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AI tools for Research Methodolgy
Agenda
Research:
Systematic investigation into and study of materials and sources in order to establish facts and reach new conclusions
GenAI
Generative AI, sometimes called gen AI, is artificial intelligence (AI) that can create original content—such as text, images, video, audio or software code—in response to a user’s prompt or request
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Academic Identities
IRINS - Indian Research Information Network Systems
https://irins.inflibnet.ac.in/irins/
Scholar:
citation
h-index
i10-index
Sure, bro! Here's a simple breakdown:
### Citation
- **Definition:** A reference to a published or unpublished source.
- **Importance:** Shows the impact and relevance of a research work by how often it is referred to by others.
### h-index
- **Definition:** A metric that measures both the productivity and citation impact of a researcher's publications.
- **Calculation:** An h-index of \( h \) means a researcher has \( h \) papers with at least \( h \) citations each. For example, if you have 5 papers, each cited at least 5 times, your h-index is 5.
- **Importance:** Balances quantity (number of papers) and quality (citations per paper).
### i10-index
- **Definition:** The number of publications with at least 10 citations.
- **Calculation:** Count the number of papers that have been cited at least 10 times.
- **Importance:** Easy way to see how many significant contributions a researcher has made.
### Why They Are Important
1. **Evaluation:** Helps in evaluating the research impact and influence of a researcher.
2. **Funding:** Can influence funding decisions and grant applications.
3. **Academic Promotions:** Used in academic evaluations for promotions and tenure.
These metrics help to gauge the quality and impact of research work in the academic community.
Sure, bro! Here are numerical examples for both h-index and i10-index:
### h-index
**Example:**
Let's say a researcher has the following 7 papers with these citation counts:
- Paper 1: 20 citations
- Paper 2: 15 citations
- Paper 3: 10 citations
- Paper 4: 8 citations
- Paper 5: 5 citations
- Paper 6: 3 citations
- Paper 7: 2 citations
To find the h-index:
1. **Sort the papers by citation count (highest to lowest):** 20, 15, 10, 8, 5, 3, 2.
2. **Determine the highest number \( h \) such that the researcher has \( h \) papers with at least \( h \) citations each.**
Here:
- The 1st paper has 20 citations (≥1).
- The 2nd paper has 15 citations (≥2).
- The 3rd paper has 10 citations (≥3).
- The 4th paper has 8 citations (≥4).
- The 5th paper has 5 citations (≥5).
- The 6th paper has 3 citations (<6).
Since the 6th paper doesn't meet the criteria (it needs at least 6 citations to count), the **h-index** is 5.
### i10-index
**Example:**
Let's consider the same researcher with the following papers:
- Paper 1: 20 citations
- Paper 2: 15 citations
- Paper 3: 10 citations
- Paper 4: 8 citations
- Paper 5: 5 citations
- Paper 6: 3 citations
- Paper 7: 2 citations
To find the i10-index:
1. **Count the number of papers with at least 10 citations.**
Here:
- Paper 1: 20 citations (≥10)
- Paper 2: 15 citations (≥10)
- Paper 3: 10 citations (≥10)
- Paper 4: 8 citations (<10)
- Paper 5: 5 citations (<10)
- Paper 6: 3 citations (<10)
- Paper 7: 2 citations (<10)
Only Papers 1, 2, and 3 have 10 or more citations. So, the **i10-index** is 3.
### Summary
- **h-index:** Measures the number of papers (h) with at least h citations each.
- Example: h-index is 5.
- **i10-index:** Measures the number of papers with at least 10 citations each.
- Example: i10-index is 3.
These indices help in evaluating the research impact by balancing the quantity and quality of a researcher's publications.
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citation
h-index
i10-index
Sure, bro! Here's a simple breakdown:
### Citation
- **Definition:** A reference to a published or unpublished source.
- **Importance:** Shows the impact and relevance of a research work by how often it is referred to by others.
### h-index
- **Definition:** A metric that measures both the productivity and citation impact of a researcher's publications.
- **Calculation:** An h-index of \( h \) means a researcher has \( h \) papers with at least \( h \) citations each. For example, if you have 5 papers, each cited at least 5 times, your h-index is 5.
