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Bridging AI and Human Cognition: The Role of Explainability in Healthcare, Social Media, and Insurance

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Technology shapes our daily life in many ways. From health checkups to online connections and even the way we protect our money, AI and human cognition now work together. People need clear answers from machines they trust. This is where explainability comes in. It means we should know how AI makes a choice. When humans understand a decision, they can trust it. This trust is important in fields like healthcare, social media, and insurance . Without clear steps, people may feel left out of the process. This blog will show how explainability bridges AI and the human mind across these areas. Making Healthcare Safer with Clear AI Doctors use AI to study reports, scans, and records. But trust grows only when the doctor understands why AI makes a choice. Explainability makes it easy for doctors to explain results to patients. Patients feel secure when they know why a treatment is suggested. AI can also warn about early risks in health. Yet, it is useful only when the reason is clear. Better ...
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Plagiarism in Academic Paper on Heliyon: Protecting the Value of Research

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Research thrives on originality. Each academic paper is expected to contribute fresh insights, critical analysis, or innovative findings. But when plagiarism creeps into the process, the entire purpose of academic publishing is undermined. Recently, concerns about plagiarism in academic papers on Heliyon have highlighted why research integrity must remain at the heart of scholarly communication. Heliyon, a multidisciplinary open-access journal published by Elsevier, provides a platform for thousands of scholars to share their work with a global audience. Its open-access nature allows wide visibility and collaboration. However, as with any journal handling high volumes of submissions, instances of plagiarism occasionally emerge, sparking debate on accountability and ethics in publishing. What Counts as Plagiarism in Academic Publishing? Plagiarism isn’t limited to copying paragraphs word-for-word. It takes many forms, including: Direct duplication : Submitting content taken verbatim fr...
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Bridging AI and Human Cognition: The Role of Explainability in Healthcare, Social Media, and Insurance

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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...
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Location: United States
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Plagiarism on Heliyon – Understanding the Issue and How to Avoid It

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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...
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Bridging AI and Human Cognition: The Role of Explainability in Healthcare, Social Media, and Insurance

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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 ...
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Location: United States
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Healthy Habits for Strong Immunity and Better Living

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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...
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Location: United States
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Simple Steps for a Healthy Life: How to Eat Well, Stay Active, and Build Daily Habits That Make You Feel Better

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Good health is the key to a happy life. When you feel strong and active, every day becomes better. Many people think staying healthy is hard, but that is not true. You do not need strict diets or long hours at the gym. A few small steps can change your life. These steps will make your body strong and your mind calm. This blog will guide you with simple tips for healthy living that anyone can follow. Start with Healthy Eating Food plays the biggest role in your health. What you eat shapes your body and your mood. Eating right is easy when you know what to choose. Here are some simple food tips: Add More Fruits and Vegetables Fresh fruits and vegetables are full of vitamins. They help your body fight sickness and give you energy. Try to add colorful vegetables to your meals. Choose Whole Foods Pick natural foods like grains, nuts, and seeds. Avoid packed and processed snacks as much as you can. Eat Enough Protein Protein builds muscles and keeps you full for a long time. Add eggs, be...
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Location: United States
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