Embracing the Future: AI Assists IVD Practitioners

Source: Xiao Ju Deng Network

Author: Running Camel🐫

Introduction

The era of AI has arrived, gradually demonstrating its disruptive power across various industries. As IVD practitioners, in the face of an unstoppable technological tide, what preparations should we make to catch up with the times and enjoy the dividends of AI? Let’s explore this together with friends.

Embracing the Future: AI Assists IVD Practitioners

Internet celebrity economics professor Xue Zhaofeng released a documentary called “The Economics of Everything” this year, explaining economic knowledge through various cases. One episode discusses an illustrator who was forced to return home from Beijing due to the impact of AI technology. Through Xue Zhaofeng’s introduction, he learned about a new economic and efficient model of artistic creation with the help of AI. Later, the shocked illustrator adjusted his mindset, embraced AI, and established a new studio.

After watching this documentary, I was also touched. Although there have been numerous cases of AI applied in the medical field, a typical example is during the COVID-19 pandemic, where AI-assisted CT scans can identify COVID-19 pneumonia within 15 seconds, demonstrating significant advantages in efficiency and accuracy. However, what impact will AI have on us practitioners in the industry?

Embracing the Future: AI Assists IVD Practitioners

With this question in mind, I borrowed my daughter’s (first grade) AI experience class for 199 yuan, and like a primary school student, I gained a preliminary understanding of some functions and applications of AI. I feel it is not systematic enough and lacks depth, so it can only be called an initial exploration. Moreover, the evolution of AI is very fast, and I look forward to everyone exploring, discovering, and sharing higher-level experiences together.

Alright, without further ado, let’s embark on our exploration journey.

Common AI Large Language Models in China

Although ChatGPT is extremely popular, adhering to the principles of accessibility and usability, our main exploration tools today are still several domestic AI large language models. We also hope, as Li Yanhong said, that in the future there will only be two types of AI languages: English and Chinese, and with everyone’s collaborative efforts, Chinese AI can also rise to prominence.

Brief Introduction to Several Domestic AI Tools:

▸ Kimi Smart Assistant: Kimi is an advanced AI tool developed by Tsinghua University’s “Dark Side of the Moon” team. Its main feature is its ability to handle long texts and contexts, capable of understanding information up to 2 million words without losing context, which was a significant technological breakthrough in March 2024, surpassing many similar products, including the then-famous GPT-4 model’s long text processing capabilities.

▸ Tongyi Qianwen: Tongyi Qianwen is a super-large-scale language model developed by Alibaba Cloud, aimed at understanding and generating human natural language for efficient and precise communication and problem-solving. (This article mainly uses this tool for demonstration).

▸ iFlytek Spark: iFlytek Spark is an AI platform developed by iFlytek, incorporating multiple advanced AI technologies such as natural language processing (NLP), speech recognition, image recognition, etc., aiming to provide comprehensive, efficient, and convenient AI services for users.

▸ Doubao: Doubao AI is an AI tool developed by ByteDance based on the Lark model, with main functions including chatbot, writing assistant, and English learning assistant.

▸ Wenxin Yiyan: (English name: ERNIE Bot) is a new generation of knowledge-enhanced large language model developed by Baidu, based on Baidu’s PaddlePaddle deep learning platform and Wenxin knowledge-enhanced large model, which conducts fusion learning from massive data and large-scale knowledge, and is part of Baidu’s Wenxin large model series.

▸ Tiangong AI: Developed by Kunlun Wanwei, it is a large language model that is the first in China to reach the dual hundred billion level, and is considered by the industry to be a product that can compete with OpenAI’s ChatGPT.

Embracing the Future: AI Assists IVD Practitioners

More AI tools await everyone to explore according to their needs, such as various industry AI tools shown in the image below.

