Noora Health Bot - 17 July

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-4 (openai)

📄 Knowledge

Add documents or links to give your copilot a knowledge base. When asked a question, we'll search them to generate an answer with citations.

Submit Links in Bulk

Capabilities

🗣️ Text to Speech & Lipsync

Text-to-Speech Provider

Google Text-to-Speech

Voice name (Google TTS)

en-IN-Wavenet-D (Female)

Please refer to the list of voice names here

🫦 Add Lipsync Video

🔠 Translation & Speech Recognition

🩻 Photo & Document Intelligence

⚙️ Settings

🗣️ Google Text-to-Speech Settings

Speaking rate

1.0 is the normal native speed of the speaker

Pitch

Increase/Decrease semitones from the original pitch

📄 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 Do not quote the sources and search results in your responses.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.

⌥ Variables

🔑 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. 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). Default: 300

Overlapping Snippet Lines

Your knowledge base documents are split into overlapping snippets. This settings adjusts how much those snippets overlap. In general you shouldn't need to adjust this. Default: 5

🔠 Language Model Settings

Avoid Repetition

Answer Outputs

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

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.

🛠️ Tools

Give your copilot superpowers by giving it access to tools. Powered by Function calling.

Save JSON as PDF

Run cost = 4 credits

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

By submitting, you agree to Gooey.AI's terms & privacy policy.

Show Raw Output

Assistant

I'm sorry to hear that. It's important to take immediate action in this situation. Here's what you should do:

Please take the patient to the hospital as soon as possible. Severe bleeding during pregnancy could indicate a serious issue that needs immediate medical attention.
While you're on your way to the hospital, try to keep the patient calm and comfortable. Avoid any strenuous activity.
Once at the hospital, provide all the necessary information to the medical team, including the fact that the patient has thalassemia and is in her second trimester.

Remember, it's crucial not to delay seeking medical help in this situation.

User
Patient is bleeding severely and is in her second trimester

💁‍♀️ Sources

1. faq Noora .pdf - Page 45

Have a high protein diet like including pulses,soy,dairy,eggs etc.
Avoid oily,fatty foods.
Drink plenty of water.
Have a healthy balanced diet with lots of green leafy vegetables and fruits daily.
You need close monitoring of your liver enzymes,Platelet count, baby Condition, bp
monitoring.
If there is no improvement in the condition you will need to terminate the pregnancy
Varicose veins is common in pregnancy as the growing uterus puts pressure on the
veins.
You could follow the below suggestions.
You could use stocking which are called maternity stocking which help with blood
circulation.
Drink 8-10 glasses of water daily.
Have your iron and calcium supplements as advised.
Do not stand for long hours at a stretch
Elevate your legs at regular intervals to increase blood supply.
You should keep your legs elevated by keeping a pillow below your legs at night.
Light daily exercises.
Light massages of leg will help relieve pain.
If these suggestions dont help please see the doctor.
This bleeding as you have explained is from your gums.
Hormonal changes in pregnancy make your gums more prone to gingivitis that is gum
inflammation and can cause bleeding.
Make sure you maintain oral hygiene.
Brush and floss your teeth twice a day.
Eat foods rich in vitamin c like lemons,oranges,limes,amla etc.
If these suggestions don't help please see the doctor to rule out infections, bleeding
disorders, bp disorder etc.
Have a healthy balanced diet with lots of green leafy vegetables and fruits daily.
Drink plenty of water.
Keep a check on baby movements.
Regular anc follow ups.
Take iron calcium supplements as advised.

