An ensemble learning model for detection of pulmonary hypertension using electrocardiogram, chest X-ray, and brain natriuretic peptide

Our ensemble learning model improved doctors' accuracy in detecting PH from ECG, CXR, and BNP examinations. This suggests that earlier and more accurate PH diagnosis is possible, potentially improving patient prognosis.

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Publication Details

Journal
European Heart Journal - Digital Health
Published
2024-12-18
DOI
https://doi.org/10.1093/ehjdh/ztae097
Citations
3
Primary Topic
Pulmonary Hypertension Research and Treatments
Type
article
Field-Weighted Citation Impact
1.26

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article

An ensemble learning model for detection of pulmonary hypertension using electrocardiogram, chest X-ray, and brain natriuretic peptide

Norihiko Takeda, Katsuhito Fujiu, Hiroyuki Watanabe, Hideo Fujita et al.
3 citations
European Heart Journal - Digital Health
Pulmonary Hypertension Research and Treatments
1.26
article

An ensemble learning model for detection of pulmonary hypertension using electrocardiogram, chest X-ray, and brain natriuretic peptide

Norihiko Takeda, Katsuhito Fujiu, Hiroyuki Watanabe, Hideo Fujita, Shun Minatsuki, Junichi Ishida, Hiroshi Akazawa, Masao Takahashi, Nahoko Kato, Mamoru Nanasato, Shinnosuke Sawano, Hiroki Shinohara, Naoto Setoguchi, Shunichi Kushida, Satoshi Kodera, Hiroyuki Morita, Koki Nakanishi, Risa Kishikawa, Hisataka Maki, Jiro Ando, Kengo Tanabe, Masataka Satô, Naoko Sawada
article en
3 citations

Abstract

Our ensemble learning model improved doctors' accuracy in detecting PH from ECG, CXR, and BNP examinations. This suggests that earlier and more accurate PH diagnosis is possible, potentially improving patient prognosis.

European Heart Journal - Digital HealthVol. 6(2)
Jichi Medical University (JP), NTT Medical Center (JP), University of Tokyo Hospital (JP), Sakakibara Hospital (JP), Mitsui Memorial Hospital (JP), Juntendo University Urayasu Hospital (JP), Asahi General Hospital (JP), JR Tokyo General Hospital (JP), Jichi Medical University Saitama Medical Center (JP), The University of Tokyo (JP)
Japan Agency for Medical Research and Development, University of Tokyo
Openalex Percentile: Top 17%
Pulmonary Hypertension Research and Treatments
1.26
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