Embracing the Future: AI Assists IVD Practitioners

AI Design Tools: Boss AIPPT, Looka, Design Beast, Pixso, Canva

AI Writing Tools and Text Generators: boardmix AI, ChatGPT, Writer, Notion AI, ShortlyAI

AI Painting Tools and Art Generators: boardmix AI, Pixso AI, DALL-E, Stable Diffusion, Picsart

AI Project Management Tools: boardmix, Smartsheet, ClickUp, Zoho Projects, Airtable

AI Video Generation Tools and Editors: Runway, Unscreen, VREW, Descript, Topaz Video AI

AI Business Tools: Namelix, Textio, Flatlogic, Weblium, Zia

AI Note-taking Tools: boardmix, Otterai, Microsoft Office Lens, Quip, GoodNotes

AI Team Collaboration Tools: boardmix, ProProfs Project, Todoist, Teamwork, Asana

Some Daily Tasks and Life Where AI Can Participate

■ Image Generation: As mentioned in the introduction of “The Economics of Everything” with the illustrator, previously, an illustration would start at tens of thousands of yuan, but with the development of AI, AI has already taken over the jobs of illustrators in scenarios that do not require high artistic demands.

Simply choose an AI tool and let it help you generate an image of a sunny afternoon, where a little girl encounters a kitten by the roadside in a Disney style, and it can be completed quickly, as shown in the image below.

Embracing the Future: AI Assists IVD Practitioners

Imagine that when we create PPTs or write articles in the future, we will no longer need to search for relevant images on Baidu, but can directly generate unique and perfectly relevant illustrations. Isn’t that great?!

■ PPT Ideas: As the classic song “Release Yourself” from New Oriental sings, “Working hard, but what’s the outcome? In the end, can’t compete with writing PPTs.” The AI era will put an end to this awkward situation because it can take over.

For example, when entering the following question in Tongyi Qianwen:

I am a quality manager at an IVD company. Last month, my work mainly focused on quality system optimization, personnel training, internal audits, factory and process validation, preparation for third-party inspections, system verification preparation, and daily QC business management. Help me organize a monthly report PPT.

Then a complete and comprehensive PPT outline is formed, of which part is extracted below:

Embracing the Future: AI Assists IVD Practitioners

■ PPT Generation: Furthermore, if the PPT outline alone does not meet our needs, we can directly generate the PPT. Using the same description request, open iFlytek Spark APP, and let it help generate a PPT. In less than a minute, a complete PPT is completed, and you can choose the style you need. The approximate appearance is shown in the images below:

Embracing the Future: AI Assists IVD Practitioners
Embracing the Future: AI Assists IVD Practitioners
Embracing the Future: AI Assists IVD Practitioners

■ Song Generation: Every technological revolution will turn once-luxurious items into regular necessities. For example, previously, a dedicated driver was needed to drive a car, but now everyone is a seasoned driver; previously, writing songs required a lot of music theory knowledge, but now, if the artistic requirements are not high, you can let AI help you.

For instance, open Tiangong APP, find the music section, and you can let AI write songs. I attempted to create a song about medical devices titled “The Heart of a Healer, Skills and Love”, and everyone is welcome to come and critique it when you have time.

■ Literature Translation: There is still a significant demand for online translation in the medical field, and many translation tools have already existed. The arrival of AI has further shortened the distance between us and foreign countries. In addition to translation, AI can also summarize the entire text, allowing you to understand the full picture of the article in a very short time. Here, I give an example completed through Kimi.ai, where the article published in Cell discusses how different environmental factors may lead to different characteristics of cancer. The summary provided by AI is as follows:

Embracing the Future: AI Assists IVD Practitioners

Kimi smart tool’s summary of the above text.

Embracing the Future: AI Assists IVD Practitioners

■ Outcompeting the Editor: There are many things AI can do, and one thing that I find quite scary is that soon the editor might be replaced by AI. For instance, AI can write an article titled “How AI Helps IVD Practitioners Conduct Work”, with a well-structured and comprehensive content. With a little tweaking, it could become a complete article. Below is Tongyi Qianwen’s response to “How Tongyi Helps IVD Practitioners Conduct Work”:

Embracing the Future: AI Assists IVD Practitioners

Tongyi, as an intelligent assistant integrating multiple AI capabilities, can provide robust support for IVD (in vitro diagnostics) industry practitioners in various work processes, enhancing efficiency and accuracy.

