AnaHealth Bot

An interactive AI bot that's attempting to guide rural nurses to India with advice for pregnant mothers based on a PDF of the WHO guidelines (that doesn't hallucinate beyond answers generated from the WHO guidelines either).

📝 Instructions

You are an intelligent AI assistant named AnaHealth. Follow the instructions as closely as possible. If the user wants to reset the chat, print <|reset|>.

health worker: Let's role play a clinical situation. I'll play the role of a community health worker at a patient's home in Gujarat and you can be a nurse on phone in a rural Public Health Center in Gujarat. You tend to be concerned with identifying high risk illnesses in patients such as preeclampsia and malaria.  You are helping me attend to the patient at her home in my village. I am skilled to use thermometer, blood pressure meter, SPO2 device and stethoscope. I can collect urine samples. I have the following supplies: Paracetamol tablets, IpTpSp tablets, Anti-Tetanus shots, and malaria RDTs. Please generate your answers based primarily. Use an unbiased, succinct, and friendly tone. Think step-by-step and ask questions one at a time. Respond in the same language as the last question or statement uttered by the Health worker. Do not quote the sources and search results in your responses. Highlight actions and recommendations as seperate itemized lists in your responses. Please complete the last sentence even if it does not fit into maximum number of token.

nurse: Sure, let's get started! I'm ready to assist you in attending to the patient. What seems to be the patient's concern today?

🧠 Language Model

ChatGPT (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?

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 (ChatGPT (openai)) + 3/run

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

Show Raw Output

Assistant

Sure, based on the scenario you provided, here's a summary of the encounter:

Symptoms:

It would be helpful to know what symptoms the patient is experiencing. Can you please describe them?

Observations:

As a community health worker, you have access to a thermometer, blood pressure meter, SPO2 device, stethoscope, and can collect urine samples.
You also have Paracetamol tablets, IpTpSp tablets, Anti-Tetanus shots, and malaria RDTs available.

Recommendations:

Based on the patient's symptoms and observations, you may consider the following actions:

If the patient has a fever, you can use the thermometer to check their temperature and administer Paracetamol tablets if necessary.
If the patient has high blood pressure or other signs of preeclampsia, it is important to refer them to a healthcare facility immediately.
If the patient is experiencing symptoms of malaria, you can use the malaria RDTs to test for the disease and administer appropriate treatment if necessary.
If the patient has any wounds or injuries that require tetanus shots, you can administer Anti-Tetanus shots as needed.
If

User
Please summarize this encounter providing symtoms, observations and recommendations as separate sections

💁‍♀️ Sources

1. 9789241549912-eng.pdf - Page 29

2.15 Presentation of guideline content
A summary of the recommendations is presented in
Table 1 within the executive summary at the beginning
of this guideline. As evidence was evaluated for
several outcomes and six domains (effects, values,
resources, equity, acceptability, feasibility) for
each recommendation, we have not presented the
decisions on quality of evidence in this summary
table. Summary tables of the main considerations
(including certainty of the evidence on effects) for
each recommendation are presented in Web annex 3.
The “Evidence and recommendations” section of
the guideline (Chapter 3) summarizes the evidence
and other considerations reviewed by the GDG at
the Technical Consultations. To improve readability,
the “values” domain has been described (and
highlighted in a box entitled “Women’s values”) at
the beginning of each section for the five types of
interventions, instead of for each recommendation,
to avoid repetition. The language used to interpret
the Cochrane review evidence on effects is consistent
with the EPOC approach (30). Evidence assessed as
being of very low certainty is not presented in the
text, but can be found in the Web supplement.

2. 9789241549912-eng.pdf - Page 164

Recommendations A.5–A.9 are not included because interventions that are not recommended are excluded from the implementation considerations table.
Minimum requirements are: a protocol/standard operating procedure; training on how to ask about IPV, and on how to provide the minimum response or beyond; a private setting; confidentiality ensured; system
for referral in place; and time to allow for appropriate disclosure.
• Counselling and testing
• What method is in to diagnose • Collect specimens
ASB
• Follow kit instructions
• What method is feasible to
• Maintain infection control
start
standards
• How to interpret and manage
B.1.2. Diagnosing asymptomatic
bacteriuria (ASB)
• Collect specimens
• Follow kit instructions
• Maintain infection control
standards
• What method is in place to
diagnose anaemia
• What method is feasible to
start with
• How to interpret and manage
B.1.1. Diagnosing anaemia
B.1. Maternal assessment
Need to do
• Whether local women typically • Counselling
have caffeine in their diet
B. Maternal and fetal assessment
A.10.a Restricting caffeine intake
Need to know
Implementation considerations for ANC guideline recommendations
WHO recommendations on antenatal care for a positive pregnancy experience

Annex 4: Implementation considerations
147

3. 9789241549912-eng.pdf - Page 138

...

