What is Retrieval Augmented Generation?
Retrieval Augmented Generation (RAG) is a state-of-the-art natural language processing (NLP) technique that combines two powerful models, retrieval-based and generative, to generate text that is both informative and fluent. This technique has gained attention in the medical field, particularly in the analysis of doctors, due to its ability to improve the quality and efficiency of generating text.
The Role of Doctors
Doctors are medical professionals who are responsible for the diagnosis, treatment, and prevention of illnesses, injuries, and diseases. They play a crucial role in ensuring the health and well-being of individuals and communities. With their extensive knowledge and expertise, doctors are continuously seeking ways to improve their practice and provide the best possible care to their patients.
The Benefits of Analyzing Doctors
As a researcher, marketer, or organization, analyzing doctors can provide valuable insights and opportunities for growth. Here are some benefits of conducting analysis on doctors using retrieval augmented generation:
1. Understanding Patient Needs
With the increasing demand for personalized healthcare, it is essential for doctors to understand the specific needs of their patients. Through analysis, doctors can gain insights into the common health concerns of their patients, their preferences, and their satisfaction with the treatment provided. This information can help doctors tailor their approach and improve the overall patient experience.
2. Identifying Knowledge Gaps
Analyzing doctors’ interactions with patients and their medical records can help identify knowledge gaps or areas where further research is needed. This can lead to the development of new treatments, procedures, or medications, ultimately improving healthcare outcomes.
3. Enhancing Marketing Strategies
For organizations in the medical field, analyzing doctors can provide valuable information for marketing strategies. By understanding the areas of expertise and strengths of doctors, organizations can target their marketing efforts to attract patients seeking specialized care. This can increase patient volume and revenue for both doctors and organizations.
4. Improving Medical Education
Aspiring doctors can also benefit from the analysis of doctors. By studying the language and patterns used by experienced doctors, students can gain insights into effective communication and medical decision-making. This can improve their learning and prepare them for real-life scenarios in their future practice.
The Power of Retrieval Augmented Generation for Doctors
Retrieval augmented generation is a powerful tool that can enhance the analysis of doctors in various ways. Here are some key features of RAG that make it ideal for this purpose:
1. Integration of Large Language Models
RAG uses large language models such as BERT and GPT-3, which have been trained on vast amounts of text data. These models have a deep understanding of language and can generate text that is both coherent and relevant to the input provided. This makes RAG ideal for analyzing doctors’ interactions with patients and their medical records.
2. Flexibility in Input Format
Unlike traditional NLP techniques that require text to be in a specific format, RAG can take various forms of input, including keywords, phrases, or even full sentences. This makes it easier to analyze doctors’ data, which can come in different formats and structures.
3. Ability to Incorporate Knowledge from External Sources
RAG allows for the incorporation of external knowledge sources, such as medical databases or research papers, into the generation process. This can enhance the quality and accuracy of the generated text, making it more useful for analysis purposes.
4. Data Visualization
RAG can also provide data visualization outputs, such as word clouds or graphs, to help visualize and summarize the generated text. This can be especially useful for researchers and organizations looking to quickly gain insights from large amounts of data.
Retrieval augmented generation is a powerful and innovative technique that can enhance the analysis of doctors in the medical field. By providing valuable insights and opportunities for improvement, RAG can help doctors, researchers, marketers, and organizations improve the quality of healthcare and ultimately benefit patients. With the continuous advancements in NLP and the integration of RAG in various tools and software, we can expect to see its impact grow in the medical field in the years to come.
How To Use Speak’s Retrieval Augmented Generation For Doctors
Step 1: Create Your Speak Account
To start your transcription and analysis, you first need to create a Speak account. No worries, this is super easy to do!
Get a 14-day trial with 30 minutes of free audio and video transcription and analysis included when you sign up for Speak.
To sign up for Speak and start using Speak Magic Prompts with retrieval augmented generation, just visit the Speak app register page here.
Step 2: Upload Your Doctors
We typically recommend MP4s for video or MP3s for audio.
However, we accept a range of audio, video and text file types.
You can upload your file for transcription in several ways using Speak:
Accepted Audio File Types
Accepted Video File Types
Accepted Text File Types
- Word Doc
You can also upload CSVs of text files or audio and video files. You can learn more about CSV uploads and download Speak-compatible CSVs here.
With the CSVs, you can upload anything from dozens of YouTube videos to thousands of Doctors files.
Publicly Available URLs
You can also upload media to Speak through a publicly available URL.
As long as the file type extension is available at the end of the URL you will have no problem importing your recording for automatic transcription and analysis.
Speak is compatible with YouTube videos. All you have to do is copy the URL of the YouTube video (for example, https://www.youtube.com/watch?v=qKfcLcHeivc).
Speak will automatically find the file, calculate the length, and import the video.
If using YouTube videos, please make sure you use the full link and not the shortened YouTube snippet. Additionally, make sure you remove the channel name from the URL.
This library of integrations continues to grow! Have a request? Feel encouraged to send us a message.
Step 3: Calculate and Pay the Total Automatically
Once you have your file(s) ready and load it into Speak, it will automatically calculate the total cost (you get 30 minutes of audio and video free in the 14-day trial – take advantage of it!).