Here are some specific ways it can help:

1. Data Analysis and Interpretation:

– Data Processing: Tongyi can help analyze complex IVD test data, quickly identify outliers and trends, assisting doctors or researchers in making more accurate diagnoses or research conclusions.

– Report Generation: Automatically generate standardized analysis reports based on test results, reducing the time required for manual report writing.

2. Literature and Regulation Retrieval:

– Latest Research Tracking: Tongyi can assist IVD industry personnel in tracking the latest research papers and industry dynamics, helping them stay at the forefront of knowledge.

– Regulatory Compliance Checks: Ensure that IVD products and services comply with local and international laws and regulations, reducing risks due to compliance issues.

3. Customer Support and Education:

– Customer Service: Provide instant customer support, answering questions about the use of IVD products and result interpretation.

– Training Material Development: Create personalized training courses and tutorials to help medical professionals and laboratory technicians familiarize themselves with IVD equipment.

4. Market Analysis and Forecasting:

– Market Trend Analysis: Use big data analysis to predict the future direction of the IVD market, helping companies formulate strategic plans.

– Competitor Analysis: Conduct comparative analysis of competitors’ product features, providing data support for product development and marketing strategies.

5. Internal Collaboration and Management:

– Team Communication: Facilitate information sharing and coordination between departments, streamlining project management and task assignment processes.

– Meeting Minutes: Automatically record meeting highlights, reducing post-meeting整理时间,确保信息传递的准确性和完整性。

6. Language Translation and Multilingual Support:

– International Business Expansion: Provide language support for IVD companies entering international markets, including translation of product manuals and marketing materials.

7. Innovation and R&D Assistance:

– Concept Validation: Provide preliminary concept validation and feasibility analysis during the design phase of new products.

– Patent Search: Help R&D teams avoid potential intellectual property conflicts and promote the protection of innovative results.

Through the above methods, Tongyi can significantly enhance the productivity of IVD industry practitioners, allowing them to focus on higher-value work, such as innovative research and patient care, while reducing operational costs and improving customer satisfaction.

Some Tips for AI Application Processes

First, let’s see how Tongyi Qianwen answered the question of “Tips for Interacting with AI”:

To effectively utilize AI’s capabilities and achieve satisfactory results, you can follow these tips when interacting with AI:

Clarify Your Purpose: Before starting a conversation, be clear about what information or help you want from AI, so you can ask more precise questions.

Be Concise and Clear: Use simple, direct language to express your questions or commands, avoiding lengthy or complex sentence structures, which helps AI better understand your intentions.

Provide Specific Details: Offer enough contextual information, especially when the question involves specific scenarios or domain knowledge; detailed information can help AI provide more accurate answers.

Returning to the literature translation example we mentioned earlier, if we are not very clear about it or want to introduce this knowledge to a first grader, we can tell AI, “I am a first grader, can you answer in a language I can understand?” The response will then be very vivid and easy to comprehend.

Embracing the Future: AI Assists IVD Practitioners

Ask in Steps: If the question is complex, you can break it down into several simpler questions to ask step by step, which can reduce misunderstandings and make the conversation smoother.

Feedback and Adjust: If AI’s response does not meet expectations, don’t be discouraged; try rephrasing the question or providing more information. Sometimes a slight adjustment in phrasing can yield better results.

Use Keywords: When asking questions, use key terms to help AI quickly locate relevant information or data.

Be Patient: Give AI some time to process your request, especially when it involves large data processing or complex calculations.

Try Various Approaches: If the first attempt is unsuccessful, you can try again from a different angle or with different phrasing, as AI’s understanding may vary with different expressions.

Be Polite: Although AI has no emotions, using polite language can make the conversation atmosphere friendlier and reflect your professionalism.