- **Importance:** Balances quantity (number of papers) and quality (citations per paper).
### i10-index
- **Definition:** The number of publications with at least 10 citations.
- **Calculation:** Count the number of papers that have been cited at least 10 times.
- **Importance:** Easy way to see how many significant contributions a researcher has made.
### Why They Are Important
1. **Evaluation:** Helps in evaluating the research impact and influence of a researcher.
2. **Funding:** Can influence funding decisions and grant applications.
3. **Academic Promotions:** Used in academic evaluations for promotions and tenure.
These metrics help to gauge the quality and impact of research work in the academic community.
Sure, bro! Here are numerical examples for both h-index and i10-index:
### h-index
**Example:**
Let's say a researcher has the following 7 papers with these citation counts:
- Paper 1: 20 citations
- Paper 2: 15 citations
- Paper 3: 10 citations
- Paper 4: 8 citations
- Paper 5: 5 citations
- Paper 6: 3 citations
- Paper 7: 2 citations
To find the h-index:
1. **Sort the papers by citation count (highest to lowest):** 20, 15, 10, 8, 5, 3, 2.
2. **Determine the highest number \( h \) such that the researcher has \( h \) papers with at least \( h \) citations each.**
Here:
- The 1st paper has 20 citations (≥1).
- The 2nd paper has 15 citations (≥2).
- The 3rd paper has 10 citations (≥3).
- The 4th paper has 8 citations (≥4).
- The 5th paper has 5 citations (≥5).
- The 6th paper has 3 citations (<6).
Since the 6th paper doesn't meet the criteria (it needs at least 6 citations to count), the **h-index** is 5.
### i10-index
**Example:**
Let's consider the same researcher with the following papers:
- Paper 1: 20 citations
- Paper 2: 15 citations
- Paper 3: 10 citations
- Paper 4: 8 citations
- Paper 5: 5 citations
- Paper 6: 3 citations
- Paper 7: 2 citations
To find the i10-index:
1. **Count the number of papers with at least 10 citations.**
Here:
- Paper 1: 20 citations (≥10)
- Paper 2: 15 citations (≥10)
- Paper 3: 10 citations (≥10)
- Paper 4: 8 citations (<10)
- Paper 5: 5 citations (<10)
- Paper 6: 3 citations (<10)
- Paper 7: 2 citations (<10)
Only Papers 1, 2, and 3 have 10 or more citations. So, the **i10-index** is 3.
### Summary
- **h-index:** Measures the number of papers (h) with at least h citations each.
- Example: h-index is 5.
- **i10-index:** Measures the number of papers with at least 10 citations each.
- Example: i10-index is 3.
These indices help in evaluating the research impact by balancing the quantity and quality of a researcher's publications.
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Artificial Intelligence - Generative AI
Generative AI: A subset of artificial intelligence that uses algorithms to generate new, original content based on the patterns and structures it has learned from training data.
Key Points
- Text: Creates articles, stories, or code (e.g., GPT models).
- Images: Generates artwork or realistic photos (e.g., DALL-E).
- Audio: Produces music or realistic voice recordings.
- Video: Creates or alters video content.
- Training Data: The AI is trained on large datasets relevant to the type of content it aims to generate.
- Algorithms: Uses deep learning techniques, particularly neural networks, to learn from the data.
- Generation: Once trained, it can produce new content that mimics the style and structure of the original data.
- Creative Arts: Producing art, music, and literature.
- Business: Automating content creation, such as marketing materials and reports.
- Technology: Enhancing user experiences with chatbots and virtual assistants.
- Entertainment: Creating video game graphics, animations, and special effects.
- Text Generation: OpenAI's GPT-4 can write essays, answer questions, and even generate poetry.
- Image Generation: DALL-E can create images from textual descriptions, like "a two-story pink house shaped like a shoe."
- Research Design, Literature Survey, Writing, Grammar,Illustrations, Data Analysis
- Innovation: Drives new forms of creativity and content creation.
- Efficiency: Automates repetitive tasks, saving time and resources.
