Ethics in AI

Last updated: February 8, 2026Reviewed date: February 8, 2026Reading time: 5 min read
Patient Tools

Read, save, and share this guide

Use these quick tools to make this medical article easier to read, print, save, or share with a family member.

Patient Mode

Understand this article easily

Switch between simple English and easy Bangla patient notes. This is for education and does not replace a doctor consultation.

Artificial intelligence (AI) applications are getting a close look following the European Union’s decision to draft laws restricting the use of facial recognition technologies (FRT) and algorithms. The move promises to have global repercussions as the most prominent companies using AI are based in the U.S. (Amazon,...

For severe symptoms, danger signs, pregnancy, child illness, or sudden worsening, seek urgent medical care.

বাংলা রোগী নোট এখনো যোগ করা হয়নি। পোস্ট এডিটরে “RX Bangla Patient Mode” বক্স থেকে সহজ বাংলা সারাংশ যোগ করুন।

এই তথ্য শিক্ষা ও সচেতনতার জন্য। এটি ডাক্তারি পরীক্ষা, রোগ নির্ণয় বা প্রেসক্রিপশনের বিকল্প নয়।

Article Summary

Artificial intelligence (AI) applications are getting a close look following the European Union’s decision to draft laws restricting the use of facial recognition technologies (FRT) and algorithms. The move promises to have global repercussions as the most prominent companies using AI are based in the U.S. (Amazon, Google, and Microsoft, for example) and China (Alibaba, Baidu, and Tencent). Advances in AI algorithms have made it possible for...

Key Takeaways

  • This article explains An AI Refresher in simple medical language.
  • This article explains Controversy Over FTR and Concerns Over Ethics in AI in simple medical language.
  • This article explains Compliance Thresholds in simple medical language.
  • This article explains AI’s Current and Future Promise in simple medical language.
Educational health guideWritten for patient understanding and clinical awareness.
Reviewed content workflowUse writer and reviewer profiles for stronger trust.
Emergency safety firstUrgent warning signs are highlighted below.

Seek urgent medical care if you notice

These warning signs are general safety guidance. Local emergency numbers and clinical judgment should always come first.

  • Severe symptoms, breathing difficulty, fainting, confusion, or rapidly worsening illness.
  • New weakness, severe pain, high fever, or symptoms after a serious injury.
  • Any symptom that feels urgent, unusual, or unsafe for the patient.
1

Emergency now

Use emergency care for severe, sudden, rapidly worsening, or life-threatening symptoms.

2

See a doctor

Book a professional medical evaluation if symptoms persist, worsen, recur often, affect daily activities, or occur in a high-risk patient.

3

Learn safely

Use this article to understand possible causes, tests, treatment options, prevention, and questions to ask your clinician.

Before reading

RX Patient Tools

Use these quick guides before reading the article, or return to them when you need help preparing questions for a doctor.

Start here Choose the right pathway for symptoms, reports, medicines, or urgent warning signs. Disease article roadmap Read this topic step by step: meaning, symptoms, warning signs, diagnosis, treatment, prevention, and follow-up. Treatment planner Prepare questions about treatment choices, benefits, risks, side effects, and follow-up. Family & caregiver guide Organize symptoms, reports, medicines, questions, and follow-up safely. Nutrition & diet guide Prepare food, hydration, supplement, and medicine-timing questions safely. Prevention guide Organize risk factors, protective habits, screening, and warning signs. Recovery guide Prepare a safe plan for activity, rehabilitation, warning signs, and follow-up.
Definition

Artificial intelligence (AI) applications are getting a close look following the European Union’s decision to draft laws restricting the use of facial recognition technologies (FRT) and algorithms. The move promises to have global repercussions as the most prominent companies using AI are based in the U.S. (Amazon, Google, and Microsoft, for example) and China (Alibaba, Baidu, and Tencent).

Advances in AI algorithms have made it possible for machines to recognize faces, drive cars, and target advertisements — raising concerns about ethics in AI. FRT is a central concern of the proposed AI regulation, which the EU considers a high-level risk system. High-risk applications that could endanger people’s safety or legal statuses — such as self-driving cars, employment, or asylum decisions — would have to undergo checks of their systems before deployment within the EU’s borders.

Wired describes the EU’s proposed new rules as the most significant international effort to regulate AI to date. The restrictions cover facial recognition, autonomous driving, and the algorithms that drive online advertising, automated hiring, and credit scoring.

