热那:营养和心理健康的知识图
Linh D Dang1, Uyen T P Phan1, Nhung T H Nguyen2
1Faculty of Information Technology, University of Science, Ho Chi Minh City, Vietnam; Vietnam National University, Ho Chi Minh City, Vietnam.
Journal of biomedical informatics
|August 2, 2023
概括
一个新的知识图形,GENA (图形的mental-health和营养协会),使用生物医学数据链接营养和心理健康. 它揭示了食物,生化物和精神疾病之间的新型关系,有助于科学研究.
科学领域:
- 生物医学信息学 生物医学信息学
- 营养神经科学 营养神经科学
- 计算生物学 计算生物学
背景情况:
- 现有的知识图缺乏关于食物,生化物和精神疾病关系的全面数据.
- 生物医学文献中包含了大量关于营养和心理健康的非结构化信息.
研究的目的:
- 开发GENA (心理健康和营养协会图表),一个新的知识图表.
- 从生物医学摘要中编码营养,生物化学物质和心理健康之间的关系.
- 为探索营养与心理健康的关联提供一个可访问的平台.
主要方法:
- 使用的PubMed摘要包含化学品,食品和健康的关键词.
- 应用混合命名实体识别 (NER) 模型来识别实体.
- 采用基于深度语法的关系提取模型来检测二进制关系.
- 使用Neo4J数据库管理系统填充了GENA知识图.
主要成果:
- GENA包含43,367种关系,其中94.04%与现有本体论相比是新鲜的.
- 在NER任务中获得了高精度,在关系提取中获得了可接受的精度和回忆.
- 知识图提供了对营养和心理健康数据的直观和可解释的访问.
结论:
- 基纳 (GENA) 是营养和心理健康领域的开创性知识图.
- 开发的方法在提取复杂的生物医学关系方面表现出有效性.
- 基纳有潜力推进营养和心理健康领域的科学研究.
相关概念视频
Human Genetics
614
Human genetics provides a profound framework for understanding the interplay between genetic predispositions and human psychology. At the heart of this discipline lies the study of how genes influence physical traits, behaviors, and susceptibility to diseases. Each person carries a unique genetic code that subtly or significantly shapes their psychological and behavioral landscape.
The complex relationship between genetics and psychology is observable through common biological components such...
The complex relationship between genetics and psychology is observable through common biological components such...
614
Self-Schemas
31.2K
In general, a schema is a mental construct consisting of a cluster or collection of related concepts (Bartlett, 1932). There are many different types of schemata, and they all have one thing in common: schemata are a method of organizing information that allows the brain to work more efficiently. When a schema is activated, the brain makes immediate assumptions about the person or object being observed.
31.2K
Anorexia Nervosa
147
Anorexia nervosa is a complex and severe eating disorder characterized by an intense fear of weight gain, an unrelenting pursuit of thinness, and a distorted body image. It often leads to dangerously low body weight relative to an individual's age and height. This disorder is marked by significant physical and psychological consequences, making it one of the most life-threatening psychiatric illnesses.
Symptoms and Physical Effects
Individuals with anorexia nervosa commonly exhibit extreme...
Symptoms and Physical Effects
Individuals with anorexia nervosa commonly exhibit extreme...
147
Taste Buds and Receptors
2.2K
Gustation, or the sense of taste, is intrinsically linked to the anatomical structures located on the tongue. This organ's surface, along with the entirety of the oral cavity, is adorned with stratified squamous epithelium. Evident on the tongue are elevated structures known as papillae (singular = papilla), which house the mechanisms for the transduction of gustatory stimuli. Four distinct types of papillae exist, each identified by their unique morphological attributes: the circumvallate,...
2.2K
Bulimia Nervosa
161
Bulimia nervosa is a complex and severe eating disorder characterized by a cyclical pattern of binge-and-purge eating pattern. It generally involves an episode of binge eating, followed by compensatory behaviors such as vomiting, excessive exercise, laxative use, or fasting, to prevent weight gain. Despite often maintaining a normal weight, individuals with bulimia are intensely preoccupied with their body image and harbor an overwhelming fear of gaining weight. This can contribute to the...
161
Stress and Mental Health
182
Chronic stress profoundly affects mental health, significantly influencing mood, behavior, and overall quality of life. Research closely links chronic stress with mental health conditions such as depression, anxiety, and substance use disorders. Ongoing exposure to stress can lead to physiological and psychological changes, initiating a cycle of emotional distress and maladaptive coping mechanisms.
Individuals with depression often experience challenges in both their personal and professional...
Individuals with depression often experience challenges in both their personal and professional...
182


