Rehabilitation Status Research Articles

Application of resistance exercise training combined with CT image evaluation in postoperative functional rehabilitation and fracture risk prediction of elderly femurs

ObjectiveTo evaluate the overall functional recovery of femoral patients, improve recovery ability, and prevent fractures in the elderly. MethodsA group of elderly femoral postoperative participants were selected and randomly divided into resistance exercise training and routine rehabilitation training. Simultaneously, a control group (without a history of fractures) and a fracture group (with a history of fractures) were designed to predict fracture risk. Finally, computerized tomography was used to evaluate the functional rehabilitation status. ResultsThe resistance exercise training group showed significantly better performance in functional rehabilitation and fracture risk prediction than the control group, and the decrease in Barthel index at 12 weeks after surgery in this group was 6.25 (P > 0.001). The age, gender, and volumetric bone density between the control group and the fracture group showed P > 0.001, and the differences were statistically significant. The average age of the control group was significantly higher than that of the fracture group, and the proportion of males in the fracture group was significantly higher than that of the control group. The intramuscular fat content of the iliopsoas muscle in the fracture group was significantly lower than that in the control group, P = 0.004. This indicated that lower intramuscular fat content of the iliopsoas muscle was associated with higher fracture risk, as participants with lower intramuscular fat content of the iliopsoas muscle had less bone protection, resulting in an increased risk of fracture. The difference in body mass index between the two groups was not statistically significant, P = 0.737, indicating that the impact of this parameter on fracture risk was not significant in this study. ConclusionResistance exercise training combined with CT image evaluation is an effective rehabilitation strategy with high clinical application value. This study provides reliable empirical evidence for the application of resistance exercise training and the combination of CT image evaluation, and provides guidance for the optimization of clinical rehabilitation strategies.

Efficacy of multimodal analgesia based on the concept of enhanced recovery after surgery in laparoscopic radical gastrectomy for gastric cancer

Objective: To explore the effect of multimodal analgesia based on the concept of enhanced recovery after surgery (ERAS) in patients undergoing laparoscopic radical gastrectomy (LRG) for gastric cancer (GC). Methods: Clinical data of 128 patients undergoing LRG for GC, admitted to Sir Run Run Shaw Hospital, Zhejiang University School of Medicine from March 2021 to March 2022, were retrospectively analyzed. Among them, 66 patients received a multimodal analgesic management based on ERAS (ERAS group), and 62 patients were treated with conventional mode of analgesia (control group). Pain levels, rehabilitation status, as well as inflammatory factors and stress response indicators before and after surgery were compared between the two groups. Results: There was no significant difference in baseline data between the two groups (P>0.05). The postoperative pain and recovery in the ERAS group were better than those in the control group (P<0.05). After the surgery, serum levels of tumor necrosis factor-alpha (TNF-α), Interleukin 6 (IL-6), and C-reactive protein (CRP) in both groups increased compared to before the surgery, but were significantly lower in the ERAS group compared to the control group (P<0.05). After the surgery, serum malondialdehyde (MDA) and xanthine oxidase (XOD) levels in both groups increased, while superoxide dismutase (SOD) levels decreased compared to preoperative levels. The observed postoperative levels of serum MDA and XOD were significantly lower in the ERAS group, while the postoperative SOD levels were higher compared to the control group (P<0.05). Conclusions: Patients undergoing LRG for GC can benefit from a multimodal pain management plan based on ERAS to reduce postoperative pain, alleviate inflammation, stress responses, and shorten the postoperative recovery process. doi: https://doi.org/10.12669/pjms.40.10.10088 How to cite this: Xu L, Yao L, Qin J, Xu H. Efficacy of multimodal analgesia based on the concept of enhanced recovery after surgery in laparoscopic radical gastrectomy for gastric cancer. Pak J Med Sci. 2024;40(10):2190-2195. doi: https://doi.org/10.12669/pjms.40.10.10088 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/3.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

Post‑recovery symptoms of infected cases after Omicron pandemic: a quick online cross-sectional study based on C19-YRSm in China

