人工智能介导的风险和真实生活中的挑战在食
Nik V Kuznetsov1,2, Yu Xia3, Sergei Kuznetsov3
1ASPIRE Precision Medicine Research Institute Abu Dhabi, United Arab Emirates University, Al Ain, United Arab Emirates. nikkuznetsov@inbox.com.
NPJ science of food
|February 24, 2026
概括
人工智能识别应用程序对采集者构成风险. 测试显示,即使是顶级工具也在近15%的时间内失败,在关键的识别决策中证明不可靠.
科学领域:
- 菌类学 菌类学是指菌类学.
- 人工智能的人工智能
- 计算生物学 计算生物学
背景情况:
- 人工智能驱动的识别应用程序在采集者中越来越受欢迎.
- 由于潜在的不准确性,依赖这些工具存在重大风险.
研究的目的:
- 评估基于人工智能的流行识别应用程序的准确性和可靠性.
- 评估使用人工智能用于关键识别的风险.
主要方法:
- 在现实世界食条件下收集了大约60种的100多张照片.
- 使用此数据集测试了多个领先的基于人工智能的识别应用程序.
主要成果:
- 性能最好的AI工具的错误率接近15%.
- 其他经过测试的应用程序的准确性甚至更低.
- 没有一个应用程序在所有测试中始终提供了一个单一的,正确的识别.
结论:
- 目前的人工智能识别应用程序的可靠性不足以进行最终的识别.
- 采集者应该非常小心,不要仅仅依赖人工智能来识别,尤其是安全问题.
更多相关视频
相关概念视频
Hallucinogens and Psychedelics
803
Hallucinogens are psychoactive substances that profoundly alter perceptual experiences, generating unreal visual and sensory images. Often referred to as psychedelic drugs — a term derived from the Greek words "psyche" (mind) and "delos" (revealing) — these substances include marijuana and lysergic acid diethylamide (LSD), among others. These drugs vary in intensity and effects.
Marijuana, derived from the dried leaves and flowers of the hemp plant, contains...
Marijuana, derived from the dried leaves and flowers of the hemp plant, contains...
803
Optimal Foraging
14.1K
How animals obtain and eat their food is called foraging behavior. Foraging can include searching for plants and hunting for prey and depends on the species and environment.
14.1K
Fungal Phylum Basidiomycota
1.5K
Basidiomycota is a diverse phylum of fungi that includes ecologically significant decomposers such as white rot fungi, symbionts like mycorrhizal fungi, plant pathogens such as rusts and smuts, and edible species like Agaricus bisporus (the common button mushroom). These fungi play crucial roles in nutrient cycling, symbiotic relationships, and even human health. Their defining feature is the basidium, a microscopic club-shaped structure responsible for producing basidiospores.Fruiting Bodies...
1.5K
Pharmaceutical Poisoning: Potential Scenarios
37
Pharmaceutical poisoning can occur through various channels, impacting an estimated 2 million hospitalized patients in the U.S. annually with serious adverse drug responses. These scenarios encompass both therapeutic uses, such as drug toxicity, where even standard dosages can lead to severe central nervous system depression, and non-therapeutic exposures, including accidental ingestion by children, and environmental and occupational exposures.Unintentional poisonings often involve exploratory...
37
Drug Toxicity: Risk factors
55
Adverse Drug Reactions (ADRs) are potential complications that arise during pharmacotherapy, influenced by multiple risk factors. Age plays a significant role; both neonates and the elderly are at heightened risk due to their respective immature and diminished metabolic and elimination processes. Gender also impacts ADRs, with females experiencing a 1.5 to 1.7-fold greater risk than males, which may be linked to pharmacokinetic, pharmacodynamic, and hormonal differences. Notably, neonates, the...
55
Overview of Fungi
2.1K
Fungi are a diverse group of eukaryotes more closely related to animals than other eukaryotes. Fungal cell walls comprise chitin, a polysaccharide that provides structural strength, and glucans, which contribute to flexibility and integrity. Other polysaccharides, such as mannans and galactosans, may supplement or replace chitin in some fungi. These adaptations, along with their preference for acidic environments and tolerance for high osmotic pressure, enable fungi to thrive in various...
2.1K