2. faq Noora .pdf - Page 268

This will reduce gradually.
If there is still no relief please see a doctor
As you baby grows bigger during the second and third trimesters, you
may find that you feel more pain in the lower belly and bladder
region. You may feel your skin stretching and more pressure from
the added weight.
If the pain keeps increasing or does not relieve on rest please see
the doctor.Varicose veins is common in pregnancy as the growing uterus puts
pressure on the veins.
You could follow the below suggestions.
You could use stocking which are called maternity stocking which
help with blood circulation.
Drink 8-10 glasses of water daily.
Have your iron and calcium supplements as advised.
Do not stand for long hours at a stretch
Elevate your legs at regular intervals to increase blood supply.
You should keep your legs elevated by keeping a pillow below your
legs at night.
Light daily exercises.
Light massages of leg will help relieve pain.
If these suggestions dont help please see the doctor.
Drinking plenty of water.
Include high water content foods like
watermelon,oranges,muskmelon,local fruits and vegetables in your
meals.
Have a healthy balanced diet.
Avoid oily, spicy foods,avoid,junk,processed foods.
Regular light exercises.
Limit sun exposure and cover yourself when out to prevent
dehydration.
This is expected, nothing to worry.
Weight loss is common in first trimester as there is increased nausea
, vomiting and loss of appetite because of this.
If you are not feeling like eating please understand this is because of
hormonal changes in pregnancy.
Have frequent small meals instead of big meals.
You can make changes in meal preparation according to your liking
to increase your appetite.
Go for regular ANC follow ups and keep a check on weight gain.

3. faq Noora .pdf - Page 220

Generated in 13.8s on

...

ℹ️ Details

Have you ever wanted to create a bot that you could talk to about anything? Ever wanted to create your own https://dara.network/RadBots or https://Farmer.CHAT? This is how.

This workflow takes a dialog LLM prompt describing your character, a collection of docs & links and optional an video clip of your bot’s face and voice settings.

We use all these to build a bot that anyone can speak to about anything and you can host directly in your own site or app, or simply connect to your Facebook, WhatsApp or Instagram page.

How It Works:

Appends the user's question to the bottom of your dialog script.
Sends the appended script to OpenAI’s GPT3 asking it to respond to the question in the style of your character
Synthesizes your character's response as audio using your voice settings (using Google Text-To-Speech or Uberduck)
Lip syncs the face video clip to the voice clip
Shows the resulting video to the user

PS. This is the workflow that we used to create RadBots - a collection of Turing-test videobots, authored by leading international writers, singers and playwrights - and really inspired us to create Gooey.AI so that every person and organization could create their own fantastic characters, in any personality of their choosing. It's also the workflow that powers https://Farmer.CHAT and was demo'd at the UN General Assembly in April 2023 as a multi-lingual WhatsApp bot for Indian, Ethiopian and Kenyan farmers.

👣 Steps

References

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Final Prompt

<|im_start|>system
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|>.

[SAMPLE QUESTION AND ANSWER]<|im_end|>
<|im_start|>user
Hi<|im_end|>
<|im_start|>assistant
<salutation from triple backticks> + Now, what would you like to know?<|im_end|>
<|im_start|>user
If the mother has thalassemia what we should do?<|im_end|>
<|im_start|>assistant
"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"<|im_end|>
<|im_start|>user
Search Result: [1]
Title: """faq Noora .pdf - Page 45"""
Snippet: """
Have a high protein diet like including pulses,soy,dairy,eggs etc.
Avoid oily,fatty foods.
Drink plenty of water.
Have a healthy balanced diet with lots of green leafy vegetables and fruits daily.
You need close monitoring of your liver enzymes,Platelet count, baby Condition, bp
monitoring.
If there is no improvement in the condition you will need to terminate the pregnancy
Varicose veins is common in pregnancy as the growing uterus puts pressure on the
veins.
You could follow the below suggestions.
You could use stocking which are called maternity stocking which help with blood
circulation.
Drink 8-10 glasses of water daily.
Have your iron and calcium supplements as advised.
Do not stand for long hours at a stretch
Elevate your legs at regular intervals to increase blood supply.
You should keep your legs elevated by keeping a pillow below your legs at night.
Light daily exercises.
Light massages of leg will help relieve pain.
If these suggestions dont help please see the doctor.
This bleeding as you have explained is from your gums.
Hormonal changes in pregnancy make your gums more prone to gingivitis that is gum
inflammation and can cause bleeding.
Make sure you maintain oral hygiene.
Brush and floss your teeth twice a day.
Eat foods rich in vitamin c like lemons,oranges,limes,amla etc.
If these suggestions don"t help please see the doctor to rule out infections, bleeding
disorders, bp disorder etc.
Have a healthy balanced diet with lots of green leafy vegetables and fruits daily.
Drink plenty of water.
Keep a check on baby movements.
Regular anc follow ups.
Take iron calcium supplements as advised.
"""

