynamics of clinical recovery during the early phase of rehabilitation in patients with severe traumatic and non-traumatic brain injury. Brain Inj 2017; 31:1463-1468. [PMID: 28956630 DOI: 10.1080/02699052.2017.1376759] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Abstract
PURPOSE Our aim was to describe the changes in the functional outcome at the early phase of rehabilitation following severe brain injury and to identify the factors associated with faster recovery. METHODS This retrospective analysis included 182 patients who were transferred from the intensive care unit (ICU) to a post-ICU neurorehabilitation unit following traumatic brain injury (TBI) (n = 82) or cerebrovascular accident (CVA) (n = 100). Admission, discharge and changes in scores were calculated for the Functional Independent Measurement (FIM) and the Wessex Head Injury Matrix (WHIM). Patients with high dynamics of clinical recovery were defined by delta FIM scores ≥22. RESULTS Upon admission to the neurorehabilitation unit, 97% of patients had a FIM score <50 and 41% a WHIM score <32. Patients showed significantly improved FIM (+17 points; 7-37) and WHIM (+11 points; 3-19) scores with an over 22-day stay (14-38). Those with faster recovery (45%) were more likely those with high FIM and WHIM scores at admission. The nature and severity of the brain insult were not associated with the dynamics of recovery. CONCLUSIONS Within a 2-6 week stay in a post-ICU neurorehabilitation unit, patients with severe disability could achieve partial functional independence and showed cognitive improvements.
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Affiliation(s)
- Lydia Oujamaa
- a Pôle Anesthésie Réanimation, Hôpital Michallon , CHU Grenoble Alpes , Grenoble , France
| | - Gilles Francony
- a Pôle Anesthésie Réanimation, Hôpital Michallon , CHU Grenoble Alpes , Grenoble , France
| | - Perrine Boucheix
- a Pôle Anesthésie Réanimation, Hôpital Michallon , CHU Grenoble Alpes , Grenoble , France
| | - Clotilde Schilte
- a Pôle Anesthésie Réanimation, Hôpital Michallon , CHU Grenoble Alpes , Grenoble , France
| | - Pierre Bouzat
- a Pôle Anesthésie Réanimation, Hôpital Michallon , CHU Grenoble Alpes , Grenoble , France.,b Grenoble Institut des Neurosciences , Univ. Grenoble Alpes , Grenoble , France.,c INSERM, U1216 , Grenoble , France
| | - Dominic Perennou
- d Département de Rééducation Neurologique , CHU Grenoble Alpes , Grenoble , France.,e Laboratoire de Psychologie et Neurocognition, CNRS UMR 5105 , Univ. Grenoble Alpes , Grenoble , France
| | - Jean-Francois Payen
- a Pôle Anesthésie Réanimation, Hôpital Michallon , CHU Grenoble Alpes , Grenoble , France.,b Grenoble Institut des Neurosciences , Univ. Grenoble Alpes , Grenoble , France.,c INSERM, U1216 , Grenoble , France
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Factors Associated With Rehabilitation Outcomes After Traumatic Brain Injury: Comparing Functional Outcomes Between TBIMS Centers Using Hierarchical Linear Modeling. J Head Trauma Rehabil 2017; 32:E1-E10. [PMID: 28489704 DOI: 10.1097/htr.0000000000000270] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
OBJECTIVE To examine differences in patient outcomes across Traumatic Brain Injury Model Systems (TBIMS) rehabilitation centers and factors that influence these differences using hierarchical linear modeling (HLM). SETTING Sixteen TBIMS centers. PARTICIPANTS A total of 2056 individuals 16 years or older with moderate to severe traumatic brain injury (TBI) who received inpatient rehabilitation. DESIGN Multicenter observational cohort study using HLM to analyze prospectively collected data. MAIN OUTCOME MEASURES Functional Independence Measure and Disability Rating Scale total scores at discharge and 1 year post-TBI. RESULTS Duration of posttraumatic amnesia (PTA) demonstrated a significant inverse relationship with functional outcomes. However, the magnitude of this relationship (change in functional status for each additional day in PTA) varied among centers. Functional status at discharge from rehabilitation and at 1 year post-TBI could be predicted using the slope and intercept of each TBIMS center for the duration of PTA, by comparing it against the average slope and intercept. CONCLUSIONS HLM demonstrated center effect due to variability in the relationship between PTA and functional outcomes of patients. This variability is not accounted for in traditional linear regression modeling. Future studies examining variations in patient outcomes between centers should utilize HLM to measure the impact of additional factors that influence patient rehabilitation functional outcomes.
