Rehabilitation Physicians Research Articles

Physical therapy and rehabilitation for improvement of quality of life of breast cancer patients.

e18711 Background: One of the most critical factors that cancer patients need to consider when it comes to their rehabilitation is the availability of effective and personalized rehabilitation programs. Aside from being a vital part of cancer rehabilitation, exercise can also improve the quality of life for cancer patients and help them maintain a healthy and balanced lifestyle. The purpose of this study is to adapt an evidence-based exercise program and rehabilitation techniques for breast cancer patients undergoing adjuvant chemotherapy and test the efficacy of this approach combining physical therapy, massage therapy, equine therapy (intervention group) compared to chemotherapy only (control group) for improving quality of life. Methods: This is two-armed, randomized controlled trial to test the efficacy of physical therapy and rehabilitation for improving quality of life of breast cancer patients undergoing adjuvant chemotherapy. The intervention program included physical therapy, massage therapy, equine therapy. Control group received standard care, treatment group received standard care plus intervention. All patients completed the quality of life questionnaire (EORTC-QLQ-C30) at baseline and at 4 months. All participants randomized to treatment group first received one-on-one consultation with oncologist, Physical Medicine and Rehabilitation (PM&R) physicians and physical therapists. The intervention components include tri-weekly program that included physical therapy, massage therapy and equine therapy. Statistical methods (STATA) were used to analyze the data. We began data analyzes with observational statistics and independent variable analyzes. Results: Even though we did not find any difference in some aspects of intervention group during observational study, we saw a significant difference in DID model which showed significant improvement in data. Compared to control group, intervention group showed improved Quality of life (43.57***), improved PF (48.76***), RF (53.3***), EF (56***), CF (37.66**) and SF (52.85***). Another important observation is a fact that age and stage of the disease had no effect on quality of life or affected any aspect of this study, reasons of which has to be further analyzed. Conclusions: Our study proved that physical therapy and rehabilitation can be useful in improving the quality of life of breast cancer patients undergoing chemotherapy.

Systemic Lupus, Metabolic Syndrome, Cardiac Disease, and Peripheral Artery Disease

Systemic Lupus, Metabolic Syndrome, Cardiac Disease, and Peripheral Artery Disease

Development of the self-regulation assessment and content validation using cognitive interviews in a multicultural post-rehabilitation population.

Self-regulation is one of the main goals of medical rehabilitation. Four themes of self-regulation were identified by former patients and rehabilitation physicians in a previous study. Based on these themes, a measure for self-regulation, the self-regulation assessment (SeRA), was developed. This study aimed to establish the content validity of the SeRA in a multicultural and multi-diagnostic post-rehabilitation population. The Consensus-based Standards for the selection of health Measurement Instruments (COSMIN) methodology was applied. First, cognitive interviews were held with eight former rehabilitation patients. Feedback was obtained on relevance, comprehensibility, and comprehensiveness of the items. Items with problems were revised. Then, a second series of cognitive interviews was held with 16 former rehabilitation patients with non-Western migration backgrounds. Again, feedback was obtained on relevance, comprehensibility, and comprehensiveness of the items. The first series of cognitive interviews revealed good comprehensiveness, and also comprehensibility or relevance problems with 12 of the 25 items. These items were revised or deleted. Two missing concepts were identified and these were added. There was no need to revise the items based on the results of the second series of cognitive interviews. The final version of the SeRA demonstrated content validity for the studied population. The measure is ready for psychometric analyses in subsequent validation studies.

Identifying requirements of an IMU-based gait assessment interface for incomplete spinal cord injury through user-centred design approach

For most patients with an incomplete spinal cord injury, gait rehabilitation plays a key role in functional recovery. Gait is usually assessed by physiotherapists and rehabilitation physicians through observational analysis or by specialized personnel through laboratory gait analysis. However, observational analysis is prone to misjudgment, and laboratory analysis is complex and time-consuming. Inertial measurement units (IMUs) could be an interesting alternative to bring objective gait analysis closer to the actual healthcare providers. This article focuses on identifying the requirements of an IMU-based gait assessment interface for use in a clinical setting by rehabilitation physicians and physiotherapists. The design process consisted of four stages: (1) user research to identify physicians’ and physiotherapists’ needs and expectations, and the context wherein the system will be used; (2) analysing and interpreting user research results to collect insights and define the design vision; (3) conceptualization and evaluation of initial concepts for the layout of the gait assessment interface and visualization of the gait parameters; (4) developing and evaluating the initial design and prototype of the interface. Future research will need to be conducted to further develop the usability and functionality of the interface.