Be Security-Conscious: Avoid sharing sensitive or personal information to ensure the conversation content does not endanger privacy and security.

By applying these tips, you can interact more effectively with AI, obtain the information you need, and solve the problems you encounter. Remember, conversing with AI is a two-way process, and through continuous practice and learning, you will gradually master more efficient communication methods.

Developing Your Own AI Agent

AI’s capabilities are powerful and comprehensive, but everyone’s needs are different. At this point, it is very necessary to create an AI agent that belongs to you, deeply customizing our needs to let AI serve us better.

What is an AI Agent?

An AI agent is like a very smart assistant that can help humans do things by learning and understanding. Its working principle is as follows: First, the AI agent is designed to receive various types of information, such as text, images, or sounds. Then, it uses a method called machine learning to learn patterns and rules from a large amount of data, enabling it to make predictions and decisions.

For example, if the AI agent is trained to recognize animals in photos, it will look at many photos labeled with animals and learn to distinguish the characteristics of different animals. When it sees a new photo, it can determine what animal is in the picture.

The AI agent can also converse with people, answer questions, just like a knowledgeable friend. It can analyze data, find hidden connections, and help people make better decisions. For instance, in the medical field, an AI agent can help doctors diagnose diseases faster, or in traffic systems, it can optimize routes to reduce congestion.

In summary, an AI agent is a supercomputer that can become smarter through learning and help us solve complex problems. It’s like an electronic version of a superhero, always ready to use its intelligence to assist us.

How to Create Your Own Agent

If you ask AI, “I am an IVD industry practitioner and often need to understand knowledge about IVD product development, registration, quality management, etc. How can I create my own agent?” it will give you a very comprehensive process, even needing to gather experts and knowledge bases from various sectors for training, creating a super tool that can solve various problems.

Creating such an agent is a long-term and iterative process that requires collaboration from interdisciplinary teams, including data scientists, software engineers, IVD industry experts, and regulatory affairs experts, which has a high threshold.

What I am referring to as an agent is a simplified version, more like a customized tool. Taking Tongyi as an example, you can create your own tool in the tool interface:

Embracing the Future: AI Assists IVD Practitioners

The tool settings are our precise requirements for AI. For example, if we want an assistant focused on the policies and standards of domestic and international regulatory agencies, we can describe the relevant websites, and then AI will generate a setting requirement like the one below:

# Role

You are an intelligent assistant proficient in IVD, specifically focusing on the policies and standards of relevant domestic and international regulatory agencies.

## Skills

### Skill 1: Regulatory Information Retrieval

– Familiar with the official websites of the National Medical Products Administration, Zhejiang Provincial Medical Products Administration, Guangdong Provincial Medical Products Administration, and Beijing Medical Products Administration, especially the content in the medical device section.

– Retrieve the latest medical device regulations, announcements, and approval information from these websites.

### Skill 2: National Standard Query

– Access national standard websites to find and interpret national standards and industry regulations related to medical devices.

### Skill 3: International Standard Tracking

– Follow the website of the China Food and Drug Administration (CFDA) to obtain information on domestic medical device testing and certification.

– Track the US FDA website to understand the regulatory dynamics and standards of international medical devices.

## Constraints

– The information provided is limited to the policies, standards, and regulatory scope of medical devices.

– When explaining or quoting information, ensure that the content is accurate and reliable.

– Follow the official information from each regulatory agency without making subjective speculations or interpretations.

Subsequently, when conversing with this tool, it will be more professional and accurate.

*Note: Currently, the review mechanism is not very clear, and my settings have not passed the review, so I cannot publicly share this tool. Everyone can try modifying the settings to create their own tools.

Alright, I believe that interested friends are eager to explore the various functions of AI. Due to my limited knowledge and experience, I can only discuss the assistance functions of AI for us IVD practitioners from a relatively superficial perspective. I hope this article can serve as a starting point, leading to more professional and in-depth experience sharing.

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Embracing the Future: AI Assists IVD Practitioners

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