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Dahdah MN, Barnes S, Buros A, Dubiel R, Dunklin C, Callender L, Harper C, Wilson A, Diaz-Arrastia R, Bergquist T, Sherer M, Whiteneck G, Pretz C, Vanderploeg RD, Shafi S. Variations in Inpatient Rehabilitation Functional Outcomes Across Centers in the Traumatic Brain Injury Model Systems Study and the Influence of Demographics and Injury Severity on Patient Outcomes. Arch Phys Med Rehabil 2016; 97:1821-1831. [DOI: 10.1016/j.apmr.2016.05.005] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2016] [Revised: 04/11/2016] [Accepted: 05/02/2016] [Indexed: 11/27/2022]
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Lamontagne ME, Gagnon C, Allaire AS, Noreau L. A Scoping Review of Clinical Practice Improvement Methodology Use in Rehabilitation. Rehabil Process Outcome 2016. [DOI: 10.4137/rpo.s20360] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022] Open
Abstract
Context The Clinical Practice Improvement (CPI) approach is a methodological and quality improvement approach that has emerged and is gaining in popularity. However, there is no systematic description of its use or the determinants of its practice in rehabilitation settings. Method We performed a scoping review of the use of CPI methodology in rehabilitation settings. Results A total of 103 articles were reviewed. We found evidence of 13 initiatives involving CPI with six different populations. A total of 335 citations of determinants were found, with 68.7% related to CPI itself. Little information was found about what type of external and internal environment, individual characteristics and implementation process might facilitate or hinder the use of CPI. Conclusion Given the growing popularity of this methodological approach, CPI initiatives would gain from increasing knowledge of the determinants of its success and incorporating them in future implementation.
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Affiliation(s)
- Marie-Eve Lamontagne
- Center for Interdisciplinary Research in Rehabilitation and Social Integration, L'Institut de réadaptation en déficience physique de Québec, Québec, QC, Canada
- Department of Rehabilitation, Faculty of Medicine, Université Laval, Québec, QC, Canada
| | - Cynthia Gagnon
- Faculty of Medicine and Health Sciences, Université de Sherbrooke, Sherbrooke, QC, Canada
- Groupe de recherche interdisciplinaire sur les maladies neuromusculaires (GRIMN), Neuromuscular Clinic, Centre de réadaptation en déficience physique de Jonquière, Centre de santé et de services sociaux de Jonquière, Jonquière, QC, Canada
| | - Anne-Sophie Allaire
- Center for Interdisciplinary Research in Rehabilitation and Social Integration, L'Institut de réadaptation en déficience physique de Québec, Québec, QC, Canada
| | - Luc Noreau
- Center for Interdisciplinary Research in Rehabilitation and Social Integration, L'Institut de réadaptation en déficience physique de Québec, Québec, QC, Canada
- Department of Rehabilitation, Faculty of Medicine, Université Laval, Québec, QC, Canada
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Hammond FM, Barrett RS, Shea T, Seel RT, McAlister TW, Kaelin D, Ryser DK, Corrigan JD, Cullen N, Horn SD. Psychotropic Medication Use During Inpatient Rehabilitation for Traumatic Brain Injury. Arch Phys Med Rehabil 2015. [PMID: 26212402 DOI: 10.1016/j.apmr.2015.01.025] [Citation(s) in RCA: 51] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
OBJECTIVE To describe psychotropic medication administration patterns during inpatient rehabilitation for traumatic brain injury (TBI) and their relation to patient preinjury and injury characteristics. DESIGN Prospective observational cohort. SETTING Multiple acute inpatient rehabilitation units or hospitals. PARTICIPANTS Individuals with TBI (N=2130; complicated mild, moderate, or severe) admitted for inpatient rehabilitation. INTERVENTIONS Not applicable. MAIN OUTCOME MEASURES Not applicable. RESULTS Most frequently administered were narcotic analgesics (72% of sample), followed by antidepressants (67%), anticonvulsants (47%), anxiolytics (33%), hypnotics (30%), stimulants (28%), antipsychotics (25%), antiparkinson agents (25%), and miscellaneous psychotropics (18%). The psychotropic agents studied were administered to 95% of the sample, with 8.5% receiving only 1 and 31.8% receiving ≥6. Degree of psychotropic medication administration varied widely between sites. Univariate analyses indicated younger patients were more likely to receive anxiolytics, antidepressants, antiparkinson agents, stimulants, antipsychotics, and narcotic analgesics, whereas