BackgroundThe post COVID-19 health condition of Chinese residents infected with Omicron is not clear after the change of epidemic prevention policies. This study aimed to clarify the epidemiology and associated factors about health status of rehabilitation patients.MethodsA quick questionnaire study based on C19-YRSm was conducted in mainland China through internet from May 1, 2023, to May 7, 2023. Chinese native speakers infected with Omicron variant agreed to participate were included. Persisting symptom and living habits were simultaneously inquired. Logistic regression analysis was used to identify the associated factors.ResultsIn this study 753 individuals were included. Of whom 57.90% were males, 89.38% did not seek medical service, 99.47% recovered within less than 120 days. Breathlessness (47.68%), cognitive impairment (44.89%), Anxiety/mood changes (33.20%), pain/discomfort (32.94%), fatigue or tiredness not improved by rest (32.27%) and post-exertional malaise (30.01%) were the top reported key symptoms. Less than 10% respondents reported functional limitations. The prevalence of fever was reported greater than that of other symptoms, with dry eyes at 14.87%, appetite change at 14.34%, and hair loss at 12.22%. Middle age (OR: 2.353, 95%CI: 1.171 ~ 4.729), underlying diseases (OR: 2.293, 95%CI: 1.216 ~ 4.324), severe key symptom (OR: 6.168, 95%CI: 1.376 ~ 27.642) and at least one other symptom (OR: 1.847, 95%CI: 1.225 ~ 2.718)during the recovery were the risk factors of poor overall health after infection (current overall health score <8; 74.10%), while daily exercise in recovery period (OR: 0.457, 95%CI: 0.229 ~ 0.913), a low-fat diet (OR: 0.600, 95%CI: 0.401 ~ 0.898) and the recovery time from 2 to 4 months (OR: 0.639, 95%CI: 0.445 ~ 0.918) were the protective factors.ConclusionThis is the first time to use the C19-YRSm scale to evaluate the health status in China. The study revealed prevalence of persistent symptoms within 120 days after Omicron onset.

Factors Predicting the Ability to Perform Activities of Daily Living among Stroke Patients in Rural Community Southern Thailand.

The aim of this study was to explore the factors associated with the ability to perform activities of daily living (ADL) among post-stroke patients participating in outpatient physical rehabilitation programmes in community hospital in southern Thailand. In this cross-sectional study, data were collected from 258 patients diagnosed with stroke through the HOSxP programme from 2018 to 2022. Patients' ADL were assessed using the Barthel Index measurement. Characteristics were described by percentages and medians (IOR). Associations of categorical variables were examined using the chi-squared test, and multiple logistic regressions were employed to identify factors predicting Barthel Index scores among stroke patients. Patients' capacity levels were categorised based on Barthel Index scores and rehabilitation criteria, and unadjusted and adjusted odds ratios (OR/AOR) were presented, with a significance level of 0.05. Of the 258 stroke patients, 59.30% were male, with a median age of 67 years old. Significant differences in Barthel Index scores were found with respect to gender, age, marital status, comorbidities and duration of rehabilitation (P < 0.05). Binary logistic regression analysis indicated that male stroke patients (AOR = 1.89; 95% confidence interval [CI]: 1.10, 3.26), individuals with single marital status (AOR = 4.62; 95% CI: 1.58, 13.49), absence of comorbidities (AOR = 0.53; 95% CI: 0.29, 0.98), and rehabilitation duration of less than five days (AOR = 4.38; 95% CI: 2.14, 8.96) were more likely to achieve independence in ADL with higher Barthel Index scores (P < 0.05). Several factors contribute to the effective planning of care and rehabilitation for stroke patients in rural area. Stroke rehabilitation programmes in this region should consider various elements, including patient characteristics, family involvement and clinical factors, to improve ADL performance.

Age-related hearing loss in older adults: etiology and rehabilitation strategies.

Age-related hearing loss (ARHL) is a prevalent sensory organ disorder among elderly individuals that significantly impacts their cognitive function, psychological well-being, and ability to perform activities of daily living. As the population ages, the number of ARHL patients is increasing. However, the Audiological rehabilitation (AR) status of patients is not promising. In recent years, there has been an increasing focus on the health and rehabilitation of elderly individuals, and significant progress has been made in researching various age-related disorders. However, a unified definition of ARHL in terms of etiology and rehabilitation treatment is still lacking. This study aims to provide a reference for future research on ARHL and the development of AR strategies by reviewing the classification, etiology, and rehabilitation of ARHL.

