Application of Elastic Traction Band Combined with Pain Assessment in Elderly Patients After Hip Replacement.

Objective: This study aims to investigate the use of an elastic traction band in conjunction with pain evaluation in geriatric patients after hip replacement. Methods: Eighty hip arthroplasty cases involving senior patients at our institution were chosen for this study, covering the period from February 2021 to January 2022. They were separated into the control and observation groups using the premise of comparing and contrasting the two groups' shared fundamental characteristics. Traditional nursing care was given to the control group, while the observation group got an elastic stretch traction belt and pain assessment nursing care. The application effect of the two groups was observed. Results: Before surgery, there was no statistically significant difference in the Harris hip function score between the two groups (P > .05). Harris scores for research items in both groups improved 6 months after surgery, compared to scores obtained before surgery (P < .05), and the increase was greater in the observation group than in the control group (P < .05). Self-efficacy for physical activity, coping, and the overall SER scale were all greater in the observation group than in the control group (P < .05). There was no statistically significant difference between the two groups on any measure of material wellbeing (P > .05). Mental and physical health scores were better in the observation group than in the control group (P < .05). Patients' social dimensions were compared to those of two control groups, and the results showed no statistically significant difference in terms of social function aspects (P > .05), although the control group reported much lower levels of enjoyment, learning, and work, the observation group reported significantly greater levels (P < .05). Patient treatment compliance study using a rank sum test revealed that the observation group's postoperative exercise compliance was considerably greater than that of the control group. Observation group members were more compliant than control group members, with an average rank of 30.829 compared to 40.171 for both groups (P < .05). Conclusion: Patients who have had hip arthroplasty may benefit from using an elastic traction belt in conjunction with pain assessment to increase the likelihood that they would participate in rehabilitation exercises, so enhancing their self-efficacy, hip function, and quality of life.

A Multilayer and Multimodal-Fusion Architecture for Simultaneous Recognition of Endovascular Manipulations and Assessment of Technical Skills.

The clinical success of the percutaneous coronary intervention (PCI) is highly dependent on endovascular manipulation skills and dexterous manipulation strategies of interventionalists. However, the analysis of endovascular manipulations and related discussion for technical skill assessment are limited. In this study, a multilayer and multimodal-fusion architecture is proposed to recognize six typical endovascular manipulations. The synchronously acquired multimodal motion signals from ten subjects are used as the inputs of the architecture independently. Six classification-based and two rule-based fusion algorithms are evaluated for performance comparisons. The recognition metrics under the determined architecture are further used to assess technical skills. The experimental results indicate that the proposed architecture can achieve the overall accuracy of 96.41%, much higher than that of a single-layer recognition architecture (92.85%). In addition, the multimodal fusion brings significant performance improvement in comparison with single-modal schemes. Furthermore, the K -means-based skill assessment can obtain an accuracy of 95% to cluster the attempts made by different skill-level groups. These hopeful results indicate the great possibility of the architecture to facilitate clinical skill assessment and skill learning.

Qualitative and Quantitative Assessment of Technical Skills in Percutaneous Coronary Intervention: In Vivo Porcine Studies.

OBJECTIVE: Technical skill assessment plays an important role in the professional development of an interventionalist in percutaneous coronary intervention (PCI). However, most of the traditional assessment methods are time consuming and subjective. This paper aims to develop objective assessment techniques. METHODS: In this study, a natural-behavior-based assessment framework is proposed to qualitatively and quantitatively assess technical skills in PCI. In vivo porcine studies were conducted to deliver a medical guidewire to two target coronaries of left circumflex arteries by six novice and four expert interventionalists. Simultaneously, four types of natural behaviors (i.e., hand motion, proximal force, muscle activity, and finger motion) were acquired from the subjects' dominant hand and arm. The features extracted from the behaviors of different skill-level groups were compared using the Mann-Whitney U-test for effective behavior selection. The effective ones were further applied in the Gaussian-mixture-model-based qualitative assessment and Mahalanobis-distance-based quantitative assessment. RESULTS: The qualitative assessment achieves an accuracy of 92% to distinguish the novice and expert attempts, which is significantly higher than that of using single guidewire motions. Furthermore, the quantitative assessment can assign objective and effective scores for all attempts, indicating high correlation ( R = 0.9225) to those obtained by traditional methods. CONCLUSION: The objective, effective, and comprehensive assessment of technical skills can be provided by qualitatively and quantitatively analyzing interventionalists' natural behaviors in PCI. SIGNIFICANCE: This paper suggests a novel approach for the technical skill assessment and the promising results demonstrate the great importance and effectiveness of the proposed method for promoting the development of objective assessment techniques.

Analysis of Interventionalists' Natural Behaviors for Recognizing Motion Patterns of Endovascular Tools During Percutaneous Coronary Interventions.

Many robotic platforms can indeed reduce radiation exposure to clinicians during percutaneous coronary intervention (PCI), however, interventionalists' natural manipulations are rarely involved in robot-assisted PCI. This requires more attention to analyze interventionalists' natural behaviors during conventional PCI. In this study, four types of natural behavior (i.e., muscle activity, hand motion, proximal force, and finger motion) were synchronously acquired from ten subjects while performing six typical types of guidewire manipulation. These behaviors are evaluated by a hidden Markov model (HMM) based analysis framework for relevant behavior selection. Relevant behaviors are further used as the input of two HMM-based classification frameworks to recognize guidewire motion patterns. Experimental results show that under the basic classification framework (BCF), 91.01% and 93.32% recognition accuracies can be achieved by using all behaviors and relevant behaviors, respectively. Furthermore, the hierarchical classification framework can significantly enhance the recognition ability of relevant behaviors with an accuracy of 96.39%. These promising results demonstrate great potential of proposed methods for promoting the future design of human-robot interfaces in robot-assisted PCI.