Search Result: [2]
Title: """faq Noora .pdf - Page 268"""
Snippet: """
This will reduce gradually.
If there is still no relief please see a doctor
As you baby grows bigger during the second and third trimesters, you
may find that you feel more pain in the lower belly and bladder
region. You may feel your skin stretching and more pressure from
the added weight.
If the pain keeps increasing or does not relieve on rest please see
the doctor.Varicose veins is common in pregnancy as the growing uterus puts
pressure on the veins.
You could follow the below suggestions.
You could use stocking which are called maternity stocking which
help with blood circulation.
Drink 8-10 glasses of water daily.
Have your iron and calcium supplements as advised.
Do not stand for long hours at a stretch
Elevate your legs at regular intervals to increase blood supply.
You should keep your legs elevated by keeping a pillow below your
legs at night.
Light daily exercises.
Light massages of leg will help relieve pain.
If these suggestions dont help please see the doctor.
Drinking plenty of water.
Include high water content foods like
watermelon,oranges,muskmelon,local fruits and vegetables in your
meals.
Have a healthy balanced diet.
Avoid oily, spicy foods,avoid,junk,processed foods.
Regular light exercises.
Limit sun exposure and cover yourself when out to prevent
dehydration.
This is expected, nothing to worry.
Weight loss is common in first trimester as there is increased nausea
, vomiting and loss of appetite because of this.
If you are not feeling like eating please understand this is because of
hormonal changes in pregnancy.
Have frequent small meals instead of big meals.
You can make changes in meal preparation according to your liking
to increase your appetite.
Go for regular ANC follow ups and keep a check on weight gain.
"""

Search Result: [3]
Title: """faq Noora .pdf - Page 220"""
Snippet: """
It is important to check with the doctor on this. Also follow the advice
given by the doctor. Take enough rest. And do not strain yourself
There is some correction required Increased fluid in the uterus may lead to premature labour or some
problems in the baby. Please get regular check ups at the hospital
for condition of the baby and get tested for Diabetes.
Eat a healthy diet, take rest, take Iron tablets and other medicines.
Follow the advice of the doctor
If your wife has any of these symptoms, it is a sign that she is unwell.
Severe headache, seizures, trouble breathing, fever, bleeding, or
very tiredness. If you see this or any other problem, go to the hospital
immediately.
if you have headache, kindly take go to the hospital as soon as
possible. Contact a doctor. Do not take any medication without the
advice of a doctor, which can make the baby sick. Drink 2-3 liters of
water every day, eat all food.
"""
**********
Make sure to use only the following search results to guide your response. Do not quote the sources and search results in your responses.

Raw Text Response 1

Final Response 1

Generated Audio 1

How to Use This Recipe

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Noora Health Bot - 17 July

📝 Instructions

🧠 Language Model

📄 Knowledge

Capabilities

🗣️ Text to Speech & Lipsync

Text-to-Speech Provider

Voice name (Google TTS)

🫦 Add Lipsync Video

🔠 Translation & Speech Recognition

🩻 Photo & Document Intelligence

🗣️ Google Text-to-Speech Settings

Speaking rate

Pitch

📄 Knowledge Base

👩‍🏫 Search Instructions

Citation Style

Create Synthetic Data

Advanced Settings

👁‍🗨 Conversation Summarization

⌥ Variables

🔑 Keyword Extraction

Embeddings Model

Dense Embeddings Weightage

Max Citations

Max Snippet Words

Overlapping Snippet Lines

🔠 Language Model Settings

Answer Outputs

Max Output Tokens

Creativity (aka Sampling Temperature)

🛠️ Tools

👣 Steps

How to Use This Recipe

Related Workflows

Lip Sync with TTS

Search any document with GPT4

AI Animation Generator

Compare AI Image Generators

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