Change in EEG-EMG synchronization reflecting abnormal functional corticomuscular coupling following stroke: A pilot study

Stroke is a common clinical cardiovascular and cerebrovascular disease, which can cause severe motor dysfunction. Therefore, it is an important topic to investigate the abnormality mechanism of the cerebral cortex and the corresponding muscles after stroke. In this study, we investigated the functional corticomuscular coupling (FCMC) at specific frequencies by analyzing differences between stroke patients and healthy controls in hand movements. The transfer spectral entropy (TSE) method was used to analyze simultaneous electroencephalography (EEG) and electromyography (EMG) in the right-hand steady state force task. The results illustrated that healthy subjects had the highest TSE values at the beta band in the EMG→EEG and EEG→EMG directions, and the TSE value in the EEG→EMG direction was higher than that in the EMG→EEG direction. In contrast, for stroke patients, beta band coupling was weakened, and there was a notably higher enhancement of alpha and gamma bands in the EMG→EEG direction relative to the EEG→EMG direction. Further analysis found significant correlations between TSE area values at beta2 and gamma2 bands and clinical rating scales. This study demonstrates the frequency specificity properties of FCMC estimated by TSE can assess the rehabilitation status of stroke patients and contribute to our comprehension of the potential mechanism of motor control systems.

Recovery From Severe Mental Illnesses: The Influence of Personal and Psychosocial Factors in Community Settings.

Severe mental illnesses (SMIs) represent a significant public health challenge with substantial personal, economic and societal burdens. Despite treatment advances, recovery outcomes for SMI patients remain variable. This study aimed to investigate the influence of personal and psychosocial factors on recovery among SMI patients in community health settings. This cross-sectional study was conducted in 23 community health service centres in Nanjing, China. We recruited 924 participants diagnosed with SMIs, using a random sampling method. The relationships between individual, psychosocial factors and patients' recovery status were analysed by multiple linear regression. The mediation effect of medication adherence was further tested by the Sobel test with bootstrapping. The mean score of the Morningside Rehabilitation Status Scale (MRSS) of 924 patients with SMIs was 49.82 ± 41.52. The main influencing personal factors of recovery status were age, marital status, education, average annual income and duration of illness. Patients who were accepted by their families tended to have better recovery outcomes, while stigma and social impairment may hinder recovery. Medication adherence played a mediating role between psychosocial factors and recovery status. This study highlights the crucial role of psychosocial factors in the treatment and recovery of SMI patients. Furthermore, medication adherence emerged as a mediating factor. Implementing targeted interventions and policies addressing identified psychosocial barriers can offer promising avenues for improving recovery outcomes for SMI patients in community settings.

Postoperative rehabilitation after knee arthroplasty

Postoperative rehabilitation after knee arthroplasty plays adecisive role in restoring the function and mobility of the affected joint. However, there is still disagreement regarding the setting, structure and content of rehabilitation after knee arthroplasty, and the evidence on the individual measures is largely unclear. The aim of this article is to provide an evidence-based overview of the current status of rehabilitation after knee arthroplasty and to critically discuss the points that are still unclear. In view of the increasing prevalence of knee osteoarthritis and the rising number of knee endoprosthesis implantations, the optimization and scientific processing of postoperative rehabilitation is more important than ever in order to be able to offer scientifically sound, practice-oriented and cost-effective rehabilitation measures in the future. This review is based on asystematic literature search in Medline, Cochrane Library and Web of Science databases on the topic of postoperative rehabilitation after knee arthroplasty. Regarding specific treatment components, duration and frequency after knee arthroplasty, the evidence is unclear. Passive therapies should only be used supportive to active interventions. Educational programmes before and after knee arthroplasty can play acrucial role in outcome and patient satisfaction. Regular strength training should always be combined with centrally oriented components, such as motor imagery, to achieve better movement visualization and central anchoring. There is still afrequent lack of scientific evidence regarding individual therapeutic measures, their intensity, frequency, duration, exercise selection and their specific implementation in rehabilitation after knee arthroplasty. In the future, digital diagnostic and training tools will become established in both inpatient and outpatient therapy, supporting the urgently needed data collection for the scientific analysis of individual therapeutic measures.

