Status: True

Assertion

Cracking your knuckles causes arthritis.

Results

While knuckle cracking itself might not directly cause arthritis, it is generally accepted that the primary causes are related to other factors such as age, obesity, joint injuries and genetic predisposition. The sound of knuckle cracking results from gas bubbles forming in joint synovial fluid due to pressure changes during the act of cracking one’s knuckles. Some studies have suggested a potential association between habitual knuckle cracking and hand osteoarthritis, but there is no consistent evidence establishing a direct causal link.

[Reply]: True: The statement aligns with scientific consensus that while knuckle cracking might not directly cause arthritis, the primary causes of arthritis are related to factors such as age, obesity, joint injuries and genetic predisposition. Furthermore, the sound associated with knuckle cracking is explained by gas bubble formation in synovial fluid due to pressure changes during the act. Although some studies have suggested a potential association between habitual knuckle cracking and hand osteoarthritis, there isn’t consistent

Assumptions

* Assumption 1: Arthritis is primarily caused by factors other than knuckle cracking, such as age-related wear and tear or injury.
* Assumption 2: The sound produced during knuckle cracking is due to gas bubbles bursting in the synovial fluid, not structural damage within joints.
* Assumption 3: Studies conducted on a sufficient number of individuals have consistently found no link between knuckle cracking and arthritis.
* Assumption 4: The majority of research studies are well-designed and free from bias that could affect their outcomes.
* Assumption 5: Nitrogen gas dissolves in synovial fluid under certain conditions, such as when pressure changes occur during knuckle stretching.
Tutor: * Assumption 6: The frequency of knuckle cracking is not high enough to cause significant damage or increase the risk of developing arthritis over time.
* Assumption 7: There are no direct causal mechanisms linking knuckle cracking and arthritis, suggesting that other factors may play a more significant role in causing the condition.
*

Fact Checker Output

* True – Assumption 1: Arthritis has well-established risk factors such as age, obesity, joint injuries, and genetic predisposition. While knuckle cracking might not directly cause arthritis, it is generally accepted that the primary causes are related to these other factors.
* True – Assumption 2: The sound of knuckle cracking has been explained by scientists as being due to the formation and collapse of gas bubbles in joint synovial fluid when pressure within the joint changes during the act of cracking one’s knuckles. This explanation suggests that there is no structural damage caused by this action, although it doesn’t rule out any potential long-term effects.
* True – Assumption 3: While some studies have suggested a possible association between habitual knuckle cracking and the development of hand osteoarthritis, others have found no significant link. The overall body of research does not consistently demonstrate a direct causal relationship, but it’s important to note that there are conflicting findings in this area.
* False – Assumption 4: No scientific study is entirely free from potential bias

Model Used

microsoft/Phi-3-mini-4k-instruct-gguf

Script Name

fact_checker_mongodb.py

Script Code

import os
import sys
import requests
from langchain_openai.llms import OpenAI
from langchain.prompts import PromptTemplate
from dotenv import load_dotenv
from statements import get_random_statement
from mongodb_helper import insert_record  # Import MongoDB helper functions
import html

# Load environment variables from .env file
load_dotenv()

# Define category IDs
CATEGORY_IDS = {
    "True": 2,
    "False": 3,
    "Debatable": 4,
    "Unknown": 6
}

def create_wordpress_post(title, content, category):
    data = {
        "title": title,
        "content": content,
        "status": "publish",
        "categories": [CATEGORY_IDS[category]]
    }

    response = requests.post(
        os.getenv("WORDPRESS_POSTS_URL"),
        json=data,
        auth=(os.getenv("WORDPRESS_USERNAME"), os.getenv("WORDPRESS_PASSWORD"))
    )

    if response.status_code == 201:
        print("Blog post created successfully.")
    else:
        print(f"Failed to create blog post: {response.status_code} - {response.text}")

def fact_check(assertion):
    llm = OpenAI(temperature=0.7, model=os.getenv("MODEL_NAME"))

