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Machine Learning Reveals Novel Pediatric Heart Failure Phenotypes with Distinct Mortality and Hospitalization Outcomes.

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Title: Machine Learning Reveals Novel Pediatric Heart Failure Phenotypes with Distinct Mortality and Hospitalization Outcomes.
Authors: Akram, Muhammad Junaid1,2 (AUTHOR), Nawaz, Asad1,2 (AUTHOR), Liu, Lingjuan1,2 (AUTHOR), Zhang, Jinpeng1,2 (AUTHOR), Huang, Haixin1,2 (AUTHOR), Pan, Bo1,2 (AUTHOR), Yuan, Yuxing1,2 (AUTHOR) yuanyuxing@stu.cqmu.edu.cn, Tian, Jie1,2 (AUTHOR) jietian@cqmu.edu.cn
Source: Diagnostics (2075-4418). Nov2025, Vol. 15 Issue 22, p2893. 17p.
Database: Academic Search Ultimate
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  Data: Machine Learning Reveals Novel Pediatric Heart Failure Phenotypes with Distinct Mortality and Hospitalization Outcomes.
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  Data: <searchLink fieldCode="AR" term="%22Akram%2C+Muhammad+Junaid%22">Akram, Muhammad Junaid</searchLink><relatesTo>1,2</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Nawaz%2C+Asad%22">Nawaz, Asad</searchLink><relatesTo>1,2</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Liu%2C+Lingjuan%22">Liu, Lingjuan</searchLink><relatesTo>1,2</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Zhang%2C+Jinpeng%22">Zhang, Jinpeng</searchLink><relatesTo>1,2</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Huang%2C+Haixin%22">Huang, Haixin</searchLink><relatesTo>1,2</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Pan%2C+Bo%22">Pan, Bo</searchLink><relatesTo>1,2</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Yuan%2C+Yuxing%22">Yuan, Yuxing</searchLink><relatesTo>1,2</relatesTo> (AUTHOR)<i> yuanyuxing@stu.cqmu.edu.cn</i><br /><searchLink fieldCode="AR" term="%22Tian%2C+Jie%22">Tian, Jie</searchLink><relatesTo>1,2</relatesTo> (AUTHOR)<i> jietian@cqmu.edu.cn</i>
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  Data: <searchLink fieldCode="JN" term="%22Diagnostics+%282075-4418%29%22">Diagnostics (2075-4418)</searchLink>. Nov2025, Vol. 15 Issue 22, p2893. 17p.
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=asn&AN=189602670
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        Value: 10.3390/diagnostics15222893
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      – Code: eng
        Text: English
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      – TitleFull: Machine Learning Reveals Novel Pediatric Heart Failure Phenotypes with Distinct Mortality and Hospitalization Outcomes.
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            NameFull: Akram, Muhammad Junaid
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            NameFull: Huang, Haixin
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            NameFull: Pan, Bo
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            NameFull: Yuan, Yuxing
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              Text: Nov2025
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