Prospective study on functional outcome of distal femur fracture treated by open reduction and internal fixation using distal femur locking plate in Tibebe Ghion Specialized Hospital, Bahirdar, North West Ethiopia

BackgroundDistal femur fractures account for 6% of femur fractures. The treatment of distal femur fractures is challenging. Historically, nonoperative management has been the mainstay of management, which has evolved to operative management. There is no single implant used for all types of distal femur fractures. The implant evolves with time. The introduction of a distal femur locking plate (DF LCP) has had a great impact on the treatment. In developing countries like Ethiopia, there is scarcity of studies on functional outcome of operative treatment. So, this study aimed to assess the functional outcome of distal femur fractures treatment using distal femur locking plate.MethodsThis prospective cohort study was carried out among adult patients with distal femur fractures treated using distal femur locking plate at Tibebe Ghion Specialized Hospital from august 2022 to July 2023. A total of 60 patients with AO Type A and Type C fracture were included. All patients were followed for 6 months. Functional outcomes were assessed using Neer’s scoring system. Data was entered and analyzed using SPSS 27. Frequency, mean and cross tabulation were used to summarize descriptive statistics. Multinomial logistic regression was used to test the associations.ResultsIn our study out of 60 patients ,48.3% (29) had excellent functional outcomes, 30% (18) had good functional outcomes, 10% (6) had fair functional outcomes and 11.7% (7) had unsatisfactory functional outcomes according to Neer’s scoring system. Patients with closed distal femur fractures had 5 times higher probability of excellent functional outcome than those patients with open distal femur fractures (AOR (2.49(5.8 ,1.07)). Patients who had regular follow up had 7 times higher probability of excellent functional outcome than those who had no regular follow up (AOR 7.16(1.11,46.22)). The average union period was 4.63 months, with only 2 patients experiencing delayed union.ConclusionClosed fracture and regular follow up were determining factors for better functional outcomes. Closed fractures preserve the biological environment, which facilitates early fracture healing. The regular follow up helped patients to assess their rehabilitation status and pick any complication early.

A visualized and bibliometric analysis of cancer vocational rehabilitation research using CiteSpace

BACKGROUND: There are numerous publications on cancer vocational rehabilitation, visual techniques can help medical researchers and social workers be more familiar with the state of this field. OBJECTIVE: To summarize cancer vocational rehabilitation research, we applied visualized and bibliometric analysis to enable medical workers and social workers to identify evolving patterns of knowledge among articles and research trends, understand the current research status of vocational rehabilitation of cancer, and carry out further research on hot topics. METHODS: Based on a review of 933 papers on cancer vocational rehabilitation published in the Web of Science Core Collection, this study used Citespace software to systematically and objectively describe cancer vocational rehabilitation. RESULTS: Since 2003, the field of cancer vocational rehabilitation began to sprout. The most published and most cited country, institution, author and cited journal were the United States, University of Amsterdam, Angela G. E. M. de Boer, and Psycho-Oncology, respectively. The three most frequently cited keywords were breast cancer, quality of life and cancer survivor. The three keywords with the largest spike in citations were cohort, absence and symptom. Conducting randomized controlled trials or prospective cohort studies to help cancer survivors return to work, and using qualitative methods to understand the vocational rehabilitation experiences or perceptions of cancer survivors or medical staff are hotspots in this field. CONCLUSIONS: Cancer vocational rehabilitation has attracted the attention of researchers all over the world. Future studies may focus on other cancer types and explore more high quality interventions.

Sense of coherence in stroke: A concept analysis with Rodger's evolutionary approach.