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 assistant. Follow the instructions as closely as possible. If the user wants to reset the chat, print <|reset|>.<|im_end|>
<|im_start|>user
Let's role play a clinical situation. I'll play the role of a community health worker at a patient's home in Gujarat and you can be a nurse on phone in a rural Public Health Center in Gujarat. You tend to be concerned with identifying high risk illnesses in patients such as preeclampsia and malaria.  You are helping me attend to the patient at her home in my village. I am skilled to use thermometer, blood pressure meter, SPO2 device and stethoscope. I can collect urine samples. I have the following supplies: Paracetamol tablets, IpTpSp tablets, Anti-Tetanus shots, and malaria RDTs. Please generate your answers based primarily. Use an unbiased, succinct, and friendly tone. Think step-by-step and ask questions one at a time. Respond in the same language as the last question or statement uttered by the Health worker. Do not quote the sources and search results in your responses. Highlight actions and recommendations as seperate itemized lists in your responses. Please complete the last sentence even if it does not fit into maximum number of token.<|im_end|>
<|im_start|>assistant
Sure, let's get started! I'm ready to assist you in attending to the patient. What seems to be the patient's concern today?<|im_end|>
<|im_start|>user
Search Result: [1]
Title: 9789241549912-eng.pdf - Page 29
Snippet: """
2.15 Presentation of guideline content
A summary of the recommendations is presented in
Table 1 within the executive summary at the beginning
of this guideline. As evidence was evaluated for
several outcomes and six domains (effects, values,
resources, equity, acceptability, feasibility) for
each recommendation, we have not presented the
decisions on quality of evidence in this summary
table. Summary tables of the main considerations
(including certainty of the evidence on effects) for
each recommendation are presented in Web annex 3.
The “Evidence and recommendations” section of
the guideline (Chapter 3) summarizes the evidence
and other considerations reviewed by the GDG at
the Technical Consultations. To improve readability,
the “values” domain has been described (and
highlighted in a box entitled “Women’s values”) at
the beginning of each section for the five types of
interventions, instead of for each recommendation,
to avoid repetition. The language used to interpret
the Cochrane review evidence on effects is consistent
with the EPOC approach (30). Evidence assessed as
being of very low certainty is not presented in the
text, but can be found in the Web supplement.
"""

Search Result: [2]
Title: 9789241549912-eng.pdf - Page 164
Snippet: """
Recommendations A.5–A.9 are not included because interventions that are not recommended are excluded from the implementation considerations table.
Minimum requirements are: a protocol/standard operating procedure; training on how to ask about IPV, and on how to provide the minimum response or beyond; a private setting; confidentiality ensured; system
for referral in place; and time to allow for appropriate disclosure.
• Counselling and testing
• What method is in to diagnose • Collect specimens
ASB
• Follow kit instructions
• What method is feasible to
• Maintain infection control
start
standards
• How to interpret and manage
B.1.2. Diagnosing asymptomatic
bacteriuria (ASB)
• Collect specimens
• Follow kit instructions
• Maintain infection control
standards
• What method is in place to
diagnose anaemia
• What method is feasible to
start with
• How to interpret and manage
B.1.1. Diagnosing anaemia
B.1. Maternal assessment
Need to do
• Whether local women typically • Counselling
have caffeine in their diet
B. Maternal and fetal assessment
A.10.a Restricting caffeine intake
Need to know
Implementation considerations for ANC guideline recommendations
WHO recommendations on antenatal care for a positive pregnancy experience

Annex 4: Implementation considerations
147
"""

Search Result: [3]
Title: 9789241549912-eng.pdf - Page 138
Snippet: """
Two sets of evidence briefs will be developed: one set
for policy-makers and programme managers and the
other set for health-care professionals. These evidence
briefs, which will highlight the recommendations
and implementation-related contextual issues, will
be developed and disseminated in collaboration
USAID, FIGO and ICM. The briefs will be organized in
alignment with the different sections of the guideline,
for example focusing on nutrition, maternal and fetal
assessment or preventive measures to allow for
derivative products to be tailored and disseminated
accordingly to partner.
The executive summary and recommendations
from this publication will be translated into the six
UN languages for dissemination through the WHO
7 RHL is available at: http://apps.who.int/rhl/en/
regional offices and during meetings organized by, or
attended by, staff of the WHO Departments of RHR,
MCA and NHD.
"""
**********
Make sure to use only the following search results to guide your response. Do not quote the sources and search results in your responses.
**********
Please summarize this encounter providing symtoms, observations and recommendations as separate sections<|im_end|>

Raw Text Response 1

Sure, based on the scenario you provided, here's a summary of the encounter:

Symptoms:
- It would be helpful to know what symptoms the patient is experiencing. Can you please describe them?

Observations:
- As a community health worker, you have access to a thermometer, blood pressure meter, SPO2 device, stethoscope, and can collect urine samples.
- You also have Paracetamol tablets, IpTpSp tablets, Anti-Tetanus shots, and malaria RDTs available.

Recommendations:
1. Based on the patient's symptoms and observations, you may consider the following actions:
- If the patient has a fever, you can use the thermometer to check their temperature and administer Paracetamol tablets if necessary.
- If the patient has high blood pressure or other signs of preeclampsia, it is important to refer them to a healthcare facility immediately.
- If the patient is experiencing symptoms of malaria, you can use the malaria RDTs to test for the disease and administer appropriate treatment if necessary.
- If the patient has any wounds or injuries that require tetanus shots, you can administer Anti-Tetanus shots as needed.
- If

Final Response 1

Sure, based on the scenario you provided, here's a summary of the encounter:

Symptoms:
- It would be helpful to know what symptoms the patient is experiencing. Can you please describe them?

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AnaHealth Bot

📝 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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