Decision-making aids for upper limb interventions in neurological rehabilitation: a scoping review

Tan, Amelia; Copley, Jodie; Fleming, Jennifer

doi:10.1080/09638288.2021.1924881

Cited by 3 publications

(2 citation statements)

References 67 publications

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“…The diversity of the client group contributes to this complexity, in terms of both upper limb (Sheen & McGuire, 2001) and personal characteristics and experiences (Copley et al, 2008;Kuipers et al, 2006). Whilst there is a variety of upper limb intervention techniques now available to therapists, lack of detail regarding their individualised application has resulted in a need for more guidance in intervention decisionmaking and application (Hayward et al, 2020Tan, Copley & Fleming, 2021.…”

Section: Introductionmentioning

confidence: 99%

Building Expertise in the Workplace: Occupational Therapists Learning Upper Limb Hypertonicity Practice

Copley

Turpin

Justins

et al. 2023

Australian Journal of Clinical Education

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Introduction: Increasingly, novice occupational therapists are working in private practice. It is important to understand how to build clinical experience in complex practice areas. Upper limb hypertonicity management is a complex practice area requiring advanced workplace training. This study aimed to identify the teaching and learning processes that assist occupational therapists to acquire this expertise. Methods: Five hospital occupational therapists received 1.5-3 years of apprentice-style training in a specialist hypertonicity clinic. In-depth semi-structured interviews explored their experience. Qualitative Description was used to analyse the data. Results: Participants found that knowledge needed to be applied to practice and then revisited in a cyclical way to deepen their understanding and build their clinical skills. They benefited from having responsibilities graded and repeated opportunities for hands-on learning of embodied knowledge. Producing comprehensive progress notes and teaching colleagues and students were useful learning tools. Learning with a group of colleagues involved observation of the expert, intensive correction and guidance, and group discussion, reflection and questioning to build expertise. Conclusion: Workplaces need to intentionally support novice clinicians to gain expertise in complex practice areas using pedagogically sound training techniques. Continuous workplace training is needed to promote expertise in the face of changing healthcare funding policies.

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Section: Introductionmentioning

confidence: 99%

Building Expertise in the Workplace: Occupational Therapists Learning Upper Limb Hypertonicity Practice

Copley

Turpin

Justins

et al. 2023

Australian Journal of Clinical Education

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“…Existing prediction models based on artificial intelligence have significant drawbacks, notwithstanding their accuracy. First, these models' lack of openness and interpretability prohibits investors from employing them as decision-making aids [20], [21]. Due to the numerous uses of diamonds and the extensive linkages between the diamond market and other financial and commodity markets [22], [23], the diamond price time series also includes a high amount of intrinsic uncertainty.…”

Section: Introductionmentioning

confidence: 99%

Comparison of Machine Learning Algorithms for Predicting Diamond Prices Based on Exploratory Data Analysis

Basysyar¹,

Dwilestari²

2022

IJEAST

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Diamonds are a unique commodity whose socially generated notions significantly influence perceived value. To study how a diamond's physical attributes might predict its price, a massive dataset of loose diamonds scraped from an online diamond store is subjected to data mining, which reveals that diamond weight, color, and clarity are the most influential determinants of diamond pricing. Therefore, submit a proposal for an Exploratory Data Analysis that includes a component that analyses various parts of news articles using LASSO Regression, ElasticNet Regression, and Random Forest Regression. This system is trained on past data to forecast diamond prices while retaining an easily interpretable trading approach concerning rule complexity. The suggested strategy beats cutting-edge methods for prediction accuracy and interpretability, such as extreme learning machines using deep learning. Our data indicate that the news impact factor is crucial for forecasting. Demonstrate that the suggested system outperforms the average yearly return while offering a set of language trading rules that are interpretable. This has substantial repercussions for investors. A significant degree of subjectivity in diamond pricing may result from diamond dealers' price concealment techniques.

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Clinical utility of a decision-making aid for upper limb neurorehabilitation: applying the Hypertonicity Intervention Planning Model across cultures

2023

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Decision-making aids for upper limb interventions in neurological rehabilitation: a scoping review

Cited by 3 publications

References 67 publications

Building Expertise in the Workplace: Occupational Therapists Learning Upper Limb Hypertonicity Practice

Building Expertise in the Workplace: Occupational Therapists Learning Upper Limb Hypertonicity Practice

Comparison of Machine Learning Algorithms for Predicting Diamond Prices Based on Exploratory Data Analysis

Clinical utility of a decision-making aid for upper limb neurorehabilitation: applying the Hypertonicity Intervention Planning Model across cultures

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