Sense of coherence (SoC) refers to how individuals cope with stress and maintain health, yet its concept remains no consensus about how it is defined and applied in the context of stroke care. This study aims to clarify the concept of SoC by reviewing its applications in various stroke populations and its changes across different stages of stroke. The adapted steps of Rodger's evolutionary approach of concept analysis were used to explore the attributes, surrogate or related terms, antecedents, and consequences of SoC in stroke. Twenty-five articles were included after evaluating 1065 records and 80 full-text articles. The SoC's attributes, characterized with dynamicity of comprehensibility, manageability, and meaningfulness in stroke, lie within the different stroke phases (acute, sub-acute and chronic). There is no surrogate term to SoC. Related terms included coping, resistance resources, resilience, hardiness, and readiness. Antecedents related to stroke survivors and informal caregivers included sociodemographic factors, body functioning factors, social factors, stroke-related factors, and caring factors. Consequences for stroke survivors, informal caregivers, and dyads included psychological status, health behavior, marital satisfaction, care provision, and perception of rehabilitation needs. The findings of the concept analysis of SoC in stroke reveal that this concept extends beyond survivors experienced stroke, and its comprehensive understanding needs considering various aspects including the SoC of informal caregivers, dyads, and family. This paper serves as a novel perspective for future stroke care, focusing on the needs for dynamic monitoring and adaptations to changes of SoC at different stages of stroke care. A proper understanding of SoC can also contribute to developing assessment tools and theoretical models in stroke care with some emphasis on the phases of strokes (attributes), demographic and functional characteristics (antecedents), and both stroke survivor-caregiver-related outcomes sensitive to SoC.

Impact of the COVID-19 Pandemic on Acute Stroke Rehabilitation in Japanese Primary Stroke Centers: A Nationwide Cross-Sectional Study Using a Web-Based Questionnaire Survey

Introduction: Acute stroke rehabilitation is crucial for achieving good functional recovery, even during the coronavirus disease 2019 (COVID-19) pandemic. This study aimed to clarify the impact of the COVID-19 pandemic on acute stroke rehabilitation and identify which components in the acute stroke rehabilitation provision system were susceptible to the pandemic. Methods: A web-based questionnaire survey was conducted in all primary stroke centers (PSCs) in Japan between February 7 and April 21, 2022. The survey included questions about the current status of acute stroke rehabilitation and the influence of the pandemic. We classified the influences and investigated the relationship between the influence of the pandemic and the provision of rehabilitation. Additionally, we investigated a group of prefectures divided according to the grade of the pandemic. Results: The survey response rate was 67% (639 of 959 PSCs). Among them, 387 PSCs (61%) reported that the COVID-19 pandemic affected acute stroke rehabilitation. In PSCs affected by the pandemic, more rehabilitation-related staff were working, and the proportion of weekend/holiday rehabilitation implementation was higher compared to those unaffected. In PSCs from highly infected prefectures, no significant relationship was observed between the influence of the pandemic and the rehabilitation provision system. Conclusions: PSCs that provide denser acute stroke rehabilitation may be affected to a greater extent by the pandemic. We conclude that stroke hospitals should formulate infection control procedures for acute stroke rehabilitation in advance, depending on the conditions of the region and facility.

Nutritional status of children with cerebral palsy in Ghana.

Limited knowledge on nutritional epidemiology in Ghanaian children with Cerebral Palsy (CP) necessitates a comprehensive investigation for an improved understanding of malnutrition in this population. We aimed to describe the epidemiology of malnutrition among children with CP in Ghana. The study used data collected as part of the Ghana CP Register (GCPR). The GCPR is an institution-based surveillance of children with CP aged < 18 years in Ghana. Between October 2018 and April 2020, N = 455 children with CP were registered. Data were collected on (i) weight, length or height, mid-upper-arm-circumference of children with CP; (ii) socio-demographic characteristics; (iii) motor type and topography, gross motor function classification system level (GMFCS); (iv) associated impairments; (v) educational and rehabilitation status for each child. Descriptive and bivariate analyses were performed. Mean and standard deviation age of the registered children at assessment was 5.9 ± 4.1 years, and 42.1% were female. Two-thirds of the children had ≥ one form of undernutrition (underweight or severely underweight: 38.9%, stunted or severely stunted: 51.2%, thin or severely thin: 23.8%). In the adjusted analysis, low maternal education, GMFCS-IV, speech impairment and epilepsy significantly increased the odds of undernutrition among participating children (aOR: 2.6 [95% CI:1.3-5.4]; 2.2 [95% CI:1.0-4.8]; 2.0 [95% CI:1.1-3.6]; 2.9 [95% CI:1.1-7.5] respectively). The high malnutrition rate indicates an urgent need for nutrition interventions and translational research to improve nutritional status and prevent adverse outcomes among children with CP in Ghana. Our study contributes important data and a framework to develop guidelines and evidence-based interventions for children with CP in Ghana.

