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1.
Eur Spine J ; 2024 Jun 09.
Article in English | MEDLINE | ID: mdl-38852115

ABSTRACT

PURPOSE: Existing literature on pediatric traumatic spinal cord injury (PTSCI) demonstrates large variations in characteristics, incidence, time-periods and etiology, worldwide. Epidemiological studies addressing injuries to the total spine, conducted in Southern European regions are remarkably scarce; therefore we aimed to investigate long-term trends analyzing etiology, fracture location and type, single or multiple fractures, associated lesions and neurological status in Catalonia, Spain. METHODS: We conducted a retrospective observational study. We analyzed post-acute patients after PTSCI, aged 0-17, admitted with neurological deficits between 1986 and 2022 to a specialized hospital in Catalonia. Neurological deficits were assessed using the American Spinal Injury Association Impairment Scale (AIS). RESULTS: Two hundred and forty nine children were included, 174 (69.9%) boys and 75 (30.1%) girls; mean age was 13.9 years (range, 2 months to 17 years). Two hundred and four children (82%) had ≥ 1 spinal fractures, 66 (26.5%) dislocations and 8 (3.2%) SCIWORA. Fractures were multilevel contiguous in 108 (43.4%) cases. Fracture types comprised 81 vertebral compactions (32.5%), 22 burst fractures (8.8%), 7 odontoid (2.8%) and 4 tear-drops (1.6%). There were ≥ 1 associated lesions in 112 cases (45%): in limbs in 23 cases (9.2%), thorax or abdomen in 59 (23.7%) and skull or face in 81 (32.5%). In 44 cases (39% of the 112) there were multiple lesions. Locations comprised cervical spine in 105 cases (42%), thoracic spine in 124 (49%), lumbar spine in 18 (7%), and sacrum in 2 (0.8%). Road traffic accidents (RTAs) were the main etiology (62.2%) over the whole period. However, from 2016 onwards, RTAs dropped below the rate of falls and sports injuries. The most common sites for injury in those aged 9 years or older were in the cervical (41.1%) and thoracic (50.7%) regions. Those aged 8 or under were far more likely to sustain a complete SCI (80.0%) or an accompanying traumatic brain injury (45.0%) likely due to higher numbers of pedestrian versus car RTAs. A significant peak in the occurrence of cases during 2006-2010 (20.1%) was identified with an absolute drop immediately after, during 2011-2015 (8.8%). A marked shift in trend is observed between 2016-2022 regarding age of injuries (an increase in 9 years or older), etiology (increase in falls and sports versus RTA), AIS grade (increase in incomplete lesions AIS B-D versus AIS A), severity (increase in tetraplegia versus paraplegia) and location (increase in cervical versus lumbar and thoracic injuries). CONCLUSIONS: A shift in trend is observed in the past 7 years regarding age of injuries (increase in those older than 9), etiology (increase in falls and sports versus RTA), AIS grade (increase in incomplete lesions AIS B-D versus AIS A), severity (increase in tetraplegia versus paraplegia) and location (increase in cervical). LEVEL OF EVIDENCE: IV.

2.
J Neuroeng Rehabil ; 21(1): 153, 2024 Sep 04.
Article in English | MEDLINE | ID: mdl-39232831

ABSTRACT

BACKGROUND: To overcome the application limitations of functional electrical stimulation (FES), such as fatigue or nonlinear muscle response, the combination of neuroprosthetic systems with robotic devices has been evaluated, resulting in hybrid systems that have promising potential. However, current technology shows a lack of flexibility to adapt to the needs of any application, context or individual. The main objective of this study is the development of a new modular neuroprosthetic system suitable for hybrid FES-robot applications to meet these needs. METHODS: In this study, we conducted an analysis of the requirements for developing hybrid FES-robot systems and reviewed existing literature on similar systems. Building upon these insights, we developed a novel modular neuroprosthetic system tailored for hybrid applications. The system was specifically adapted for gait assistance, and a technological personalization process based on clinical criteria was devised. This process was used to generate different system configurations adjusted to four individuals with spinal cord injury or stroke. The effect of each system configuration on gait kinematic metrics was analyzed by using repeated measures ANOVA or Friedman's test. RESULTS: A modular NP system has been developed that is distinguished by its flexibility, scalability and personalization capabilities. With excellent connection characteristics, it can be effectively integrated with robotic devices. Its 3D design facilitates fitting both as a stand-alone system and in combination with other robotic devices. In addition, it meets rigorous requirements for safe use by incorporating appropriate safety protocols, and features appropriate battery autonomy, weight and dimensions. Different technological configurations adapted to the needs of each patient were obtained, which demonstrated an impact on the kinematic gait pattern comparable to that of other devices reported in the literature. CONCLUSIONS: The system met the identified technical requirements, showcasing advancements compared to systems reported in the literature. In addition, it demonstrated its versatility and capacity to be combined with robotic devices forming hybrids, adapting well to the gait application. Moreover, the personalization procedure proved to be useful in obtaining various system configurations tailored to the diverse needs of individuals.


