Meta-Learning for Avatar Kinematics Reconstruction in Virtual Reality Rehabilitation

Axenie, Cristian; Becher, Armin; Kurz, Daria; Grauschopf, Thomas

doi:10.1109/bibe.2019.00117

Cited by 4 publications

(3 citation statements)

References 22 publications

Supporting

Mentioning

Contrasting

Order By: Relevance

“…The mismatch between the internal neural models updates during the task and the external assessment of the rehabilitation system would then be used to parametrize the VR stimulation through the avatar. Preliminary experiments in Axenie et al (76) confirm this hypothesis. The parametrization assumes the particular rendering of the patient avatar (i.e., with deficits) against a healthy patient avatar (i.e., no deficit).…”

Section: Recommendation For a Patient-centered Virtual Reality Intervmentioning

confidence: 79%

Role of Kinematics Assessment and Multimodal Sensorimotor Training for Motion Deficits in Breast Cancer Chemotherapy-Induced Polyneuropathy: A Perspective on Virtual Reality Avatars

Axenie

Kurz

2020

Front. Oncol.

Self Cite

View full text Add to dashboard Cite

Section: Recommendation For a Patient-centered Virtual Reality Intervmentioning

confidence: 79%

Role of Kinematics Assessment and Multimodal Sensorimotor Training for Motion Deficits in Breast Cancer Chemotherapy-Induced Polyneuropathy: A Perspective on Virtual Reality Avatars

Axenie

Kurz

2020

Front. Oncol.

Self Cite

View full text Add to dashboard Cite

“…With the increasing number of cancer survivors, more attention is being paid to persistent sequelae of tumor treatment and supportive measures [ 93 - 95 ] used as adjuncts to mainstream cancer care to control symptoms and enhance well-being [ 96 - 100 ]. The broad literature overview allowed us to identify a series of challenges and the associated opportunities that digital interventions could offer in supportive care.…”

Section: Resultsmentioning

confidence: 99%

Status and Recommendations of Technological and Data-Driven Innovations in Cancer Care: Focus Group Study

Kondylakis¹,

Axenie²,

Bastola³

et al. 2020

J Med Internet Res

Self Cite

View full text Add to dashboard Cite

Background The status of the data-driven management of cancer care as well as the challenges, opportunities, and recommendations aimed at accelerating the rate of progress in this field are topics of great interest. Two international workshops, one conducted in June 2019 in Cordoba, Spain, and one in October 2019 in Athens, Greece, were organized by four Horizon 2020 (H2020) European Union (EU)–funded projects: BOUNCE, CATCH ITN, DESIREE, and MyPal. The issues covered included patient engagement, knowledge and data-driven decision support systems, patient journey, rehabilitation, personalized diagnosis, trust, assessment of guidelines, and interoperability of information and communication technology (ICT) platforms. A series of recommendations was provided as the complex landscape of data-driven technical innovation in cancer care was portrayed. Objective This study aims to provide information on the current state of the art of technology and data-driven innovations for the management of cancer care through the work of four EU H2020–funded projects. Methods Two international workshops on ICT in the management of cancer care were held, and several topics were identified through discussion among the participants. A focus group was formulated after the second workshop, in which the status of technological and data-driven cancer management as well as the challenges, opportunities, and recommendations in this area were collected and analyzed. Results Technical and data-driven innovations provide promising tools for the management of cancer care. However, several challenges must be successfully addressed, such as patient engagement, interoperability of ICT-based systems, knowledge management, and trust. This paper analyzes these challenges, which can be opportunities for further research and practical implementation and can provide practical recommendations for future work. Conclusions Technology and data-driven innovations are becoming an integral part of cancer care management. In this process, specific challenges need to be addressed, such as increasing trust and engaging the whole stakeholder ecosystem, to fully benefit from these innovations.

show abstract

“…With the increasing number of cancer survivors, more attention is being paid to persistent sequelae of tumor treatment and supportive measures [93][94][95] used as adjuncts to mainstream cancer care to control symptoms and enhance well-being [96][97][98][99][100]. The broad literature overview allowed us to identify a series of challenges and the associated opportunities that digital interventions could offer in supportive care.…”

Section: Opportunitiesmentioning

confidence: 99%

Status and Recommendations of Technological and Data-Driven Innovations in Cancer Care: Focus Group Study (Preprint)

Kondylakis¹,

Axenie²,

Bastola³

et al. 2020

Preprint

Self Cite

View full text Add to dashboard Cite

BACKGROUND The status of the data-driven management of cancer care as well as the challenges, opportunities, and recommendations aimed at accelerating the rate of progress in this field are topics of great interest. Two international workshops, one conducted in June 2019 in Cordoba, Spain, and one in October 2019 in Athens, Greece, were organized by four Horizon 2020 (H2020) European Union (EU)–funded projects: BOUNCE, CATCH ITN, DESIREE, and MyPal. The issues covered included patient engagement, knowledge and data-driven decision support systems, patient journey, rehabilitation, personalized diagnosis, trust, assessment of guidelines, and interoperability of information and communication technology (ICT) platforms. A series of recommendations was provided as the complex landscape of data-driven technical innovation in cancer care was portrayed. OBJECTIVE This study aims to provide information on the current state of the art of technology and data-driven innovations for the management of cancer care through the work of four EU H2020–funded projects. METHODS Two international workshops on ICT in the management of cancer care were held, and several topics were identified through discussion among the participants. A focus group was formulated after the second workshop, in which the status of technological and data-driven cancer management as well as the challenges, opportunities, and recommendations in this area were collected and analyzed. RESULTS Technical and data-driven innovations provide promising tools for the management of cancer care. However, several challenges must be successfully addressed, such as patient engagement, interoperability of ICT-based systems, knowledge management, and trust. This paper analyzes these challenges, which can be opportunities for further research and practical implementation and can provide practical recommendations for future work. CONCLUSIONS Technology and data-driven innovations are becoming an integral part of cancer care management. In this process, specific challenges need to be addressed, such as increasing trust and engaging the whole stakeholder ecosystem, to fully benefit from these innovations.

show abstract

Meta-Learning for Avatar Kinematics Reconstruction in Virtual Reality Rehabilitation

Cited by 4 publications

References 22 publications

Role of Kinematics Assessment and Multimodal Sensorimotor Training for Motion Deficits in Breast Cancer Chemotherapy-Induced Polyneuropathy: A Perspective on Virtual Reality Avatars

Role of Kinematics Assessment and Multimodal Sensorimotor Training for Motion Deficits in Breast Cancer Chemotherapy-Induced Polyneuropathy: A Perspective on Virtual Reality Avatars

Status and Recommendations of Technological and Data-Driven Innovations in Cancer Care: Focus Group Study

Status and Recommendations of Technological and Data-Driven Innovations in Cancer Care: Focus Group Study (Preprint)

Contact Info

Product

Resources

About