A study on the current status of home-based pulmonary rehabilitation in stable chronic obstructive pulmonary disease patients and its impact on quality of life

A study on the current status of home-based pulmonary rehabilitation in stable chronic obstructive pulmonary disease patients and its impact on quality of life

Influenza Vaccine Hesitancy among Cancer Survivors in China: A Multicenter Survey.

Cancer survivors are at higher risk of developing severe complications from influenza due to their compromised immune systems. Despite their increased vulnerability to influenza and the availability of vaccines, vaccine hesitancy among cancer survivors remains a significant public health concern in China. A multicenter, cross-sectional study was conducted among cancer survivors in China from January to December 2023. A total of 500 participants were recruited from the oncology departments of five tertiary hospitals. A structured, self-administered questionnaire was used to collect data on socio-demographic characteristics, cancer-related information, medical history, lifestyle factors, and influenza vaccine hesitancy. Univariate and multivariate logistic regression analyses were performed to identify factors associated with influenza vaccine hesitancy. The response rate was 97.0% (485/500). Among all participants, 204 (42.06%) reported vaccine hesitancy. The results of multiple logistic regression showed that the longer the end of anti-cancer treatment, without a history of adverse vaccine reactions, and the level of family support played a protective role in vaccine hesitancy. Current rehabilitation status, frequent colds, not being informed by doctors about vaccination, exercising, lack of community vaccination education programs, and concerns about vaccine safety were risk factors that increase vaccine hesitancy. A high proportion of cancer survivors in our study reported influenza vaccine hesitancy. Addressing concerns about vaccine safety, improving access to vaccination services, and enhancing doctor-patient communication are crucial for increasing influenza vaccine uptake in this vulnerable population.

The Impact of Gamified Auditory-Verbal Training for Hearing-Challenged Children at Intermediate and Advanced Rehabilitation Stages.

Background: Auditory-verbal training is essential for children with hearing challenges, and the gamification approach has become a promising direction for improving the rehabilitation experience and effect. However, the specific influence of the gamified training approach on participants at different rehabilitation stages has not been empirically studied, especially in the practical training effect caused by gamified interventions and the varying influence on children with different rehabilitation status. Objective: This article is thus intended to investigate the following research questions: (1) do the training performances of children at advanced rehabilitation stage differ before and after using the gamified training system? (2) Do the training performances of children at intermediate rehabilitation stage differ before and after using the gamified training system? (3) Do children enjoy the gamified training approach? Methods: For the purpose, a digital gamified auditory-verbal training system was originally developed, and a series of user experiments were organized. The training performance of 31 hearing-challenged children was assessed, and interviews with six professional therapists were conducted. Results: It can be found that generally the gamified training approach can effectively facilitate the training experience and help with the basic auditory memory and expression capabilities. Moreover, it is feasible to be applied in practical training due to the high customization of digital training contents, multimodal interactive training means, and highly enjoyable training experience. Conclusions: Regarding the specific influence, the gamified way can better improve the basic auditory-verbal performance of children at the intermediate stage since the focus is more on the ease of learning and adaption to the training system. While for children at the advanced rehabilitation stage, the precise training and professional training contents are more in demand, it is not easy to achieve quick improvements. These findings and conclusions can provide insights for further explorations and applications of the gamification approach in children's auditory-verbal rehabilitation. This study was approved by the Institutional Review Board (IRB) of Shanghai Jiao Tong University with the approval number H2022213P.

Regenerative rehabilitation: the effects of physical factors on regeneration

Wound regeneration and repair is one of the primary research fields in burn and wound repair surgery. In recent years, with the continuous advancement of treatment concept and technologies in the field of rehabilitation, the connection between rehabilitation treatment and wound regeneration and repair has become closer, forming a new concept "regenerative rehabilitation". This article discussed the concept formation and development status of regenerative rehabilitation, and the future development and potential leading value of regenerative rehabilitation field.