Assessment of Motor and Language Function during Awake Surgery

Awake surgery enables the evaluation of neurological functions that are difficult to assess with a conventional electrophysiological examination and is useful in the evaluation of language function. Awake surgery is a team effort involving anesthesiologists and rehabilitation physicians who evaluate motor and language functions, and information sharing during the perioperative period is important. Some points regarding surgical preparation and anesthesia methods are unique and must be well understood. For example, supraglottic airway devices must be used to secure the airway, and ventilation must be checked for availability when positioning the patient. Preoperative neurological evaluation is important in determining the method of intraoperative neurological evaluation, including choosing the simplest possible method of evaluation and sharing the information with the patient prior to surgery. Motor function assessment evaluates small movements that do not affect the surgery. Visual naming and auditory comprehension are useful in the evaluation of language function.

Chronic inflammatory neuropathies and their impact on activities and participation.

Chronic inflammatory demyelinating polyneuropathy (CIDP) and multifocal motor neuropathy (MMN) are inflammatory neuropathies that can lead to considerable limitations in daily activities and in social participation. However, systematic evaluation of these self-reported limitations is lacking in the currently available studies. Understanding the impact of these diagnoses on patients' life is important to optimize management strategies. To systematically assess the self-reported limitations in activities and participation and determine associated factors. A survey study was conducted in 2021 in a cohort of patients with CIDP (n = 257) and MMN (n = 148) from a university hospital. The survey included the Rasch-built Overall Disability Scale and the Utrecht Scale for Evaluation of Rehabilitation-Participation, questions addressing personal and disease-related factors and treatment. Multivariate linear regression analysis was used to determine associations with disease-related and personal factors. A total of 147 CIDP and 103 MMN patients responded. Limitations in activities were reported by 70.7% CIDP and 52.2% MMN patients with moderate to severe limitations in 22.4% and 5.9% patients, respectively. Participation restrictions were reported by 50% of CIDP and 40% of MMN patients, nevertheless satisfaction with participation was high. Fatigue, pain and resilience were independently associated with limitations in activities and satisfaction with participation in CIDP patients. Activity limitations and restrictions in participation are common in CIDP patients and to a lesser extent in MMN patients. Fatigue, pain and resilience independently contributed to perceived limitations in CIDP patients. Referral to a rehabilitation physician is warranted to address these limitations appropriately.

Online monitoring of focal spasticity treatment with botulinum toxin in people with chronic stroke or hereditary spastic paraplegia: a feasibility study

To investigate the feasibility and usability of an online spasticity monitoring tool amongst people with hereditary spastic paraplegia or chronic stroke receiving botulinum toxin treatment, and their healthcare providers. Mixed methods cohort study, measuring recruitment success and adherence to the monitoring in 3 rehabilitation institutions. In addition, the System Usability Scale (SUS) and interviews with patients and their healthcare providers were used for quantitative and qualitative analysis, respectively. A deductive directed content analysis was used for qualitative evaluation. Of the 19 persons with hereditary spastic paraplegia and 24 with stroke who enrolled in the study, recruitment success and adherence were higher amongst people with hereditary spastic paraplegia compared with stroke. Usability was found "marginal" by rehabilitation physicians and "good" by patients and physical therapists (SUS scores 69, 76, and 83, respectively). According to all participant groups, online monitoring potentially contributes to spasticity management if it is tailored to the actual needs and capabilities of patients, and if it can easily be integrated into the daily/working routines of all users. Online monitoring of spasticity in people with hereditary spastic paraplegia or stroke receiving treatment with botulinum toxin may be feasible, provided that the monitoring tool is tailored to the needs of all users.

HOPE and DREAM: A Two-Clinic NICU Follow-up Model.

The natural extension of inpatient-focused neonatal neurocritical care (NNCC) programs is the evaluation of long-term neurodevelopmental outcomes in the same patient population. A dedicated and collaborative team of neonatologists, neonatal neurologists, neuropsychologists, neurosurgeons, physical medicine and rehabilitation physicians, and psychologists are necessary to provide personalized medicine, developmental assessments, and parental education for NNCC graduates. To achieve this goal, we devised a two-clinic follow-up model at Children's Wisconsin: HOPE (Healthy Outcomes Post-ICU Engagement) and DREAM: Developmentally Ready: Engagement for Achievement of Milestones) clinics. Those infants with significant neurologic diagnoses attend DREAM clinic, while all other high-risk neonatal intensive care unit (NICU) infants are seen in the HOPE clinic. These clinic models allow for a targeted approach to post-NICU care, which has improved family engagement and perceptions of value. · Infants with neurologic compromise are a specialized population with increasing survival.. · Interdisciplinary NICU follow-up brings together previously separated outpatient service lines.. · Our novel clinic model allows for specialized developmental assessments..