Subject(s)
Robotics , Spinal Cord Injuries , Humans , Robotics/instrumentation , Robotics/methods , Spinal Cord Injuries/rehabilitation , Male , Stroke Rehabilitation/instrumentation , Stroke Rehabilitation/methods , Biomechanical Phenomena , Electric Stimulation Therapy/instrumentation , Electric Stimulation Therapy/methods , Gait/physiology , Middle Aged , Female , Adult , Neural Prostheses , Prosthesis Design/methods
3.
J Stroke Cerebrovasc Dis ; 33(11): 107968, 2024 Aug 29.
Article in English | MEDLINE | ID: mdl-39214434

ABSTRACT

BACKGROUND: In-hospital falls are frequent post-stroke medical complications and will remain of concern because it may not be possible to prevent all of them. We aimed to i) compare admission clinical and sociodemographic characteristics between fallers and non-fallers ii) determine falls characteristics iii) compare length of stay (LOS), discharge functional independence, ambulation and destination between fallers and non-fallers. METHODS: A matched case-control study, comparing individuals (n = 302) who fell during inpatient post-acute rehabilitation, matched (on time to admission, age and motor Functional Independence Measure (mFIM)) to individuals (n = 302) who didn´t fall, admitted within 3 months post-injury to a center between 2008 and 2023. Ambulation was assessed using the Functional Ambulation Category (FAC). RESULTS: Mean age at admission was 50±8 years. No baseline differences were seen between groups in the proportion of patients with aphasia, diabetes, dyslipidemia, hypertension, neglect, atrial fibrillation, dysphagia, dominant side affected, medication for depression, FAC assessment, body mass index and educational level. A first-fall in the first week was experienced by 22.2 % and in the first three weeks by 54.3 %. Most falls occurred at the patients' room (75.1 %) mostly due to distractions (55.3 %) and transferring without help (32.4 %) with 18 % occurring in the bathroom, fallers were alone in 68.6 % of the cases. Fallers had an 8-day longer mean LOS compared to non-fallers, yet there were no differences in discharge mFIM or FAC scores. While non-fallers had a higher proportion of poor mFIM outcomes (28.5 % vs. 17.9 %) and no ambulation (20.7 % vs. 12.4 %), fallers showed greater mFIM gains (26 vs. 22 points). Discharge destinations were similar across both groups. CONCLUSIONS: Despite no baseline differences, fallers experienced longer stays with comparable independence and ambulation scores at discharge. Most falls occurred in patients' rooms during unsupervised activities. Preventive recommendations have been provided to address these risks and enhance patient safety.

4.
Arch Phys Med Rehabil ; 104(8): 1209-1218, 2023 08.
Article in English | MEDLINE | ID: mdl-36736805

ABSTRACT

OBJECTIVES: To (1) determine fall characteristics (eg, cause, location, witnesses) of inpatients with spinal cord injury (SCI) and whether they were different for ambulatory persons vs wheelchair users; (2) visualize the total number of daily falls per clock-hour for different inpatients' features (eg, cause of injury, age); (3) compare clinical and demographic characteristics of inpatients who experienced a first fall event vs inpatients who did not experience such event; and (4) identify first fall event predictors. DESIGN: Retrospective observational cohort study. SETTING: Institution for inpatient neurologic rehabilitation. PARTICIPANTS: Persons with SCI (N=1294) admitted to a rehabilitation facility between 2005 and 2022. INTERVENTIONS: Not applicable. MAIN OUTCOME MEASURES: Functional independence measure (FIM), Hospital Anxiety and Depression Scale (HADS), American Spinal Injury Association Impairment Scale (AIS), and Spinal Cord Independence Measure (SCIM) at admission. Kaplan-Meier survival curves and Cox proportional hazards models were used. RESULTS: A total of 502 fall events were experienced by 369 ambulatory inpatients (19.8%) and wheelchair users (80.2%) in 63.9% of cases being alone, with cause, situation, and location significantly different in both groups. Clock-hour visualizations revealed an absolute peak at 12 AM (complete or incomplete injuries, with paraplegia or tetraplegia) but a relative peak at 9 AM mainly including incomplete patients with paraplegia. Of the (n=1294) included patients, 16.8% experienced at least 1 fall. Fallen patients reported higher levels of HADS depression, lower total SCIM, and longer time since injury to admission, with no differences in age, sex, educational level, FIM (quasi-significant), and AIS grade. Multivariable Cox proportional hazards identified time since injury to admission and AIS grade D as significant predictors of first fall event. CONCLUSIONS: Falls identification, characterization, and clock-hour visualization can support decisions for mitigation strategies specifically addressed to inpatients with SCI. Fall predictors were identified as a first step for future research.


