Emily Stevens

AI has become part of our world. It is used in health care, on social media, and in insurance. But one clear need stands out. People want to trust the results that AI gives. Trust comes when the system explains the reason for each choice. Without reason, people feel lost. With reason, they feel safe. Bridging AI and human cognition: the role of explainability in healthcare, social media, and insurance is about this need. People think step by step. They ask “why” before they accept. Machines must give the same kind of answer. This makes a bridge where people and AI can meet. Building a Clear Path Between People and Machines People want answers that make sense. They want steps they can follow. AI works with codes and models. These codes mean little to most people. But if AI shows its steps in plain form, the gap is closed. A doctor may want to see why a scan shows a red mark. A social media user may want to know why a post is first in their feed. A client may want to know why their clai...

In the competitive world of academic publishing, originality is everything. Heliyon , an open-access multidisciplinary journal, is widely known for its commitment to publishing credible and ethical research. One of the most serious violations of that commitment is plagiarism. Whether intentional or accidental, plagiarism on Heliyon can have lasting consequences for an author’s career and reputation. What Does “Plagiarism on Heliyon” Mean? Plagiarism on Heliyon refers to any instance where submitted or published work contains material taken from other sources without proper credit. This can take several forms: Direct plagiarism : Copying text word-for-word without quotation marks or citation. Paraphrasing plagiarism : Rewriting someone else’s work in different words but failing to acknowledge the source. Self-plagiarism : Reusing significant portions of one’s own previously published work without disclosure. Data plagiarism : Presenting research data from another study as if it were y...

Artificial Intelligence (AI) is rapidly changing industries like healthcare, social media, and insurance. However, one challenge that remains is understanding how AI makes decisions. Often referred to as a "black box," AI can make decisions without providing clear reasons for those decisions. This is where AI explainability becomes essential. Explainable AI allows users to understand why certain decisions are made, which is vital for industries where trust and transparency are crucial. Let’s dive into how explainability plays a key role in these sectors. What is AI Explainability? AI explainability refers to the ability to understand how AI makes decisions. AI uses data to predict outcomes and make decisions. However, people need to understand the reasoning behind these decisions to trust the AI. AI explainability tools break down complex processes into clear, understandable terms, making sure users can see how decisions are made. AI in Healthcare: Enhancing Trust and Care ...

Your immune system is your body’s natural defense against infections and illnesses. A strong immune system helps you recover faster and keeps you healthier every day. But building immunity is not about taking pills or quick fixes. It’s about adopting small, consistent habits that support your body and mind. The good news? You don’t need complicated diets or intense workout plans. Simple daily practices can make a big difference. This article will guide you through easy and effective habits that help boost your immunity and keep you feeling your best. Eat a Balanced, Nutrient-Rich Diet Food is your body’s fuel, and the right nutrition strengthens your immune system. Your meals should include a mix of vitamins, minerals, and antioxidants. Add colorful fruits and vegetables – They are rich in Vitamin C, which helps fight infections. Include protein – Eggs, beans, lentils, and lean meats help build and repair body tissues. Add healthy fats – Nuts, seeds, and olive oil impro...