Perceived shared decision-making among patients undergoing lower-limb amputation and their care teams: A qualitative study.

Shared decision-making (SDM) is increasingly advocated in the care of vascular surgery patients. The goal of this investigation was to gain a greater understanding of the patient and provider experience of SDM during clinical decision-making around the need for lower-extremity amputation and amputation level related to chronic limb-threatening ischemia (CLTI) in the Veterans Health Administration. Semistructured interviews in male Veterans with CLTI, vascular surgeons, physical medicine and rehabilitation physicians, and podiatric surgeons. Interviews were analyzed using team-based content analysis to identify themes related to amputation-level decisions. We interviewed 22 patients and 21 surgeons and physicians and identified 4 themes related to SDM: (1) providers recognize the importance of incorporating patient preferences into amputation-level decisions and strive to do so; (2) patients do not perceive that they are included as equal partners in decisions around amputation or amputation level; (3) providers perceive several obstacles to including patients in amputation level decisions; and (4) patients describe facilitators to their involvement in SDM. Despite the recognized importance SDM in amputation decision-making, patients often perceived that their opinion was not solicited. This may result from provider perception of significant challenges to SDM posed by the clinical context of amputation. Patients identified key features that might enhance SDM including presentation of clear, concise information, and the importance of communicating concern during the discussion. These findings point to gaps in the provision of patient-centric care through SDM discussions at the time of amputation.

Use of the Digital Assistant Vigo in the Home Environment for Stroke Recovery: Focus Group Discussion With Specialists Working in Neurorehabilitation

There is a lack of resources for the provision of adequate rehabilitation after a stroke, thus creating a challenge to provide the necessary high-quality, patient-centered, and cost-efficient rehabilitation services at a time when they are needed the most. Tablet-based therapeutic programs present an alternative way to access rehabilitation services and show a new paradigm for providing therapeutic interventions following a stroke anytime and anywhere. The digital assistant Vigo is an artificial intelligence-based app that provides an opportunity for a new, more integrative way of carrying out a home-based rehabilitation program. Considering the complexity of the stroke recovery process, factors such as a suitable population, appropriate timing, setting, and the necessary patient-specialist support structure need to be thoroughly researched. There is a lack of qualitative research exploring the perspectives of professionals working in neurorehabilitation of the content and usability of the digital tool for the recovery of patients after a stroke. The aim of this study is to identify the requirements for a tablet-based home rehabilitation program for stroke recovery from the perspective of a specialist working in stroke rehabilitation. The focus group study method was chosen to explore specialists' attitudes, experience, and expectations related to the use of the digital assistant Vigo as a home-based rehabilitation program for stroke recovery in domains of the app's functionality, compliance, usability, and content. In total, 3 focus groups were conducted with a participant count of 5-6 per group and the duration of the discussion ranging from 70 to 80 minutes. In total, 17 health care professionals participated in the focus group discussions. The participants represented physiotherapists (n=7, 41.2%), occupational therapists (n=7, 41.2%), speech and language therapists (n=2, 11.8%), and physical medicine and rehabilitation physicians (n=1, 5.9%). Audio and video recordings of each discussion were created for further transcription and analysis. In total, 4 themes were identified: (1) the clinician's views on using Vigo as a home-based rehabilitation system, (2) patient-related circumstances facilitating and limiting the use of Vigo; (3) Vigo's functionality and use process (program creation, individual use, remote support); and (4) complementary and alternative Vigo use perspectives. The last 3 themes were divided further into 10 subthemes, and 2 subthemes had 2 sub-subthemes each. Health care professionals expressed a positive attitude toward the usability of the Vigo app. It is important that the content and use of the app be coherent with the aim to avoid (1) misunderstanding its practical use and the need for integration in practice and (2) misusing the app. In all focus groups, the importance of close involvement of rehabilitation specialists in the process of app development and research was highlighted.