Subject(s)
Inpatients , Spinal Cord Injuries , Humans , Retrospective Studies , Spinal Cord Injuries/rehabilitation , Paraplegia/rehabilitation , Quadriplegia
5.
J Neuroeng Rehabil ; 20(1): 45, 2023 04 12.
Article in English | MEDLINE | ID: mdl-37046307

ABSTRACT

BACKGROUND: Robotic lower-limb exoskeletons have the potential to provide additional clinical benefits for persons with spinal cord injury (SCI). However, high variability between protocols does not allow the comparison of study results on safety and feasibility between different exoskeletons. We therefore incorporated key aspects from previous studies into our study protocol and accordingly conducted a multicentre study investigating the safety, feasibility and usability of the ABLE Exoskeleton in clinical settings. METHODS: In this prospective pretest-posttest quasi-experimental study across two SCI centres in Germany and Spain, in- and outpatients with SCI were recruited into a 12-session training and assessment protocol, utilising the ABLE Exoskeleton. A follow-up visit after 4 weeks was included to assess after-training outcomes. Safety outcomes (device-related adverse events (AEs), number of drop-outs), feasibility and usability measures (level of assistance, donning/doffing-time) were recorded at every session together with changes in gait parameters and function. Patient-reported outcome measures including the rate of perceived exertion (RPE) and the psychosocial impact of the device were performed. Satisfaction with the device was evaluated in both participants and therapists. RESULTS: All 24 participants (45 ± 12 years), with mainly subacute SCI (< 1 year after injury) from C5 to L3, (ASIA Impairment Scale A to D) completed the follow-up. In 242 training sessions, 8 device-related AEs (pain and skin lesions) were reported. Total time for don and doff was 6:50 ± 2:50 min. Improvements in level of assistance and gait parameters (time, steps, distance and speed, p < 0.05) were observed in all participants. Walking function and RPE improved in participants able to complete walking tests with (n = 9) and without (n = 6) the device at study start (p < 0.05). A positive psychosocial impact of the exoskeleton was reported and the satisfaction with the device was good, with best ratings in safety (participants), weight (therapists), durability and dimensions (both). CONCLUSIONS: Our study results prove the feasibility of safe gait training with the ABLE Exoskeleton in hospital settings for persons with SCI, with improved clinical outcomes after training. Our study protocol allowed for consistent comparison of the results with other exoskeleton trials and can serve as a future framework towards the standardisation of early clinical evaluations. Trial Registration https://trialsearch.who.int/ , DRKS00023503, retrospectively registered on November 18, 2020.


Subject(s)
Exoskeleton Device , Spinal Cord Injuries , Humans , Prospective Studies , Feasibility Studies , Walking
6.
J Stroke Cerebrovasc Dis ; 32(10): 107267, 2023 Oct.
Article in English | MEDLINE | ID: mdl-37579640

ABSTRACT

OBJECTIVES: To compare independence in activities of daily living (ADLs) in post-acute patients with stroke following tele-rehabilitation and matched in-person controls. MATERIALS AND METHODS: Matched case-control study. A total of 35 consecutive patients with stroke who followed tele-rehabilitation were compared to 35 historical in-person patients (controls) matched for age, functional independence at admission and time since injury to rehabilitation admission (<60 days). The tele-rehabilitation group was also compared to the complete cohort of historical controls (n=990). Independence in ADLs was assessed using the Functional Independence Measure (FIM) and the Barthel Index (BI). We formally compared FIM and BI gains calculated as discharge score - admission scores, efficiency measured as gains / length of stay and effectiveness defined as (discharge score-admission score)/ (maximum score-admission score). We analyzed the minimal clinically important difference (MCID) for FIM and BI. RESULTS: The groups showed no significant differences in type of stroke (ischemic or hemorrhagic), location, severity, age at injury, length of stay, body mass index, diabetes, dyslipidemia, hypertension, aphasia, neglect, affected side of the body, dominance or educational level. The groups showed no significant differences in gains, efficiency nor effectiveness either using FIM or Barthel Index. We identified significant differences in two specific BI items (feeding and transfer) in favor of the in-person group. No differences were observed in the proportion of patients who achieved MCID. CONCLUSIONS: No significant differences were seen between total ADL scores for tele-rehabilitation and in-person rehabilitation. Future research studies should analyze a combined rehabilitation approach that utilizes both models.


