Toward Precision Cardiac Rehabilitation: Current Limitations and Future Opportunities of Omics and Artificial Intelligence

Amine Ghram, Javier Loureiro Diaz, Preeti Raghavan, Arto J. Hautala, Rasha Kaddoura, Jari A. Laukkanen, Setor K. Kunutsor, Mohamed A. Elrayess, Beat Knechtle, Katja Weiss, Thomas Rosemann, Salaheddin M. Sharif, Amanda R. Bonikowske, Thijs M. H. Eijsvogels, Linda S. Pescatello, Leonard A. Kaminsky, Abraham Samuel Babu, Giuseppe Biondi-Zoccai, Manuel Avelino Giráldez-García, Javaid Nauman, Giuseppe Lippi, Josef Niebauer, Francesco Perone, Karim Chamari, Hani Sabbour, Miguel Paniagua, Sara Omar, Karam I. Turk-Adawi, Marta Supervia, Laila Hedaya, Omar Ibrahim, Mohamed Suliman, Praveen Jayaprabha Surendran, Daniel Martinez-Bussion, Manal S. Al Shamari, Mohammed Alhashemi, Tagowg Agab, Rehab Ahmad, M. S. Ajimsha, Adam Staron, Adel Shabana, Amal Albatini, Abdulfattah S. Alqahtani, Raghdah Aljehani, Aisha Aladab, Hisham A. Sattar, Trine Moholdt, Øyvind Sandbakk, Carl J. Lavie, Helmi Ben Saad

Open source

DOI: 10.1007/s40279-026-02453-0
Published: 2026-06-15
Container: Sports Medicine
Publisher: Springer Science and Business Media LLC
Open access: unknown

Credibility signals

uncertain Score 64/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.

Show all credibility signals

supportingDOI registered: A matching record was returned by Crossref. Source: Crossref; license: CC0 metadata
supportingDOI resolves: A matching record was returned by Crossref. Source: Crossref; license: CC0 metadata
not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility. Source: DOAJ; license: CC0
not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredOpen access status: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
supportingMetadata completeness: All 6 scored descriptive metadata groups are present. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer

Cite this work

BibTeX

@article{allodium:10.1007/s40279-026-02453-0,
  title = {Toward Precision Cardiac Rehabilitation: Current Limitations and Future Opportunities of Omics and Artificial Intelligence},
  author = {Amine Ghram and Javier Loureiro Diaz and Preeti Raghavan and Arto J. Hautala and Rasha Kaddoura and Jari A. Laukkanen and Setor K. Kunutsor and Mohamed A. Elrayess and Beat Knechtle and Katja Weiss and Thomas Rosemann and Salaheddin M. Sharif and Amanda R. Bonikowske and Thijs M. H. Eijsvogels and Linda S. Pescatello and Leonard A. Kaminsky and Abraham Samuel Babu and Giuseppe Biondi-Zoccai and Manuel Avelino Giráldez-García and Javaid Nauman and Giuseppe Lippi and Josef Niebauer and Francesco Perone and Karim Chamari and Hani Sabbour and Miguel Paniagua and Sara Omar and Karam I. Turk-Adawi and Marta Supervia and Laila Hedaya and Omar Ibrahim and Mohamed Suliman and Praveen Jayaprabha Surendran and Daniel Martinez-Bussion and Manal S. Al Shamari and Mohammed Alhashemi and Tagowg Agab and Rehab Ahmad and M. S. Ajimsha and Adam Staron and Adel Shabana and Amal Albatini and Abdulfattah S. Alqahtani and Raghdah Aljehani and Aisha Aladab and Hisham A. Sattar and Trine Moholdt and Øyvind Sandbakk and Carl J. Lavie and Helmi Ben Saad},
  year = {2026},
  journal = {Sports Medicine},
  doi = {10.1007/s40279-026-02453-0},
  url = {https://doi.org/10.1007/s40279-026-02453-0}
}

RIS

TY  - JOUR
TI  - Toward Precision Cardiac Rehabilitation: Current Limitations and Future Opportunities of Omics and Artificial Intelligence
AU  - Amine Ghram
AU  - Javier Loureiro Diaz
AU  - Preeti Raghavan
AU  - Arto J. Hautala
AU  - Rasha Kaddoura
AU  - Jari A. Laukkanen
AU  - Setor K. Kunutsor
AU  - Mohamed A. Elrayess
AU  - Beat Knechtle
AU  - Katja Weiss
AU  - Thomas Rosemann
AU  - Salaheddin M. Sharif
AU  - Amanda R. Bonikowske
AU  - Thijs M. H. Eijsvogels
AU  - Linda S. Pescatello
AU  - Leonard A. Kaminsky
AU  - Abraham Samuel Babu
AU  - Giuseppe Biondi-Zoccai
AU  - Manuel Avelino Giráldez-García
AU  - Javaid Nauman
AU  - Giuseppe Lippi
AU  - Josef Niebauer
AU  - Francesco Perone
AU  - Karim Chamari
AU  - Hani Sabbour
AU  - Miguel Paniagua
AU  - Sara Omar
AU  - Karam I. Turk-Adawi
AU  - Marta Supervia
AU  - Laila Hedaya
AU  - Omar Ibrahim
AU  - Mohamed Suliman
AU  - Praveen Jayaprabha Surendran
AU  - Daniel Martinez-Bussion
AU  - Manal S. Al Shamari
AU  - Mohammed Alhashemi
AU  - Tagowg Agab
AU  - Rehab Ahmad
AU  - M. S. Ajimsha
AU  - Adam Staron
AU  - Adel Shabana
AU  - Amal Albatini
AU  - Abdulfattah S. Alqahtani
AU  - Raghdah Aljehani
AU  - Aisha Aladab
AU  - Hisham A. Sattar
AU  - Trine Moholdt
AU  - Øyvind Sandbakk
AU  - Carl J. Lavie
AU  - Helmi Ben Saad
PY  - 2026
JO  - Sports Medicine
DO  - 10.1007/s40279-026-02453-0
UR  - https://doi.org/10.1007/s40279-026-02453-0
ER  -

APA

Ghram, A., Diaz, J. L., Raghavan, P., Hautala, A. J., Kaddoura, R., Laukkanen, J. A., Kunutsor, S. K., Elrayess, M. A., Knechtle, B., Weiss, K., Rosemann, T., Sharif, S. M., Bonikowske, A. R., Eijsvogels, T. M. H., Pescatello, L. S., Kaminsky, L. A., Babu, A. S., Biondi-Zoccai, G., Giráldez-García, M. A., Nauman, J., Lippi, G., Niebauer, J., Perone, F., Chamari, K., Sabbour, H., Paniagua, M., Omar, S., Turk-Adawi, K. I., Supervia, M., Hedaya, L., Ibrahim, O., Suliman, M., Surendran, P. J., Martinez-Bussion, D., Shamari, M. S. A., Alhashemi, M., Agab, T., Ahmad, R., Ajimsha, M. S., Staron, A., Shabana, A., Albatini, A., Alqahtani, A. S., Aljehani, R., Aladab, A., Sattar, H. A., Moholdt, T., Sandbakk, Ø., Lavie, C. J., & Saad, H. B. (2026). Toward Precision Cardiac Rehabilitation: Current Limitations and Future Opportunities of Omics and Artificial Intelligence. Sports Medicine. https://doi.org/10.1007/s40279-026-02453-0

Source records

crossref · retrieved 2026-09-26T15:10:40.125Z