An AI Refresher

AI software systems make decisions that typically require a human level of expertise and help people anticipate problems or deal with issues as they come up. Darrell West, vice president and senior fellow at The Brookings Institution, said, “AI algorithms are designed to make decisions, often using real-time data. Using sensors, digital data, or remote inputs, they combine information from various sources, analyze the material instantly, and act on the insights derived from those data. As such, they are designed by humans with intentionality and reach conclusions based on their instant analysis.”

An excellent example of AI is autonomous vehicles, which use onboard computers and sensor data to evaluate changing road conditions and change lanes, slow or stop.

Controversy Over FTR and Concerns Over Ethics in AI

Wired wrote that China and U.S. law enforcement officers use facial recognition software, which has become more effective due to recent advances in AI. The article reported that the EU’s proposed rules would require companies to inform users when trying to use AI to detect people’s emotions or classify people according to biometric features such as sex, age, race, sexual orientation, or political orientation.

However, some U.S. cities have restricted police from using the technology due to concerns about ethics in AI. Under the EU’s proposal, law enforcement also would be prohibited from using facial recognition and other real-time remote biometric identification systems — unless the intent is to prevent a terror attack, find missing children, or address a public security emergency.

Compliance Thresholds

Companies offering AI technologies will have to demonstrate compliance with EU restrictions or face hefty financial consequences. The World Economic Forum wrote that proposed EU regulations would require an ex-ante evaluation of the technology provider to attest to its compliance before getting access to the EU market and an ex-post assessment of the technology provider. Companies that don’t comply could face fines up to six percent of global sales.

To demonstrate compliance and ethics in AI, technology providers will have to set up and document a robust, risk mitigation process, which will require the sign-off of a third-party notified body.

The new restrictions would apply to both developers and users of these systems. A new international board of regulators, the European Artificial Intelligence Board, would be established to ensure EU-wide implementation and enforcement.

However, the process of approving a ban on FRT and new AI regulations would require the approval of the European Parliament and the EU member states. This process could take years.

Avi Gesser, a partner at the law firm Debevoise, which advises U.S. tech firms, says while it probably will take years for the regulations to become law, it could impact U.S. businesses. “With AI in general, regulators are reluctant to act, one, because they think it’s highly technical, two, because they’re worried about stifling innovation,” he said. But the EU proposal “makes other regulators more comfortable about jumping into this space in a way that will actually curb certain behavior.”

“All advertising is designed to manipulate behavior,” Gesser said. “The challenge will be to determine what is acceptable and what is unacceptable.”

AI’s Current and Future Promise

Simplilearn predicts that artificial intelligence and machine learning will play a role in all segments of daily life by 2025. AI applications can achieve efficiencies and bottom-line benefits for healthcare, transportation, insurance, transportation and logistics, and customer service. AI applications are gaining a foothold in financial service industries and helping researchers at law firms.

The Associated Press reported that there’s bipartisan interest in boosting AI research and development. There’s a real fear that the U.S. could fall behind China in AI’s potential for national security and economic growth. This also brings the issue of ethics in AI to the forefront.

“There’s an increased need for education and training so that people know how to use AI tools, they know sort of what the capabilities of AI are so that they don’t treat it as magic,” said Dr. Lynne Parker, director of the National Artificial Intelligence Initiative Office. This need includes confronting the societal risks of AI and using the technology to address health equity and reducing climate change.

“Making sure that it’s a responsible use of AI so that we’re not disadvantaging certain people, we’re not achieving biased outcomes,” she said.

The career outlook for AI is promising: The University of San Diego states that computer and IT jobs are growing, with employment projected to grow 11 percent from 2019 to 2029. The World Economic Forum’s Future of Jobs Report 2020 predicts that AI will create 12 million new jobs across 26 countries by 2025 (a figure representing a net gain — 97 million new jobs created while 85 million are displaced).

Master Deep Learning, Machine Learning, and other programming languages with Artificial Intelligence Engineer Master’s Program

Opportunities for You

Simplilearn’s Artificial Intelligence Engineer Master’s Program, offered in collaboration with IBM, offers job-ready certification training for an exciting AI career. It helps students learn the fundamental concepts of AI, including Data Science with Python, machine learning, natural language processing (NLP), and more. The course features live sessions, practical labs and culminates with a capstone project to revisit the concepts learned throughout the training.

Now is the time to embark on a new and exciting career adventure!