Subject(s)
Stroke Rehabilitation , Stroke , Telerehabilitation , Humans , Infant , Activities of Daily Living , Case-Control Studies , Stroke/diagnosis , Stroke/therapy , Recovery of Function , Treatment Outcome , Retrospective Studies
7.
J Trauma Nurs ; 30(4): 202-212, 2023.
Article in English | MEDLINE | ID: mdl-37417671

ABSTRACT

BACKGROUND: Cognitively impaired neurological rehabilitation inpatients are at an increased risk for falls; yet, little is known regarding fall risk of different groups, such as stroke versus traumatic brain injury. OBJECTIVES: To determine if rehabilitation patients' fall characteristics differ for patients with stroke versus patients with traumatic brain injury. METHODS: This retrospective observational cohort study evaluates inpatients with stroke or traumatic brain injury admitted to a rehabilitation center in Barcelona, Spain, between 2005 and 2021. We assessed independence in daily activities with the Functional Independence Measure. We compared fallen versus nonfallen patients' features and examined the association between time to first fall and risk using Cox proportional hazards models. RESULTS: A total of 1,269 fall events were experienced by 898 different patients with traumatic brain injury ( n = 313; 34.9%) and stroke ( n = 585; 65.1%). A higher proportion of falls for patients with stroke occurred while performing rehabilitation activities (20.2%-9.8%), whereas falls were significantly higher for patients with traumatic brain injury during the night shift. Fall timing revealed completely different behaviors (stroke vs. traumatic brain injury), for example, an absolute peak at 6 a.m. due to young male traumatic patients. Nonfallen patients ( n = 1,363; 78.2%) were younger, with higher independence in daily activities scores, and having a larger time since injury to admission; all three were significant fall predictors. CONCLUSIONS: Patients with traumatic brain injury and stroke showed different fall behaviors. Knowledge of fall patterns and characteristics in the inpatient rehabilitation setting can help design management protocols to mitigate their risk.


Subject(s)
Brain Injuries, Traumatic , Stroke , Humans , Male , Inpatients , Retrospective Studies , Stroke/diagnosis , Brain Injuries, Traumatic/diagnosis , Hospitalization
8.
J Trauma Nurs ; 29(4): 201-209, 2022.
Article in English | MEDLINE | ID: mdl-35802055

ABSTRACT

BACKGROUND: Predicting the ability to walk after traumatic spinal cord injury is of utmost importance in the clinical setting. Nevertheless, only a small fraction of predictive models are evaluated on their performance by other authors using external data. The Dutch Clinical Prediction Rule for long-term walking ability was developed and validated using neurological assessments performed within 15 days postinjury. However, in reality, this assessment is most often performed between 11 and 55 days. When considering a longer time from injury to neurological assessments, the Dutch Clinical Prediction Rule has only been externally validated for patients after non-traumatic spinal cord injury. OBJECTIVE: We aimed to validate the Dutch Clinical Prediction Rule with neurological assessment performed within 3-90 days after traumatic spinal cord injury, using (a) the Dutch Clinical Prediction Rule logistic regression coefficients (Equation 1); (b) the Dutch Clinical Prediction Rule weighted coefficients (Equation 2); and (c) the reestimated (using a Spanish population) weighted coefficients (Equation 3). METHODS: We conducted a retrospective (STROBE-compliant) study involving 298 adults with traumatic spinal cord injury admitted to a hospital between 2010 and 2019 in Spain. The Spinal Cord Independence Measure item-12 was used for walking assessment. RESULTS: Using Equation 1, the model yielded 86.2% overall classification accuracy, 94.5% sensitivity, and 83.4% specificity (area under the curve [AUC] = 0.939, 95% confidence interval [CI]: 0.915-0.965; p < .001).Using Equation 2 yielded 86.2% overall classification accuracy, 93.2% sensitivity, and 83.9% specificity (AUC = 0.9392, 95% CI: 0.914-0.964; p < .001).Using Equation 3 yielded 86.9% overall classification accuracy, 68.9% sensitivity, and 92.8% specificity (AUC = 0.939, 95% CI: 0.914-0.964; p < .001). CONCLUSIONS: This study validates the Dutch Clinical Prediction Rule in a Spanish traumatic spinal cord injury population with assessments performed up to 90 days postinjury with similar performance, using the original coefficients and including a reestimation of the coefficients.