Menneskeretligt lys på resocialisering i dansk straffuldbyrdelsesret

AbstractThis article seeks to clarify the concept of rehabilitation in the context of human rights and demonstrate its incorporation into applicable prison law in Denmark. The discussion begins with a summary of select US judgments and analyses of case law. It then delves into the most prominent stipulations and recommendations of international law. Finally, it proceeds to an analysis of the status of rehabilitation within Danish law. The article concludes that while Danish law concerning rehabilitation is generally in harmony with human rights requirements and recommendations, there are certain instances where legislation and practice fall short of human rights standards

Enhancing psychiatric rehabilitation outcomes through a multimodal multitask learning model based on BERT and TabNet: An approach for personalized treatment and improved decision-making

Evaluating the rehabilitation status of individuals with serious mental illnesses (SMI) necessitates a comprehensive analysis of multimodal data, including unstructured text records and structured diagnostic data. However, progress in the effective assessment of rehabilitation status remains limited. Our study develops a deep learning model integrating Bidirectional Encoder Representations from Transformers (BERT) and TabNet through a late fusion strategy to enhance rehabilitation prediction, including referral risk, dangerous behaviors, self-awareness, and medication adherence, in patients with SMI. BERT processes unstructured textual data, such as doctor's notes, whereas TabNet manages structured diagnostic information. The model's interpretability function serves to assist healthcare professionals in understanding the model's predictive decisions, improving patient care. Our model exhibited excellent predictive performance for all four tasks, with an accuracy exceeding 0.78 and an area under the curve of 0.70. In addition, a series of tests proved the model's robustness, fairness, and interpretability. This study combines multimodal and multitask learning strategies into a model and applies it to rehabilitation assessment tasks, offering a promising new tool that can be seamlessly integrated with the clinical workflow to support the provision of optimized patient care.

DARI Evaluation Syndesmosis

Introduction/Purpose: Return to play (RTP) assessment and decision-making protocols are among the most discussed topics in sports medicine. Given the lack of validated guidelines, physicians and rehabilitation practitioners often rely on subjective functional evaluation to guide decisions to RTP. Biomechanical assessment using motion capture may be a useful strategy to evaluate an athlete’s post-injury functional status, and to estimate their ability to RTP with reduced risk of re-injury. The purpose of this case-study was to determine the efficacy of using marker-less 3D motion capture to provide an objective functional evaluation to tailor rehabilitation and aid RTP status for a patient who underwent syndesmotic fixation. Methods: In this case-study, a National Collegiate Athletic Association Division I collegiate football offensive lineman (Height: 1.96 m, Weight: 141 kg) performed a movement screen 5 weeks after left ankle syndesmotic fixation for purely ligamentous syndesmotic injury. Testing was performed at the anticipated time of RTP. After a standardized warm-up, the patient performed a series of 14 movements consisting of upper and lower extremity actions in all three planes of motion, including bilateral and unilateral lower extremity actions. Kinematic data was captured using an 8-camera marker-less motion capture system (MLMCS). Left and right joint-specific ranges of motion were compared for symmetry and to normative data produced by the MLMCS manufacturer. Results: The participant successfully performed all 14 movements without limitation. Ankle flexion was symmetrical during bilateral and unilateral squatting actions. However, left ankle (i.e., involved side) flexion was consistently less than right ankle flexion during more dynamic actions (Table 1). Despite the asymmetries, ankle range of motion was within normal ranges for both sides in all movements. From a performance standpoint, left-side jump heights were consistently less than the right-side efforts during the unilateral countermovement jump (left: 34.5 cm versus right: 41.1 cm; -16.0%) and consecutive hops (left: 29.5 cm versus right: 33.0 cm; -10.8%). Results were shared with the athletic trainer to focus rehabilitation efforts. The patient was able to fully RTP at 6 weeks. Conclusion: In this case-study, the patient successfully performed a movement screen without limitation at the time of RTP after left ankle syndesmotic fixation. A MLMCS detected kinematic differences that would be difficult to qualitatively recognize. Specifically, the patient expressed reduced ankle flexion and jumping performance on the operative side. No baseline screening was performed, but the observed asymmetries were consistent with what would be expected from the specific injury. Further research is needed to compare baseline measures to kinematic changes. These findings suggest that a basic movement screen using MLMCS can detect kinematic asymmetries after syndesmotic fixation. Table 1. Kinematic Assessment of Ankle Range of Motion