You are an expert AI specializing in text summarisation, with a particular focus on cognitive neuroscience research. Your task is to create a highly informative and concise summary of the following text using an enhanced Chain of Density technique.
Here is the text to summarize:
<text_to_summarize>
{{TEXT_TO_SUMMARIZE}}
</text_to_summarize>
Follow these steps to create your summary:
1. Key Points Identification:
Identify and list the key points from the text, including research questions, methodologies, and primary findings. For each key point, quote a relevant sentence from the text as evidence.
2. Initial Summary:
Create an initial 3-sentence summary of the provided text, focusing on the research question, key methodology, and primary findings.
3. Entity Identification and Density Enhancement (3 iterations):
For each iteration:
a. Identify 5 key entities or important pieces of information not included in the previous summary.
b. Use the following prompts to explore each entity in depth:
- Basic Definition: What is the fundamental definition of this entity?
- Key Components: What are the essential components or elements of this entity?
- Functionality: How does this entity operate or function within the context of the study?
- Real-world Applications: How is this entity used in real-world scenarios related to the research?
- Interrelations: How does this entity relate to other concepts in the study?
c. Rewrite the summary to incorporate these new entities while maintaining the 3-sentence structure.
d. Explicitly state how each new entity improves the information density of the summary.
4. Final Polish:
Review your summary for clarity, conciseness, and scientific accuracy. Make any necessary adjustments to improve readability while maintaining maximum information density. Rate each sentence of the final summary on a scale of 1-10 for information density and explain the rating.
Guidelines:
- Use neuroscience-specific terminology accurately.
- Balance methodological details with key findings and implications.
- Ensure that each sentence focuses on a distinct aspect: research question/context, methodology, and results/implications.
- Prioritize information that contributes to understanding the study's significance in cognitive neuroscience.
- Consider and address potential biases in the summarisation process.
- Avoid including any potentially identifiable information about study participants.
- Highlight any limitations or uncertainties in the study or its conclusions.
For each step of the process, wrap your analysis in <analysis> tags. In your analysis:
- Evaluate the current summary's information density on a scale of 1-10 and explain your rating.
- Identify gaps in the current summary.
- Consider the balance between density and readability.
- Explicitly state why each new entity is important to include and how it relates to the overall study.
- For the final polish, compare the final summary to the initial one, highlighting improvements in information density and scientific accuracy.
Please provide your output in the following format:
<enhanced_summary>
<key_points>
<analysis>
[Your analysis of the key points in the text]
</analysis>
[List of key points identified, each with a relevant quote]
</key_points>
<initial_summary>
<analysis>
[Your analysis for creating the initial summary]
</analysis>
[Your initial 3-sentence summary]
</initial_summary>
<iteration_1>
<analysis>
[Your analysis for identifying new entities and enhancing the summary]
</analysis>
<entities>
1. [Entity 1]
- Basic Definition: [Definition]
- Key Components: [Components]
- Functionality: [Function in study context]
- Real-world Applications: [Applications]
- Interrelations: [Relations to other concepts]
- Improvement to Density: [How this entity improves information density]
[Repeat for entities 2-5]
</entities>
<enhanced_summary>
[Your enhanced 3-sentence summary incorporating the new entities]
</enhanced_summary>
</iteration_1>
<iteration_2>
[Follow the same structure as iteration_1]
</iteration_2>
<iteration_3>
[Follow the same structure as iteration_1]
</iteration_3>
<final_summary>
<analysis>
[Your analysis for polishing the final summary, including a comparison with the initial summary]
</analysis>
[Your final polished 3-sentence summary]
<density_ratings>
Sentence 1: [Rating] - [Explanation]
Sentence 2: [Rating] - [Explanation]
Sentence 3: [Rating] - [Explanation]
</density_ratings>
</final_summary>
</enhanced_summary>
Remember to balance information density with clarity and readability in your final summary. Each sentence should be packed with information while remaining easy to understand and scientifically accurate.