Subject(s)
Clinical Decision Rules , Spinal Cord Injuries , Adult , Humans , Neurologic Examination , Retrospective Studies , Spinal Cord Injuries/diagnosis , Spinal Cord Injuries/epidemiology , Spinal Cord Injuries/rehabilitation , Walking
9.
Exp Brain Res ; 237(12): 3265-3271, 2019 Dec.
Article in English | MEDLINE | ID: mdl-31650212

ABSTRACT

The effect of Jendrassik Maneuver (JM) has been extensively studied on monosynaptic reflexes in numerous muscles below the level at which the maneuver was performed. Here we hypothesize that the effect of JM could be observed also on other reflexes, indicating a widespread influence of performing a motor act such as the JM. We examined polysynaptic reflexes caudal (i.e., the withdrawal reflex of the lower extremities) and rostral (i.e., the blink reflex to supraorbital nerve stimulation) to the level of JM contraction. We have assessed soleus tendon (T) reflex; withdrawal reflex in tibialis anterior and soleus muscle; blink reflex (BR), blink reflex excitability recovery curve (BR-ER) and prepulse inhibition of the blink reflex. Our results showed that (1) T-reflex amplitude increased during JM and decreased just after and 15 min after JM; (2) no change in the withdrawal reflex; (3) R2 area of BR reduced significantly just after or 15 min after JM; (4) Prepulse inhibition in BR reduced significantly during JM; (5) no change in BR-ER. Our results indicate that JM leads to generalized effects on neural excitability at both caudal and rostral levels. Furthermore, JM has a selective effect on excitability of reflex circuitries.


Subject(s)
Muscle, Skeletal/physiology , Prepulse Inhibition/physiology , Reflex/physiology , Adult , Aged , Blinking/physiology , Electric Stimulation , Female , Humans , Male , Middle Aged , Reflex, Stretch/physiology , Young Adult
11.
World J Urol ; 36(10): 1569-1576, 2018 Oct.
Article in English | MEDLINE | ID: mdl-29680953

ABSTRACT

PURPOSE: This work represents the efforts of the SIU-ICUD workgroup on this topic and comprehensive literature search of English language manuscripts regarding urologic surgery in spinal cord injury using key words of urologic surgery and spinal cord injury. Articles were compiled, and recommendations in the chapter are based on group discussion and intensive communication. The purpose is to review what has been published during the last decades on urological surgery for neurogenic bladder after spinal cord injury. METHODS: Surgical techniques applied in spinal cord injured patients for neurogenic bladder dysfunction have been reviewed and the published material evaluated. RESULTS: There are several techniques that can be used to treat neurogenic dysfunctions and symptoms in refractory cases where conservative treatment failed. The number of publications is small as are the number of patients with spinal cord injury in which they have been performed. The choice of techniques proposed to the patients depends on the exact functional pathology in bladder, bladder neck and urethral sphincter. The final informed choice will be made by the patient. CONCLUSION: There are surgical urological techniques available to treat neurologic dysfunctions in spinal cord injured patients.


Subject(s)
Spinal Cord Injuries/complications , Urinary Bladder, Neurogenic/surgery , Urologic Surgical Procedures , Humans , Urethra , Urinary Bladder, Neurogenic/etiology
12.
Neural Plast ; 2016: 6087896, 2016.
Article in English | MEDLINE | ID: mdl-26881121

ABSTRACT

Plasticity is one of the most important physiological mechanisms underlying motor recovery from brain lesions. Rehabilitation methods, such as mirror visual feedback therapy, which are based on multisensory integration of motor, cognitive, and perceptual processes, are considered effective methods to induce cortical reorganization. The present study investigated 3 different types of visual feedback (direct, mirrored, and blocked visual feedback: DVF, MVF, and BVF, resp.) on M1 cortex excitability and intracortical inhibition/facilitation at rest and during phasic unimanual motor task in 11 healthy individuals. The excitability of the ipsilateral M1 cortex and the intracortical facilitation increased during motor task performance in the DVF and MVF but not in the BVF condition. In addition, MVF induced cortical disinhibition of the ipsilateral hemisphere to the index finger performing the motor task, which was greater when compared to the BVF and restricted to the homologue first dorsal interosseous muscle. The visual feedback is relevant to M1 cortex excitability modulation but the MVF plays a crucial role in promoting changes in intracortical inhibition in comparison to BVF. Altogether, it can be concluded that a combination of motor training with MVF therapy may induce more robust neuroplastic changes through multisensory integration that is relevant to motor rehabilitation.