those older were more likely to receive anticonvulsants and miscellaneous psychotropics. Men were more likely to receive antipsychotics. All medication classes were less likely administered to Asians and more likely administered to those with more severe functional impairment. Use of anticonvulsants was associated with having seizures at some point during acute care or rehabilitation stays. Narcotic analgesics were more likely for those with history of drug abuse, history of anxiety and depression (premorbid or during acute care), and severe pain during rehabilitation. Psychotropic medication administration increased rather than decreased during the course of inpatient rehabilitation in each of the medication categories except for narcotics. This observation was also true for medication administration within admission functional levels (defined by cognitive FIM scores), except for those with higher admission FIM cognitive scores. CONCLUSIONS Many psychotropic medications are used during inpatient rehabilitation. In general, lower admission FIM cognitive score groups were administered more of the medications under investigation compared with those with higher cognitive function at admission. Considerable site variation existed regarding medications administered. The current investigation provides baseline data for future studies of effectiveness.
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Affiliation(s)
- Flora M Hammond
- Carolinas Rehabilitation, Charlotte, NC; Indiana University School of Medicine, Indianapolis, IN.
| | - Ryan S Barrett
- Institute for Clinical Outcomes Research, Salt Lake City, UT
| | | | - Ronald T Seel
- Crawford Research Institute, Shepherd Center, Atlanta, GA
| | | | - Darryl Kaelin
- University of Louisville School of Medicine and Frazier Rehabilitation Institute, Louisville, KY
| | | | | | - Nora Cullen
- Toronto Rehabilitation Institute, Toronto, ON, Canada
| | - Susan D Horn
- Institute for Clinical Outcomes Research, Salt Lake City, UT
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Hammond FM, Barrett R, Dijkers MP, Zanca JM, Horn SD, Smout RJ, Guerrier T, Hauser E, Dunning MR. Group Therapy Use and Its Impact on the Outcomes of Inpatient Rehabilitation After Traumatic Brain Injury: Data From Traumatic Brain Injury-Practice Based Evidence Project. Arch Phys Med Rehabil 2015; 96:S282-92.e5. [PMID: 26212404 PMCID: PMC4517295 DOI: 10.1016/j.apmr.2014.11.029] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2014] [Revised: 09/21/2014] [Accepted: 11/02/2014] [Indexed: 10/23/2022]
Abstract
OBJECTIVES To describe the amount and content of group therapies provided during inpatient rehabilitation for traumatic brain injury (TBI), and to assess the relations of group therapy with patient, injury, and treatment factors and outcomes. DESIGN Prospective observational cohort. SETTING Inpatient rehabilitation. PARTICIPANTS Consecutive admissions (N=2130) for initial TBI rehabilitation at 10 inpatient rehabilitation facilities (9 in the United States, 1 in Canada) from October 2008 to September 2011. INTERVENTIONS Not applicable. MAIN OUTCOME MEASURES Proportion of sessions that were group therapy (≥2 patients were treated simultaneously by ≥1 clinician); proportion of patients receiving group therapy; type of activity performed and amount of time spent in group therapy, by discipline; rehabilitation length of stay; discharge location; and FIM cognitive and motor scores at discharge. RESULTS Of the patients, 79% received at least 1 session of group therapy, with group therapy accounting for 13.7% of all therapy sessions and 15.8% of therapy hours. On average, patients spent 2.9h/wk in group therapy. The greatest proportion of treatment time in group format was in therapeutic recreation (25.6%), followed by speech therapy (16.2%), occupational therapy (10.4%), psychology (8.1%), and physical therapy (7.9%). Group therapy time and type of treatment activities varied among admission FIM cognitive subgroups and treatment sites. Several factors appear to be predictive of receiving group therapy, with the treatment site being a major influence. However, group therapy as a whole offered little explanation of differences in the outcomes studied. CONCLUSIONS Group therapy is commonly used in TBI rehabilitation, to varying degrees among disciplines, sites, and cognitive impairment subgroups. Various therapeutic activities take place in group therapy, indicating its perceived value in addressing many domains of functioning. Variation in outcomes is not explained well by overall percentage of therapy time delivered in groups.
