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investigated the association model between environmental hormone-related living habits and breast cancer, as well as dietary improvement programs through machine learning and clinical validation of patients with breast cancer.
Female breast cancer is the second most common cancer worldwide and the age at diagnosis is decreasing. Traditional risk factor screening for breast cancer focuses on reproductive history, family history, age at menarche, and age at menopause; however, young patients diagnosed with breast cancer who do not meet the above risk factors are becoming common.This study established an association model between environmental hormones and breast cancer through machine learning to improve dietary programs to reduce the incidence of breast cancer.
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| Measure | Description | Time Frame |
|---|---|---|
| established an association model between environmental hormones and breast cancer | The basic personal information of the participants included gender, age, height, weight, past disease history, family history, reproductive history, postoperative medication, chemotherapy type, breast cancer pathology type, stage, etc. | 2015~2024 |
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This study recruited research subjects from an outpatient clinic and ward of the Department of General Surgery of the Cheng Hsing General Hospital.
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| Facility | Status | City | State | ZIP | Country | Contacts |
|---|---|---|---|---|---|---|
| National Taipei university of Nursing and health science | Taipei | Peitou | 112 | Taiwan |
| PubMed Identifier | Type | Citation | Retractions |
|---|---|---|---|
| 41103105 | Derived | Chang CY, Su CH, Chang CH, Ho CS, Liao PH. Applying machine learning to explore association models between environmental hormones, breast cancer, and a dietary and health education improvement program: an investigative study. Int J Environ Health Res. 2026 Jun;36(6):1387-1396. doi: 10.1080/09603123.2025.2576144. Epub 2025 Oct 16. |
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| ID | Term |
|---|---|
| D001941 | Breast Diseases |
| D001943 | Breast Neoplasms |
| ID | Term |
|---|---|
| D012871 | Skin Diseases |
| D017437 | Skin and Connective Tissue Diseases |
| D009371 | Neoplasms by Site |
| D009369 | Neoplasms |
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