Subject(s)
Feedback, Sensory , Motor Cortex/physiology , Neuronal Plasticity , Psychomotor Performance/physiology , Adult , Evoked Potentials, Motor , Female , Fingers/innervation , Fingers/physiology , Humans , Male , Motor Activity , Muscle, Skeletal/innervation , Muscle, Skeletal/physiology , Neural Inhibition , Transcranial Magnetic Stimulation , Young Adult
13.
BMC Med Inform Decis Mak ; 14: 58, 2014 Jul 19.
Article in English | MEDLINE | ID: mdl-25038823

ABSTRACT

BACKGROUND: This paper presents the design, development and first evaluation of an algorithm, named Intelligent Therapy Assistant (ITA), which automatically selects, configures and schedules rehabilitation tasks for patients with cognitive impairments after an episode of Acquired Brain Injury. The ITA is integrated in "Guttmann, Neuro Personal Trainer" (GNPT), a cognitive tele-rehabilitation platform that provides neuropsychological services. METHODS: The ITA selects those tasks that are more suitable for the specific needs of each patient, considering previous experiences, and improving the personalization of the treatment. The system applies data mining techniques to cluster the patients according their cognitive impairment profile. Then, the algorithm rates every rehabilitation task, based on its cognitive structure and the clinical impact of executions done by similar patients. Finally, it configures the most suitable degree of difficulty, depending on the impairment of the patient and his/her evolution during the treatment. RESULTS: The ITA has been evaluated during 18 months by 582 patients. In order to evaluate the effectiveness of the ITA, a comparison between the traditional manual planning procedure and the one presented in this paper has been done, taking into account: a) the selected tasks assigned to rehabilitation sessions; b) the difficulty level configured for the sessions; c) and the improvement of their cognitive capacities after completing treatment. CONCLUSIONS: The obtained results reveal that the rehabilitation treatment proposed by the ITA is as effective as the one performed manually by therapists, arising as a new powerful support tool for therapists. The obtained results make us conclude that the proposal done by the ITA is very close to the one done by therapists, so it is suitable for real treatments.


Subject(s)
Algorithms , Brain Injuries/rehabilitation , Cognition Disorders/rehabilitation , Neuropsychology/methods , Telemedicine/methods , Brain Injuries/complications , Cognition Disorders/etiology , Humans , Neuropsychology/instrumentation , Software/standards , Telemedicine/instrumentation
14.
Article in English | MEDLINE | ID: mdl-39231527

ABSTRACT

High-quality and accessible education is crucial for advancing neuropsychology. A recent study identified key barriers to board certification in clinical neuropsychology, such as time constraints and insufficient specialized knowledge. To address these challenges, this study explored the capabilities of advanced Artificial Intelligence (AI) language models, GPT-3.5 (free-version) and GPT-4.0 (under-subscription version), by evaluating their performance on 300 American Board of Professional Psychology in Clinical Neuropsychology-like questions. The results indicate that GPT-4.0 achieved a higher accuracy rate of 80.0% compared to GPT-3.5's 65.7%. In the "Assessment" category, GPT-4.0 demonstrated a notable improvement with an accuracy rate of 73.4% compared to GPT-3.5's 58.6% (p = 0.012). The "Assessment" category, which comprised 128 questions and exhibited the highest error rate by both AI models, was analyzed. A thematic analysis of the 26 incorrectly answered questions revealed 8 main themes and 17 specific codes, highlighting significant gaps in areas such as "Neurodegenerative Diseases" and "Neuropsychological Testing and Interpretation."