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Affiliation(s)
- Flora M Hammond
- Carolinas Rehabilitation, Charlotte, NC; Indiana University School of Medicine, Indianapolis, IN.
| | - Ryan Barrett
- Institute for Clinical Outcomes Research, Salt Lake City, UT
| | | | | | - Susan D Horn
- Institute for Clinical Outcomes Research, Salt Lake City, UT
| | - Randall J Smout
- Institute for Clinical Outcomes Research, Salt Lake City, UT
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Siebens HC, Sharkey P, Aronow HU, Deutscher D, Roberts P, Munin MC, Radnay CS, Horn SD. Variation in Rehabilitation Treatment Patterns for Hip Fracture Treated With Arthroplasty. PM R 2015; 8:191-207. [PMID: 26226210 DOI: 10.1016/j.pmrj.2015.07.005] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2015] [Revised: 07/08/2015] [Accepted: 07/13/2015] [Indexed: 10/23/2022]
Abstract
BACKGROUND Recommendations for health care redesign often advocate for comparative effectiveness research that is patient-centered. For patients who require rehabilitation services, a first step in this research process is to understand current practices for specific patient groups. OBJECTIVE To document in detail the physical and occupational therapy treatment activities for inpatient hip fracture rehabilitation among 3 patient subgroups distinguished by their early rate of functional recovery between time of surgery to rehabilitation admission. DESIGN Multicenter prospective observational cohort, practice-based evidence, study. SETTING Seven skilled nursing facilities and 11 inpatient rehabilitation facilities across the United States. PARTICIPANTS A total of 226 patients with hip fractures treated with hip arthroplasty. METHODS Comparisons of physical and occupational therapy treatment activities among 3 groups with different initial recovery trajectory (IRT) rates (slower, moderate, faster). MAIN OUTCOME MEASURE(S) Percent of patients in each IRT group exposed to each physical and occupational therapy activity (exposure), and mean minutes per week for each activity (intensity). RESULTS The number of patients exposed to different physical or occupational therapy activities varied within the entire sample. More specifically, among the 3 IRT groups, significant differences in exposure occurred for 44% of physical therapy activities and 39% of occupational therapy activities. More patients in the slower recovery group, IRT 1, received basic activities of daily living treatments and more patients in the faster recovery group, IRT 3, received advanced activities. The moderate recovery group, IRT 2, had some treatments similar to IRT 1 group and others similar to IRT 3 group. CONCLUSIONS Analyses of practice-based evidence on inpatient rehabilitation of hip fracture patients treated with arthroplasty identified differences in therapy activities among three patient groups classified by IRT rates. These results may enhance physiatrists', other physicians', and rehabilitation teams' understanding of inpatient rehabilitation for these patients and help design future comparative effectiveness research.
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Affiliation(s)
- Hilary C Siebens
- Siebens Patient Care Communications, 13601 Del Monte Dr, Suite 47A, Seal Beach, CA 90740(∗).
| | - Phoebe Sharkey
- Department of Information Systems and Operations Management, Loyola University Maryland, Baltimore, MD(†)
| | | | | | | | - Michael C Munin
- Department of Physical Medicine and Rehabilitation, University of Pittsburgh School of Medicine, Pittsburgh, PA(#)
| | - Craig S Radnay
- Insall Scott Kelly Institute for Orthopaedics and Sports Medicine, New York, NY(∗∗)
| | - Susan D Horn
- Institute for Clinical Outcomes Research, Salt Lake City, UT(§)
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