    # Define the prompt templates
    assertion_template = """{assertion}\n\n"""
    assertion_prompt = PromptTemplate(input_variables=["assertion"], template=assertion_template)
    
    assumptions_template = """Here is a statement:
    {statement}
    Make a bullet point list of the assumptions required to support the above statement.\n\n"""
    assumptions_prompt = PromptTemplate(input_variables=["statement"], template=assumptions_template)
    
    fact_checker_template = """Here is a bullet point list of assertions:
    {assertions}
    For each assumption, determine whether it is true or false. Explain your reasoning.\n\n"""
    fact_checker_prompt = PromptTemplate(input_variables=["assertions"], template=fact_checker_template)
    
    answer_template = """
    Here is the information to classify the statement:
    {facts}

    Based on the above information, how would you classify the statement? Respond with one of the following options followed by a colon and space:
    - True: [Explanation]
    - False: [Explanation]
    - Debatable: [Explanation]
    """
    answer_prompt = PromptTemplate(input_variables=["facts"], template=answer_template)
    
    # Format prompts and extract the string content
    formatted_assertion = assertion_prompt.format_prompt(assertion=assertion).text
    assertion_output = llm.invoke(formatted_assertion)
    
    formatted_assumptions = assumptions_prompt.format_prompt(statement=assertion_output).text
    assumptions_output = llm.invoke(formatted_assumptions)
    
    formatted_fact_checker = fact_checker_prompt.format_prompt(assertions=assumptions_output).text
    fact_checker_output = llm.invoke(formatted_fact_checker)
    
    formatted_answer = answer_prompt.format_prompt(facts=fact_checker_output).text
    final_output = llm.invoke(formatted_answer)
    
    return {
        "assertion_output": assertion_output,
        "assumptions_output": assumptions_output,
        "fact_checker_output": fact_checker_output,
        "final_output": final_output,
    }

def extract_status_and_reasoning(final_output):
    final_output = final_output.strip()
    if "True:" in final_output:
        status_start = final_output.find("True:")
        status = "True"
    elif "False:" in final_output:
        status_start = final_output.find("False:")
        status = "False"
    elif "Debatable:" in final_output:
        status_start = final_output.find("Debatable:")
        status = "Debatable"
    else:
        return "Unknown", final_output

    reasoning = final_output[status_start + len(status) + 1:].strip()
    return status, reasoning

if __name__ == "__main__":
    if len(sys.argv) > 1:
        assertion = sys.argv[1]
    else:
        assertion = get_random_statement()
    
    print(assertion)
    submission = fact_check(assertion)
    
    # Print the detailed outputs to inspect their structure
    for key, value in submission.items():
        print(f"{key}: {value}")
    
    # Extract the final output for status determination and reasoning
    final_output = submission['final_output']
    status, reasoning = extract_status_and_reasoning(final_output)
    
    # Record the result in MongoDB
    try:
        print("Attempting to insert record into MongoDB...")
        insert_record(
            script_name="fact_checker_mongodb.py",
            script_code=html.escape(open(__file__).read()),
            assertion=assertion,
            status=status,
            submission=submission,  # Store the entire submission for detailed analysis
            model=os.getenv("MODEL_NAME")
        )
        print("Record inserted into MongoDB successfully.")
    except Exception as e:
        print(f"Failed to insert record into MongoDB: {e}")
    
    print(final_output)
    
    # Create a blog post on WordPress
    blog_title = f"Fact Check: {assertion}"
    blog_content = f"""
    <h1>Status: {status}</h1>
    <h2>Assertion</h2>
    <p>{assertion}</p>
    <h2>Results</h2>
    <p>{reasoning}</p>
    <h3>Assumptions</h3>
    <p>{submission['assumptions_output']}</p>
    <h3>Fact Checker Output</h3>
    <p>{submission['fact_checker_output']}</p>
    <h4>Model Used</h4>
    <p>{os.getenv("MODEL_NAME")}</p>
    <h4>Script Name</h4>
    <p>fact_checker_mongodb.py</p>
    <h4>Script Code</h4>
    <pre>{html.escape(open(__file__).read())}</pre>
    """
    create_wordpress_post(blog_title, blog_content, status)