15.
Top Stroke Rehabil ; 31(6): 604-614, 2024 Sep.
Article in English | MEDLINE | ID: mdl-38375551

ABSTRACT

BACKGROUND: Most research focuses around impairments in body function and structure, with relatively only a small number exploring their social impact. OBJECTIVES: 1) compare characteristics for individuals who before stroke were blue collar vs. white collar workers 2) identify clinical, functional, and job-related factors associated with return to work within 1 year after discharge 3) identify specific ADL individual items (assessed at rehabilitation discharge) as return to work predictors and 4) identify return to work causal mediators. METHODS: Retrospective observational cohort study, analyzing adult patients with stroke admitted to rehabilitation between 2007 and 2021, including baseline Barthel Index (BI) and return to work assessments between 2008 and 2022. Kaplan-Meier survival curves and Cox proportional hazards were applied. Causal mediation analyses using 1000-bootstrapped simulations were performed. RESULTS: A total of 802 individuals were included (14.6% returned to work), 53.6% blue-collar and 46.4% white-collar. Blue-collar workers showed significantly higher proportion of ischemic stroke, diabetes, dyslipidemia, and hypertension.Individuals not returning to work presented a higher proportion of blue collar, dominant side affected, aphasia, lower BI scores, and larger length of stay (LOS). Multivariable Cox proportional hazards identified age at injury, aphasia, hypertension, and total discharge BI score (C-Index = 0.74). Univariable Cox models identified three independent BI items at all levels of independence: bathing (C-Index = 0.58), grooming (C-Index = 0.56) and feeding (C-Index = 0.59). BI efficiency (gain/LOS) was a causal mediator. CONCLUSION: Blue collar workers showed higher proportion of risk factors and comorbidities. Novel factors, predictors, and a return to work mediator were identified.


Subject(s)
Return to Work , Stroke Rehabilitation , Stroke , Adult , Aged , Female , Humans , Male , Middle Aged , Cohort Studies , Inpatients , Occupations , Retrospective Studies , Return to Work/statistics & numerical data , Stroke/physiopathology
17.
NeuroRehabilitation ; 54(3): 457-472, 2024.
Article in English | MEDLINE | ID: mdl-38640178

ABSTRACT

BACKGROUND: Most studies focus on the risk factors associated with the development of pressure ulcers (PUs) during acute phase or community care for individuals with spinal cord injury (SCI). OBJECTIVES: This study aimed to i) compare clinical and demographic characteristics of inpatients after SCI with PUs acquired during rehabilitation vs inpatients without PUs and ii) evaluate an existing PU risk assessment tool iii) identify first PU predictors. METHODS: Individuals (n = 1,135) admitted between 2008 and 2022 to a rehabilitation institution within 60 days after SCI were included. Admission Functional Independence Measure (FIM), American Spinal Injury Association Impairment Scale (AIS) and mEntal state, Mobility, Incontinence, Nutrition, Activity (EMINA) were assessed. Kaplan-Meier curves and Cox proportional hazards models were fitted. RESULTS: Overall incidence of PUs was 8.9%. Of these, 40.6% occurred in the first 30 days, 47.5% were sacral, 66.3% were Stage II. Patients with PUs were older, mostly with traumatic injuries (67.3%), AIS A (54.5%), lower FIM motor (mFIM) score and mechanical ventilation. We identified specific mFIM items to increase EMINA specificity. Adjusted Cox model yielded sex (male), age at injury, AIS grade, mFIM and diabetes as PUs predictors (C-Index = 0.749). CONCLUSION: Inpatients can benefit from combined assessments (EMINA + mFIM) and clinical features scarcely addressed in previous studies to prevent PUs.


Subject(s)
Inpatients , Pressure Ulcer , Spinal Cord Injuries , Humans , Spinal Cord Injuries/rehabilitation , Spinal Cord Injuries/complications , Pressure Ulcer/etiology , Male , Female , Middle Aged , Adult , Inpatients/statistics & numerical data , Aged , Risk Factors , Incidence , Retrospective Studies , Risk Assessment
18.
PM R ; 16(8): 815-825, 2024 Aug.
Article in English | MEDLINE | ID: mdl-38155582