Health professionals’ perspective on the applicability of AO Spine PROST (patient reported outcome Spine trauma) in people with a motor-complete traumatic or non-traumatic spinal cord injury

PurposeThe AO Spine PROST (Patient Reported Outcome Spine Trauma) was developed for people with spine trauma and minor or no neurological impairment. The purpose is to investigate health professionals’ perspective on the applicability of the AO Spine PROST for people with motor-complete traumatic or non-traumatic spinal cord injury (SCI), using a discussion meeting and international survey study.MethodsA discussion meeting with SCI rehabilitation physicians in the Netherlands was performed, followed by a worldwide online survey among the AO Spine International community, involved in the care of people with SCI. Participants rated the comprehensibility, relevance, acceptability, feasibility and completeness of the AO Spine PROST on a 1–5 point scale (5 most positive). Comments could be provided per question.ResultsThe discussion meeting was attended by 13 SCI rehabilitation physicians. The survey was completed by 196 participants. Comprehensibility (mean ± SD: 4.1 ± 0.8), acceptability (4.0 ± 0.8), relevance (3.9 ± 0.8), completeness (3.9 ± 0.8), and feasibility (4.1 ± 0.7) of the AO Spine PROST were rated positively for use in people with motor-complete traumatic or non-traumatic SCI. Only a few participants questioned the relevance of items on the lower extremities (e.g., walking) or missed items on pulmonary functioning and complications. Some recommendations were made for improvement in instructions, terminology and examples of the tool.ConclusionHealth professionals found the AO Spine PROST generally applicable for people with motor-complete traumatic or non-traumatic SCI. This study provides further evidence for the use of the AO Spine PROST in spine trauma care, rehabilitation and research, as well as suggestions for its further development.

Burnout and Wellness Strategies Used by Academic Physiatry Programs: An Analysis and Perspective From the AAP Chairs Council.

Physiatrists are at elevated risk of burnout, a work-related exhaustion syndrome resulting from chronic stress associated with emotionally draining work demands. The high reported rate of burnout in physical medicine and rehabilitation led the Association of Academic Physiatrists Chair Council to convene a workgroup to address burnout among academic physical medicine and rehabilitation physicians. The council recognizes that leaders of departments are accountable for all organizational stakeholders, including faculty, trainees, and staff. Department leaders are expected to understand and effectively manage the drivers of burnout among stakeholders. The workgroup identified several opportunities, including identifying and disseminating effective burnout mitigation across US academic medical center physical medicine and rehabilitation programs. As a result, in 2019, a work group conducted a survey of US academic physical medicine and rehabilitation program leaders to ascertain the use of strategies for reducing physician burnout. With the aim of identifying, educating, and advancing the development of effective interventions to address burnout among academic physical medicine and rehabilitation departments, the Association of Academic Physiatrists Chair Council advocates for increased education and utilization of effective strategies aimed at promoting physician well-being across organizational levels (national, organizational, work unit, and individual).

Determining Gaps in Current Physiatric Tele-Physical Assessments via a Needs Assessment Survey.

Physical examinations are essential for in-person patient visits but remain difficult to replicate during virtual encounters. This work aims to identify gaps in the current state of telemedicine-based physical assessments by surveying physical medicine and rehabilitation physicians who perform physical examinations. A survey of 29 Likert-scale questions and five open-ended questions was distributed to practicing physical medicine and rehabilitation physicians. The Likert-scale questions covered remote physical assessment, access, perception/engagement, implementation/effectiveness, and administrative concerns. Fifty-three participants completed the survey. More than 80% of respondents suggested that while telemedicine was universally well accepted, they could not effectively perform telemedicine-based physical assessments, especially the musculoskeletal and neurological components. Remote assessment of upper and lower limb strength, reflexes, and sensation were examples of key unmet needs. Responses to open-ended questions suggested that telemedicine-based physical assessments can reduce the burden of travel and increase adherence to follow-up visits, but complex technology setup can pose difficulty for older patients and patients with cognitive deficits. These findings suggest that current telemedicine technology is insufficient to meet physical medicine and rehabilitation physicians' telemedicine-based physical assessments needs. Despite high levels of provider and patient engagement with telemedicine, numerous deficits remain in performing musculoskeletal and neurological examinations. These results can inform future technology developments that address these identified telemedicine-based physical assessments gaps.

Reliability of the modified Rankin Scale in clinical practice of stroke units and rehabilitation wards.