Doctor visit helper

Prepare before seeing a doctor

A simple rural-patient checklist to help you explain symptoms clearly, ask better questions, and avoid unsafe self-treatment.

Safety note: This is not a prescription or diagnosis. For severe symptoms, pregnancy danger signs, children with serious illness, chest pain, breathing difficulty, stroke-like weakness, or major injury, seek urgent care.

Which doctor may help?

Start with a registered doctor or the nearest qualified health center.

What to tell the doctor

  • Write when the problem started and how it changed.
  • Bring old prescriptions, investigation reports, and current medicines.
  • Write allergies, pregnancy status, diabetes, kidney/liver disease, and major past illnesses.
  • Bring one family member if the patient is weak, elderly, confused, or a child.

Questions to ask

  • What is the most likely cause of my symptoms?
  • Which danger signs mean I should go to hospital quickly?
  • Which tests are necessary now, and which can wait?
  • How should I take medicines safely and what side effects should I watch for?
  • When should I come for follow-up?

Tests to discuss

  • Vital signs: temperature, pulse, blood pressure, oxygen saturation
  • Basic physical examination by a clinician
  • CBC, urine test, blood sugar, or imaging only when clinically needed

Avoid these mistakes

  • Do not use antibiotics, steroid tablets/injections, or strong painkillers without proper medical advice.
  • Do not hide pregnancy, kidney disease, ulcer, allergy, or blood thinner use.
  • Do not delay emergency care when danger signs are present.

Medicine safety and first-aid guide

This section is for patient education only. It does not replace a doctor, pharmacist, or emergency care.

Safe first steps

  • Rest, drink safe water, and observe symptoms carefully.
  • Keep a written note of symptoms, duration, temperature, medicines already taken, and allergy history.
  • Seek medical care quickly if symptoms are severe, worsening, or unusual for the patient.

OTC medicine safety

  • For mild pain or fever, ask a registered pharmacist or doctor before using common over-the-counter pain/fever medicines.
  • Do not combine multiple pain medicines without advice, especially if you have kidney disease, liver disease, stomach ulcer, asthma, pregnancy, or take blood thinners.
  • Do not give adult medicines to children unless a qualified clinician advises it.

Avoid these mistakes

  • Do not start antibiotics without a proper medical decision.
  • Do not use steroid tablets or injections casually for quick relief.
  • Do not delay emergency care because of home remedies.

Get urgent help if

  • Severe symptoms, confusion, fainting, breathing difficulty, chest pain, severe dehydration, or sudden weakness need urgent medical care.
Medicine names, dose, and timing must be decided by a qualified clinician or pharmacist after checking age, pregnancy, allergy, other diseases, and current medicines.

For rural patients and family caregivers

Patient health record and symptom diary

Write your symptoms, medicines already taken, test results, and questions before visiting a doctor. This note stays on your device unless you print or copy it.

Doctor to discuss: Doctor / qualified healthcare provider
Tests to discuss with doctor
  • Basic vital signs: temperature, pulse, blood pressure, oxygen level if needed
  • Relevant blood, urine, imaging, or specialist tests only after clinical assessment
Questions to ask
  • What is the most likely cause of my symptoms?
  • Which warning signs mean I should go to emergency care?
  • Which tests are really needed now?
  • Which medicines are safe for my age, pregnancy status, allergy, kidney/liver/stomach condition, and current medicines?

Emergency warning signs such as chest pain, severe breathing difficulty, sudden weakness, confusion, severe dehydration, major injury, or loss of bladder/bowel control need urgent medical care. Do not wait for online information.

Safe pathway to proper treatment

Care roadmap for: Ethics in AI

Use this simple roadmap to understand the next safe steps. It is educational and does not replace examination by a doctor.

Go to emergency care if you notice:
  • Severe or rapidly worsening symptoms
  • Breathing difficulty, chest pain, fainting, confusion, severe weakness, major injury, or severe dehydration
Doctor / service to discuss: Qualified healthcare provider; specialist depends on symptoms and examination.
  1. Step 1

    Check danger signs first

    If danger signs are present, seek emergency care and do not wait for online information.

  2. Step 2

    Record the symptom story

    Write when symptoms started, severity, medicines already taken, allergies, pregnancy status, and test results.

  3. Step 3

    Visit a qualified clinician

    A doctor, nurse, or qualified healthcare provider can examine you and decide which tests or treatment are needed.

