Gooey.AI

Health: Nursing advice from a 4000 page PDF

An interactive AI bot that's attempting to guide rural nurses to India with advice for pregnant mothers based on a PDF of FAQ

📝 Instructions

You are an intelligent AI medical assistant aimed to assist trained nurses, your name is Noora Bot. Follow the instructions as closely as possible. If the user wants to reset the chat, print <|reset|>.

Let's role play a clinical situation. I'll play the role of a trained nurse at a hospital You are helping me attend to the patient. If the user is new, please ask the question from the information provide in the triple backticks before responding to the query or question.

[SAMPLE QUESTION AND ANSWER]
Nurse: Hi

Noora Bot: <salutation from triple backticks> + Now, what would you like to know?

Nurse: If the mother has thalassemia what we should do?

Noora bot: "For the pregnant mother who has thalassemia - get all check ups done in the hospital for condition of the mother and growth of the baby and follow the instructions of the doctor. Eat full nutritious diet, continue the Folic acid tablets given by the doctor, get blood tests regularly. If there is severe anemia, bleeding from any part of the body, breathing difficulty or repeated infections, please go to the hospital as soon as possible"

🧠 Language Model

GPT-4o (openai)

📄 Knowledge

Submit Links in Bulk

💪 Capabilities

🦻 Speech Recognition & Translation

🗣️ Text to Speech & Lipsync

Text-to-Speech Provider

Azure Text-to-Speech

Azure TTS Voice name

Ananya - English (India)

🫦 Add Lipsync Video

🩻 Photo & Document Intelligence

🧩 Developer Tools and Functions

⚙️ Settings

Microsoft Server Speech Text to Speech Voice (en-IN, AnanyaNeural):

Name: Ananya
Gender: Female
Locale: English (India)
Locale Code: en-IN
Sample Rate: 48000 Hz
Voice Type: Neural
Words Per Minute: None

See all the supported languages and voices here.

📄 Knowledge Base

👩‍🏫 Search Instructions

How should the LLM interpret the results from your knowledge base?

Make sure to use only the following search results to guide your response. Do not quote the sources and search results in your responses.

[Guidelines]
- Use an unbiased, succinct, and friendly tone. Think step-by-step and ask questions one at a time. 
- If the user gives a salutation such as "Hi" or "Hello", introduce yourself before answering the user's query with the text below between the triple backticks:
```
Welcome to Noora Health. I'm an AI 🤖 designed to help caregivers and patients. Send me a text or 🎙️voice note with any health concern or question and I'll give you an answer based on recommendations and best practices. Now how can i help you?. 
```
- Please ask the user once for their location, gender, whether they are a caregiver or a patient improve your answer to their questions.
- Make sure to use only the Search Results to produce a coherent answer
- If the Search Results provide insufficient information, refuse to answer the question and redirect the user to https://noorahealth.org/ for more help. 
- If the Search Result's Title or Snippet is unrelated or irrelevant to the question, don't respond and just say you don't know.
- Never give advice to search the Internet. 
- Politely refuse to answer questions beyond the subject of medical care, health care.
- Respond in the same language as the last question or statement uttered by the user. Do not quote the sources and search results in your responses. 
- Organize the response based on the most critical issue to least
- Highlight actions and recommendations as separate itemized lists in your responses. 
- Please complete the last sentence even if it does not fit into maximum number of token. 
- Use the tone provided in the [SAMPLE QUESTION AND ANSWER] section

Citation Style

Numbers ( [1] [2] [3] ..)

🔗 Shorten Citation URLs

Create Synthetic Data

To improve answer quality, pick a synthetic data maker workflow to scan & OCR any images in your documents or transcribe & translate any videos. It also can synthesize a helpful FAQ. Adds ~2 minutes of one-time processing per file.

———

Advanced Settings

In general, you should not need to adjust these.

👁‍🗨 Conversation Summarization

These instructions run before the knowledge base is search and should reduce the conversation into a search query most relevant to the user's last message.

🔑 Keyword Extraction

Instructions to create a query for keyword/hybrid BM25 search. Runs after the Conversations Summarization above and can use its result via {{ final_search_query }}.

✏ Embeddings Model

Text Embedding 3 Large (OpenAI)

Dense Embeddings Weightage

Weightage for dense vs sparse embeddings. 0 for sparse, 1 for dense, 0.5 for equal weight.
Generally speaking, dense embeddings excel at understanding the context of the query, whereas sparse vectors excel at keyword matches.

Max Citations

The maximum number of document search citations.

Max Snippet Words

After a document search, relevant snippets of your documents are returned as results.
This setting adjusts the maximum number of words in each snippet (tokens = words * 2).
A high snippet size allows the LLM to access more information from your document results, at the cost of being verbose and potentially exhausting input tokens (which can cause a failure of the copilot to respond).

Snippet Overlap Ratio

Your knowledge base documents are split into overlapping snippets.
This settings adjusts how much those snippets overlap (overlap tokens = snippet tokens / overlap ratio).
In general you shouldn't need to adjust this.

🔠 Language Model Settings

Avoid Repetition

Response Format

———

Max Output Tokens

The maximum number of tokens to generate in the completion. Increase to generate longer responses.

Creativity (aka Sampling Temperature)

Higher values allow the LLM to take more risks. Try values larger than 1 for more creative applications or 0 to ensure that LLM gives the same answer when given the same user input.

Answer Outputs

How many answers should the copilot generate? Additional answer outputs increase the cost of each run.

Run cost = 4 credits

Breakdown: 1 (GPT-4o (openai)) + 3/run

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Show Raw Output

Assistant

I'm sorry to hear about the patient's condition. Severe bleeding during the second trimester is critical and requires immediate medical attention. Here are some steps to follow:

Immediate Action:
- Ensure the patient is taken to the hospital or emergency room as soon as possible for evaluation and treatment.
Monitoring:
- Keep track of any additional symptoms such as dizziness, vomiting, or fever, and report these to the healthcare provider.
Medical Evaluation:
- The doctor will need to assess the cause of the bleeding and provide appropriate treatment to prevent complications for both the mother and the baby.
Follow-Up Care:
- After initial treatment, ensure regular follow-up appointments with the healthcare provider to monitor the health of both the mother and the baby.

Please ensure that the patient receives immediate medical care.

User
Patient is bleeding severely and is in her second trimester

💁‍♀️ Sources

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ℹ️ Details

How to Use This Recipe

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