The Modified Rankin Scale (mRS) is the most common tool to quantify post-stroke disability in everyday practice and by certified raters in clinical trials. However, interobserver variability may affect reliability of retrospective observational studies, including clinical registries. Our aim was to assess real-life consistency between neurologists and physical and rehabilitation medicine physicians using mRS to rate post-stroke disability of patients transferred directly from stroke unit (SU) to rehabilitation ward (RW). This is a retrospective analysis of 132 consecutive acute stroke patients transferred from single tertiary SU to RW located in the same hospital in Poland. Patients were assessed by one rater from each department at the day of transfer. We distinguished between physicians previously certified in using mRS for clinical trials and not-certified physicians using mRS in everyday practice. mRS at discharge from SU and on admission to RW was recorded for 105 of 132 patients. The overall agreement was 70.5% (kappa 0.55). Similar agreement was observed in the subset of 30 patients rated by certified physicians in both departments (70.0%, kappa 0.57) and in the subset of 61 patients rated by a pair of certified neurologist and not-certified rehabilitation physician (73.8%, kappa 0.58). Everyday consistency between raters from SU and RW in using mRS is modest as in previous validation studies. However, it may be considered sufficient for the purpose of observational studies or stroke registries. It emphasizes the need for easily accessible training in conventional mRS or implementation of specialized tools with predefined questions.

Investigating burnout of Rehabilitation Medicine trainees: an Australian cross-sectional study

Background: In Rehabilitation Medicine, there is an increased incidence of burnout compared with other specialties, with burnout affecting over 50% of rehabilitation physicians. There remains limited research investigating burnout in Rehabilitation Medicine trainees. Aim: To investigate the frequency of burnout, and associations between burnout and workplace and demographic factors, among Australian registered Rehabilitation Medicine trainees. Methods This cross-sectional study administered the Mini-Z Burnout Survey via the Qualtrics survey platform. The presence of burnout was determined on responses to Survey Item 3. Binary logistic regression evaluated associations between burnout presence and workplace and demographic (age, sex, and stage of training) variables. An open-ended question addressing workplace stresses underwent qualitative content analysis. Results: Of the potential 220 registered trainees, 18.2% (39) consented to participate. Burnout was reported by 54.6% (18/33) of respondents with complete data. Logistic regression analyses revealed 2 Mini-Z items were significantly associated with burnout; job stress (odds ratio=22.9; 95% CI=3.5–145.8, P<0.001) and a hectic/chaotic work atmosphere (odds ratio=5.0; 95% CI=1.01–24, P=0.045). There was no significant association between burnout and the remaining Mini-Z items or between burnout and the demographic variables. Content analysis of responses to the open-ended question identified 3 themes: training issues; work place demands; personal health/work-life balance concerns. Conclusion: This Australian-first study identified significant burnout in a cohort of Rehabilitation Medicine trainees. The sources of stress identified can be used to modify workplace environments and education requirements and promote well-being among trainees.

Clinical Spasticity Assessment Assisted by Machine Learning Methods and Rule-Based Decision

The Modified Ashworth Scale (MAS) is commonly used to assess spasticity in clinics. The qualitative description of MAS has resulted in ambiguity during spasticity assessment. This work supports spasticity assessment by providing measurement data acquired from wireless wearable sensors, i.e., goniometers, myometers, and surface electromyography sensors. Based on in-depth discussions with consultant rehabilitation physicians, eight (8) kinematic, six (6) kinetic, and four (4) physiological features were extracted from the collected clinical data from fifty (50) subjects. These features were used to train and evaluate the conventional machine learning classifiers, including but not limited to Support Vector Machine (SVM) and Random Forest (RF). Subsequently, a spasticity classification approach combining the decision-making logic of the consultant rehabilitation physicians, SVM, and RF was developed. The empirical results on the unknown test set show that the proposed Logical-SVM-RF classifier outperforms each individual classifier, reporting an accuracy of 91% compared to 56-81% achieved by SVM and RF. A data-driven diagnosis decision contributing to interrater reliability is enabled via the availability of quantitative clinical data and a MAS prediction.

Patient experiences receiving rehabilitation care via telehealth: Identifying opportunities for remote care.