If you are uploading text data into Speak, you do not currently have to pay any cost. Only the Speak Magic Prompts analysis would create a fee which will be detailed below.
Once you go over your 30 minutes or need to use Speak Magic Prompts, you can pay by subscribing to a personalized plan using our real-time calculator.
Step 4: Wait for Speak to Analyze Your Doctors
If you are uploading audio and video, our automated transcription software will prepare your transcript quickly. Once completed, you will get an email notification that your transcript is complete.
That email will contain a link back to the file so you can access the interactive media player with the transcript, analysis, and export formats ready for you.
If you are importing CSVs or uploading text files Speak will generally analyze the information much more quickly.
Speak will automatically embed your data in a well-architected vector database which allows you to use retrieval augmented generation for Doctors.
Step 5: Visit Your File Or Folder
Speak is capable of analyzing both individual files and entire folders of data.
When you are viewing any individual file in Speak, all you have to do is click on the “Prompts” button.
If you want to analyze many files, all you have to do is add the files you want to analyze into a folder within Speak.
You can do that by adding new files into Speak or you can organize your current files into your desired folder with the software’s easy editing functionality.
Step 6: Select Speak Magic Prompts To Analyze Your Doctors
What Are Magic Prompts?
Speak Magic Prompts leverage innovation in artificial intelligence models often referred to as “generative AI”.
These models have analyzed huge amounts of data from across the internet to gain an understanding of language.
With that understanding, these “large language models” are capable of performing mind-bending tasks!
With Speak Magic Prompts, you can now perform those tasks on the audio, video and text data in your Speak account.
Retrieval augmented generation is what makes these Magic Prompts work so well.
Step 7: Select or Create Your Assistant Type
To help you get better results from Speak Magic Prompts, Speak has introduced “Assistant Type”.
These assistant types pre-set and provide context to the prompt engine for more concise, meaningful outputs based on your needs.
To begin, we have included:
Choose the most relevant assistant type from the dropdown.
You can also create your own custom Assistant Template Type.
If you visit the new page Account Preferences, you can see there is now an area where you can create your own custom Assistant.
This allows you to set the context of the engine for higher quality and more consistent outputs.
For example, you could say:
“We are [COMPANY NAME]. We are analyzing [DATA] to understand how to improve [GOAL]. We want all responses to be concise and in table format.”.
This becomes a reusable template in any of your manual or automated Magic Prompts.
You can create multiple templates for different use cases.
As an example, the analysis you run on a focus group may be different than a one-on-one interview.
Step 8: Create Or Select Your Desired Prompt
Here are some examples prompts that you can apply to any file right now:
- Create a SWOT Analysis
- Give me the top action items
- Create a bullet point list summary
- Tell me the key issues that were left unresolved
- Tell me what questions were asked
A modal will pop up so you can use the suggested prompts we shared above to instantly and magically get your answers.
If you have your own prompts you want to create, select “Custom Prompt” from the dropdown and another text box will open where you can ask anything you want of your data!
Step 9: Review & Share Responses
Speak will generate a concise response for you in a text box below the prompt selection dropdown. With Chat enabled, you can also continue to query that data to reveal more insights and reformat the information to your needs.
In this example, we ask to analyze all the Doctors in the folder at once for the top product dissatisfiers.
You can easily copy that response for your presentations, content, emails, team members and more!
Speak Magic Prompts Pricing
Our team at Speak Ai continues to optimize the pricing for Magic Prompts and Speak as a whole.
Right now, anyone in the 14-day trial of Speak gets 100,000 characters included in their account.
If you need more characters, you can easily include Speak Magic Prompts in your plan when you create a subscription.
You can also upgrade the number of characters in your account if you already have a subscription.
Both options are available on the subscription page.
Alternatively, you can use Speak Magic Prompts by adding a balance to your account. The balance will be used as you analyze characters.
Completely Personalize Your Plan 📝
Here at Speak, we’ve made it incredibly easy to personalize your subscription.
Once you sign up, just visit our custom plan builder and select the media volume, team size, and features you want to get a plan that fits your needs.
No more rigid plans. Upgrade, downgrade or cancel at any time.
Claim Your Special Offer 🎁
When you subscribe, you will also get a free premium add-on for three months!
That means you save up to $50 USD per month and $150 USD in total.
Once you subscribe to a plan, all you have to do is send us a live chat with your selected premium add-on from the list below:
- Premium Export Options (Word, CSV & More)
- Custom Categories & Insights
- Recorder Customization (Branding, Input & More)
- Media Player Customization
- Shareable Media Libraries
We will put the add-on live in your account free of charge!
What are you waiting for?
Refer Others & Earn Real Money 💸
If you have friends, peers and followers interested in using our platform, you can earn real monthly money.
You will get paid a percentage of all sales whether the customers you refer to pay for a plan, automatically transcribe media or leverage professional transcription services.
Use this link to become an official Speak affiliate.
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Book A Free Implementation Session 🤝
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Just use our Calendly link to find a time that works well for you. We look forward to meeting you!