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Exploring Occupational Asthmagen-Related Asthma Phenotypes: A Cluster Analysis and Machine Learning Study.

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Title: Exploring Occupational Asthmagen-Related Asthma Phenotypes: A Cluster Analysis and Machine Learning Study.
Authors: Liao TC; Department of Public Health, College of Health Science, Kaohsiung Medical University, Kaohsiung, Taiwan., Tsai PC; Department of Biomedical Sciences, Chang Gung University, Taoyuan, Taiwan.; Healthy Aging Research Center, Chang Gung University, Taoyuan, Taiwan.; Molecular Infectious Disease Research Center, Chang Gung Memorial Hospital, Taoyuan, Taiwan., Lin MC; Division of Pulmonary and Critical Care Medicine, Department of Medicine, Chang Gung, Memorial Hospital-Kaohsiung, Medical Center, Chang Gung University College of Medicine, Kaohsiung, Taiwan., Wu CC; Division of Pulmonary and Critical Care Medicine, Department of Medicine, Chang Gung, Memorial Hospital-Kaohsiung, Medical Center, Chang Gung University College of Medicine, Kaohsiung, Taiwan., Chen HC; Division of Pulmonary and Critical Care Medicine, Department of Medicine, Chang Gung, Memorial Hospital-Kaohsiung, Medical Center, Chang Gung University College of Medicine, Kaohsiung, Taiwan., Chen PS; Department of Public Health, College of Health Science, Kaohsiung Medical University, Kaohsiung, Taiwan., Lin YC; Institute of Environmental Engineering, National Sun Yat-Sen University, Kaohsiung, Taiwan., Chen KS; Institute of Environmental Engineering, National Sun Yat-Sen University, Kaohsiung, Taiwan., Wang TN; Department of Public Health, College of Health Science, Kaohsiung Medical University, Kaohsiung, Taiwan.; Department of Medical Research, Kaohsiung Medical University Hospital, Kaohsiung, Taiwan.
Source: Allergy [Allergy] 2025 Apr; Vol. 80 (4), pp. 1137-1142. Date of Electronic Publication: 2024 Dec 16.
Publication Type: Letter
Journal Info: Publisher: Wiley-Blackwell Country of Publication: Denmark NLM ID: 7804028 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1398-9995 (Electronic) Linking ISSN: 01054538 NLM ISO Abbreviation: Allergy Subsets: MEDLINE; In Process
Database: MEDLINE Ultimate
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  Data: Exploring Occupational Asthmagen-Related Asthma Phenotypes: A Cluster Analysis and Machine Learning Study.
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  Data: <searchLink fieldCode="AU" term="%22Liao+TC%22">Liao TC</searchLink>; Department of Public Health, College of Health Science, Kaohsiung Medical University, Kaohsiung, Taiwan.<br /><searchLink fieldCode="AU" term="%22Tsai+PC%22">Tsai PC</searchLink>; Department of Biomedical Sciences, Chang Gung University, Taoyuan, Taiwan.; Healthy Aging Research Center, Chang Gung University, Taoyuan, Taiwan.; Molecular Infectious Disease Research Center, Chang Gung Memorial Hospital, Taoyuan, Taiwan.<br /><searchLink fieldCode="AU" term="%22Lin+MC%22">Lin MC</searchLink>; Division of Pulmonary and Critical Care Medicine, Department of Medicine, Chang Gung, Memorial Hospital-Kaohsiung, Medical Center, Chang Gung University College of Medicine, Kaohsiung, Taiwan.<br /><searchLink fieldCode="AU" term="%22Wu+CC%22">Wu CC</searchLink>; Division of Pulmonary and Critical Care Medicine, Department of Medicine, Chang Gung, Memorial Hospital-Kaohsiung, Medical Center, Chang Gung University College of Medicine, Kaohsiung, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chen+HC%22">Chen HC</searchLink>; Division of Pulmonary and Critical Care Medicine, Department of Medicine, Chang Gung, Memorial Hospital-Kaohsiung, Medical Center, Chang Gung University College of Medicine, Kaohsiung, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chen+PS%22">Chen PS</searchLink>; Department of Public Health, College of Health Science, Kaohsiung Medical University, Kaohsiung, Taiwan.<br /><searchLink fieldCode="AU" term="%22Lin+YC%22">Lin YC</searchLink>; Institute of Environmental Engineering, National Sun Yat-Sen University, Kaohsiung, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chen+KS%22">Chen KS</searchLink>; Institute of Environmental Engineering, National Sun Yat-Sen University, Kaohsiung, Taiwan.<br /><searchLink fieldCode="AU" term="%22Wang+TN%22">Wang TN</searchLink>; Department of Public Health, College of Health Science, Kaohsiung Medical University, Kaohsiung, Taiwan.; Department of Medical Research, Kaohsiung Medical University Hospital, Kaohsiung, Taiwan.
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  Data: <searchLink fieldCode="JN" term="%227804028%22">Allergy</searchLink> [Allergy] 2025 Apr; Vol. 80 (4), pp. 1137-1142. <i>Date of Electronic Publication: </i>2024 Dec 16.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Wiley-Blackwell%22">Wiley-Blackwell </searchLink><i>Country of Publication: </i>Denmark <i>NLM ID: </i>7804028 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1398-9995 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2201054538%22">01054538 </searchLink><i>NLM ISO Abbreviation: </i>Allergy <i>Subsets: </i>MEDLINE; In Process
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        Value: 10.1111/all.16422
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      – Code: eng
        Text: English
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              Text: 2025 Apr
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              Y: 2025
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