Use of telehealth has grown substantially in recent times due to the COVID-19 pandemic. Remote care services may greatly benefit patients with disabilities; chronic conditions; and neurological, musculoskeletal, and pain disorders, thereby allowing continuity of rehabilitation care, reducing barriers such as transportation, and minimizing COVID-19 exposure. In March 2020, our rehabilitation hospital, Shirley Ryan AbilityLab, launched a HIPAA-compliant telemedicine program for outpatient and day rehabilitation clinics and telerehabilitation therapy programs. The objective of this study was to examine patients' experiences and satisfaction with telemedicine in the rehabilitation physician practice, including novel virtual multidisciplinary evaluations. The present study examines survey data collected from 157 patients receiving telemedicine services at Shirley Ryan AbilityLab from December 2020-August 2021. Respondents were 61.8% female, predominantly White (82.2%) with ages ranging across the lifespan (69.4% over age 50 years). Diagnostic categories of the respondents included: musculoskeletal conditions 28%, chronic pain 22.3%, localized pain 10.2%, neurological conditions 26.8%, and Parkinson's and movement disorders 12.7%. Survey responses indicate that the telemedicine experiences were positive and well received. The majority of participants found these services easy to use, effective, and safe, and were overall satisfied with the attention and care they received from the providers-even for those who had not previously used telehealth. Respondents identified a variety of benefits, including alleviating financial and travel-related burdens. There were no significant differences in telehealth experiences or satisfaction across the different clinical diagnostic groups. Respondents viewed the integrated physician and rehabilitation therapist telehealth multidisciplinary model favorably, citing positive feedback regarding receiving multiple perspectives and recommendations, feeling like an integrated member of their healthcare team, and having a comprehensive, holistic team approach along with effective communication. These findings support that telemedicine can provide an effective care model in physiatry (physical medicine and rehabilitation) clinics, across different neurological, musculoskeletal, and pain conditions and in multidisciplinary team care settings. The insights provided by the present study expand our understanding of patient experiences with remote care frameworks for rehabilitation care, while controlling for institutional variation, and ultimately will help provide guidance regarding longer term integration of telemedicine in physiatry and multidisciplinary care models.

Canadian Physicians' Use of Intramuscular Botulinum Toxin Injections for Shoulder Spasticity: A National Cross-Sectional Survey.

Spasticity of the upper extremity can result in severe pain, along with many complications that can impair a patient's activities of daily living. Failure to treat patients with spasticity of the upper limb can result in a decrease in the range of motion of joints and contracture development, leading to further restriction in daily activities. We aimed to investigate the practice patterns of Canadian physicians who utilize Botulinum toxin type-A (BoNT-A) injections in the management of shoulder spasticity. 50 Canadian Physical Medicine and Rehabilitation (PM&R) physicians completed a survey with an estimated completion rate of (36.23%). The demographics of the survey participants came from a variety of provinces, clinical settings, and patient populations. The most common muscle injected for shoulder adduction and internal rotation spasticity was the pectoralis major, this was followed by latissimus dorsi, pectoralis minor, subscapularis and teres major. Injection of BoNT-A for problematic post-stroke shoulder spasticity was common, with (81.48%) of participants responding that it was always or often used in their management of post-stroke spasticity (PSS). Dosing of BoNT-A demonstrated variability for the muscle injected as well as the type of toxin used. The goals of the patients, caregivers, and practitioners were used to help guide the management of these patients. As a result, the practice patterns of Canadian physicians who treat shoulder spasticity are varied, due to numerous patient factors. Future studies are needed to analyze optimal treatment patterns, and the development of algorithms to standardize care.

The Difficulties Encountered in Practice for Physical Medicine and Rehabilitation Physicians’ After the Regulation on Assessment of Special Needs for Children

The Difficulties Encountered in Practice for Physical Medicine and Rehabilitation Physicians’ After the Regulation on Assessment of Special Needs for Children

Complex System Based Automation Technology for Rehabilitation System Research

With the aging of the population in China in recent years, the number of stroke patients is increasing day by day. The sequelae of stroke-induced foot drop are expected to regain some mobility after timely rehabilitation, but if patients do not receive early intervention, they may miss the best rehabilitation period and lose the ability to walk and stand completely. The traditional means of rehabilitation treatment is manual rehabilitation by rehabilitation physicians, but with the increase in the number of patients with movement disorders, the number of rehabilitation physicians has become significantly insufficient. The use of rehabilitation robots to provide adjunctive therapy to patients has become a common and effective means of rehabilitation worldwide. The early rehabilitation robots could only drive the patient to do passive rehabilitation and could not reflect the patient’s true motor intentions. Since EMG signals on the surface of the human body can advance the onset of human movement, they can be used to identify the intention of human movement. This paper validates and explores the experiment based on the underlying data.