  4. Step 4

    Do only useful tests

    Do tests after clinical assessment. Avoid unnecessary tests, random antibiotics, or repeated medicines without diagnosis.

  5. Step 5

    Follow up and return early if worse

    If symptoms worsen, new warning signs appear, or treatment is not helping, return for review quickly.

Rural patient practical tips
  • Take a written symptom diary and all previous prescriptions/test reports.
  • Do not hide medicines already taken, even herbal or over-the-counter medicines.
  • Ask which warning signs mean urgent referral to hospital.

This roadmap is for education. A real diagnosis and treatment plan requires history, examination, and clinical judgment.

RX Patient Help

Ask a health question safely

Write your symptom story. A health professional or site editor can review it before any answer is prepared. This box is not for emergency care.

Emergency first: Severe chest pain, breathing trouble, unconsciousness, stroke signs, severe injury, heavy bleeding, or rapidly worsening symptoms need urgent local medical care now.

Frequently Asked Questions

Is this article a replacement for a doctor?

No. It is educational content only. Patients should consult a qualified clinician for diagnosis and treatment.

When should I seek urgent care?

Seek urgent care for severe symptoms, rapidly worsening condition, breathing difficulty, severe pain, neurological changes, or any emergency warning sign.

References

Add references, clinical guidelines, textbooks, journal articles, or trusted medical sources here. You can edit this area from the RX Article Professional Blocks panel.

More from this topic
  1. Semantic Chunks for RAG

    DefinitionIn order to abide by the context window of the LLM , we usually break text into smaller parts / pieces which is called chunking. LLMs,...

    February 15, 2025 • Rx Data Science and Artificial Intelligence
  2. RAG Evaluation and Meta-Evaluation with GroUSE

    DefinitionThis tutorial introduces GroUSE, a framework for evaluating Retrieval-Augmented Generation (RAG) pipelines, focusing on the final stage: Grounded Question Answering (GQA). It demonstrates how to use...

    February 15, 2025 • Rx Data Science and Artificial Intelligence
  3. Deep Evaluation of RAG Systems using deepeval

    DefinitionThis code demonstrates the use of the deepeval library to perform comprehensive evaluations of Retrieval-Augmented Generation (RAG) systems. It covers various evaluation metrics and provides a framework for...

    February 15, 2025 • Rx Data Science and Artificial Intelligence
  4. Simple RAG with Llamaindex

    DefinitionThis code implements a basic Retrieval-Augmented Generation (RAG) system for processing and querying PDF document(s). The system uses a pipeline that encodes the documents and creates...

    February 15, 2025 • Rx Data Science and Artificial Intelligence
  5. Simple RAG (Retrieval-Augmented Generation) System

    DefinitionThis code implements a basic Retrieval-Augmented Generation (RAG) system for processing and querying PDF documents. The system encodes the document content into a vector store, which...

    February 15, 2025 • Rx Data Science and Artificial Intelligence
  6. Simple RAG (Retrieval-Augmented Generation) System for CSV Files

    DefinitionThis code implements a basic Retrieval-Augmented Generation (RAG) system for processing and querying CSV documents. The system encodes the document content into a vector store, which...

    February 15, 2025 • Rx Data Science and Artificial Intelligence
  7. Simple RAG (Retrieval-Augmented Generation) System for CSV Files

    DefinitionThis code implements a basic Retrieval-Augmented Generation (RAG) system for processing and querying CSV documents. The system encodes the document content into a vector store, which...

    February 15, 2025 • Rx Data Science and Artificial Intelligence
  8. Semantic Chunking for Document Processing

    DefinitionThis code implements a semantic chunking approach for processing and retrieving information from PDF documents, first proposed by Greg Kamradt and subsequently implemented in LangChain. Unlike traditional methods that...

    February 15, 2025 • Rx Data Science and Artificial Intelligence
  9. Self-RAG: A Dynamic Approach to Retrieval-Augmented Generation

    DefinitionSelf-RAG is an advanced algorithm that combines the power of retrieval-based and generation-based approaches in natural language processing. It dynamically decides whether to use retrieved information...

    February 15, 2025 • Rx Data Science and Artificial Intelligence
  10. RAG System with Feedback Loop

    DefinitionThis system implements a Retrieval-Augmented Generation (RAG) approach with an integrated feedback loop. It aims to improve the quality and relevance of responses over time by...

    February 15, 2025 • Rx Data Science and Artificial Intelligence