- Personalization: Enables tailored content and experiences for users.
LLM blog
Prompt Engineering
Research Design : Blog page For AI for for RM
https://ametodl.blogspot.com/2024/06/research-methodology-with-chatgpt-1.html
Find Research Articles
🔗 Elicit: https://elicit.org/ - Simple to use
🔗 Scite.AI Assistant: https://bit.ly/scigradcoach-sciteai - Not working?
🔗 Perplexity AI: https://www.perplexity.ai/ Where knowlwdge begins
🔗 Research Rabbit: https://www.researchrabbit.ai/ Find citation, relevance, author, Keyword search https://doi.org/10.1016/j.comnet.2010.12.008
🔗 LitMaps: https://www.litmaps.com/ Find the right papers faster
🔗 Connected Papers: https://www.connectedpapers.com/
Summarize Research Articles
🔗 TLDR This: https://tldrthis.com/
🔗 Paper Digest: https://www.paper-digest.com/
🔗 Resoomer: https://resoomer.com/en/
🔗 Elicit: https://elicit.org/
🔗 SciSpace Co-Pilot: https://www.typeset.io/?via=nTKwM1OBBQs
🔗 Sharly.AI: https://www.sharly.ai/
🔗 WordTune Read: https://www.wordtune.com/read
🔗 Scholarcy: https://www.scholarcy.com/
Editing Research and Review Articles
🔗 Grammarly: http://bit.ly/grammarlyscigradcoach
🔗 ChatGPT: https://chat.openai.com/
🔗 Sharly.AI: https://www.sharly.ai/
AI/SI/Plagiarism Checkers
Turnitin https://www.turnitin.com/
CopyLeaks: https://copyleaks.com/
ZeroGPT : https://www.zerogpt.com/
Paraphrasing Tools
QUILL BOT : https://quillbot.com/ [Recommented & Preferred]
Word Tune: https://www.wordtune.com/
Hix.ai https://hix.ai/
Technique: ICQP
Identify/Interchange
Cite
Quote
Paraphrase/Rewrite
You Tube for ChatGPT - Introduction :
Blog page For AI for RM
WALK THROUGH
AI4RM Quiz
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Case Study:
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Make money through Social Media
Social Media marketing
Stunning UI to engage target audience
Quality of Content
Frequency of Visit
Research Support:
Converting older code languages to newer ones for application modernization and migration
Generating context-aware code
Speeding data analysis
Top Searc/Research Tools
1. Google Scholar – Google Scholar is a search engine for scholarly literature, including articles, theses, books, and conference papers.
2. JSTOR – JSTOR is a digital library of academic journals, books, and primary sources.
3.PubMed – PubMed is a free search engine accessing primarily the MEDLINE database of references and abstracts on life sciences and biomedical topics.
4. Web of Science: Web of Science is a citation index that allows you to search for articles, conference proceedings, and books across various scientific disciplines.
5. Scopus – Scopus citation database that covers scientific, technical, medical, and social sciences literature.
6. Zotero: Zotero is a free, open-source citation management tool that helps you organize your research sources, create bibliographies, and collaborate with others.
7. Mendeley – Mendeley is a reference management software that allows you to organize and share your research papers and collaborate with others.
8. EndNote – EndNote is a software tool for managing bibliographies, citations, and references on the Windows and macOS operating systems.
9. RefWorks – RefWorks is a web-based reference management tool that allows you to create and organize a personal database of references and generate citations and bibliographies.
10. Evernote – Evernote is a digital notebook that allows you to capture and organize your research notes, web clippings, and documents.
11. SPSS – SPSS is a statistical software package used for data analysis, data mining, and forecasting.
12. R – R is a free, open-source software environment for statistical computing and graphics.
Other helpful tools for collaboration and organization include NVivo, Slack, Zoom, and Microsoft Teams.
With these tools, researchers can effectively find relevant literature, manage references, analyze data, write research papers, create visual representations of data, and collaborate with peers.
Qualtrics – Qualtrics is an online survey platform that allows researchers to design and distribute surveys, collect and analyze data, and generate reports.
Research Tools
Comparison of 10 AI tools
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