ABSTRACT

BACKGROUND: Telerehabilitation in spinal cord injury (teleSCI) is a growing field that can improve access to care and health outcomes in patients with spinal cord injury (SCI). The clinical effectiveness of teleSCI is not known. OBJECTIVES: To compare independence in activities of daily living and mobility capacity in patients following teleSCI and matched controls undergoing traditional rehabilitation. DESIGN: Matched case-control study. SETTING: TeleSCI occurring in home setting (cases) versus traditional rehabilitation on inpatient unit (controls). PARTICIPANTS: Forty-two consecutive patients with SCI followed with teleSCI were compared to 42 historical rehabilitation inpatients (controls) matched for age, time since injury to rehabilitation admission, level of injury (paraplegia/tetraplegia), complete or incomplete injury, and etiology (traumatic/nontraumatic). The teleSCI group (n = 42) was also compared to the complete cohort of historical controls (n = 613). INTERVENTIONS: The teleSCI group followed home-based telerehabilitation (3.5 h/day, 5 days/week, 67 days average duration) and historical controls followed in-person rehabilitation. MAIN OUTCOME MEASURE(S): The Functional Independence Measure (FIM), the Spinal Cord Independence Measure (SCIM) and the Walking Index for Spinal Cord Injury (WISCI). We formally compared gains, efficiency and effectiveness. International Standards for Neurological Classification of Spinal Cord Injury and the American Spinal Injury Association Impairment Scale (AIS) were used. RESULTS: The teleSCI group (57.1% nontraumatic, 71.4% paraplegia, 73.8% incomplete, 52.4% AIS grade D) showed no significant differences compared with historical controls in AIS grades, neurological levels, duration, gains, efficiency and effectiveness in FIM, SCIM, or WISCI, although the teleSCI cohort had significantly higher admission FIM scores compared with the complete cohort of historical controls. CONCLUSIONS: TeleSCI may provide similar improvements in mobility and functional outcomes as traditional rehabilitation in medically stable patients (predominantly with paraplegia and motor incomplete SCI) when provided with appropriate support and equipment.


Subject(s)
Activities of Daily Living , Recovery of Function , Spinal Cord Injuries , Telerehabilitation , Humans , Spinal Cord Injuries/rehabilitation , Spinal Cord Injuries/physiopathology , Female , Male , Adult , Middle Aged , Case-Control Studies , Treatment Outcome , Disability Evaluation , Retrospective Studies
19.
J Spinal Cord Med ; : 1-12, 2024 Aug 12.
Article in English | MEDLINE | ID: mdl-39133061

ABSTRACT

CONTEXT/OBJECTIVE: Community integration (CI) is a crucial rehabilitation goal after spinal cord injury (SCI). There is a pressing need to enhance our understanding of the factors associated with CI for individuals with traumatic or non-traumatic etiologies, with the latter being notably understudied. Accordingly, our research explores the associations and potential mediators influencing CI across these populations. SETTING: Specialized neurological rehabilitation center. PARTICIPANTS: Community-dwelling individuals who were admitted as inpatients within 3 months post-injury (n = 431, 51.9% traumatic, 48.1% non-traumatic), assessed in relation to community integration within 1-3 years after discharge. OUTCOME MEASURE: Community Integration Questionnaire (CIQ). Covariates: American Spinal Injury Association Impairment Scale (AIS), Functional Independence Measure (FIM) and Hospital Anxiety and Depression Scale (HADS). RESULTS: Multiple linear regression yielded age, B AIS grade, educational level (< 6 years and <12 years), time since injury to admission, length of stay, HADS-depression at discharge, total FIM at discharge and three social work interventions (support in financial, legal and transportation services) as significant predictors of total CIQ score (Adjusted R2 = 41.4). Multiple logistic regression identified age, traumatic etiology, educational level (< 6 years and <12 years), length of stay, HADS depression at discharge, total FIM at discharge and one social work intervention (transportation support) as significant predictors of good community integration, AUC (95% CI): 0.82 (0.75-0.89), Sensitivity:0.76, Specificity:0.73. We identified motor FIM at discharge and motor FIM efficiency as causal mediators of total CIQ. CONCLUSIONS: We identified modifiable factors during rehabilitation-functional independence, depression, and social work interventions-that are associated with CI.

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Digit Health ; 10: 20552076231224246, 2024.
Article in English | MEDLINE | ID: mdl-38188861

ABSTRACT

Background: As the world population continues to age, the prevalence of neurological diseases, such as dementia, poses a significant challenge to society. Detecting cognitive impairment at an early stage is vital in preserving and enhancing cognitive function. Digital tools, particularly mHealth, offer a practical solution for large-scale population screening and prompt follow-up assessments of cognitive function, thus overcoming economic and time limitations. Objective: In this work, two versions of a digital solution called Guttmann Cognitest® were tested. Methods: Two hundred and one middle-aged adults used the first version (Group A), while 132 used the second one, which included improved tutorials and practice screens (Group B). This second version was also validated in an older age group (Group C). Results: This digital solution was found to be highly satisfactory in terms of usability and feasibility, with good acceptability among all three groups. Specifically for Group B, the system usability scale score obtained classifies the solution as the best imaginable in terms of usability. Conclusions: Guttmann Cognitest® has been shown to be effective and well-perceived, with a high potential for sustained engagement in tracking changes in cognitive function.

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