• Home
  • >>>>>>>>>>>>> 2026 & BEYOND MASTER PLAN >>>>>>>>>>>>>>>>
  • TRAINABLE DATA ASSETS IN CORPORATE LEGACY & ORGANIZATION’s STRATEGIC MEMORY (2012 – 2025)
  • 2.0 LPBI Executive Summary
  • 1.0 LPBI Executive Summary
  • Founder’s Vision
  • Portfolio of IP Assets
  • Knowledge PORTALS System (KPS)
  • 1.0 LPBI – 2012-2020 VISTA
  • LPBI Group’s History
  • 2.0 LPBI – 2021-2025 VISION
  • BioMed e-Series
  • Press Coverage
  • Investor Relations
  • Our TEAM
  • Founder’s Bio
  • Funding, Deals & Partnerships
  • 1.0 LPBI Group News
  • 1.0 LPBI CALENDAR
  • 2.0 LPBI Group News
  • Testimonials about LPBI
  • DrugDiscovery @LPBI Group
  • Medical 3D Printing
  • e-VOICES Podcasting
  • LPBI Newsletters
  • Customer Surveys
  • Health Care INVESTOR’s Corner ($)
  • 2021 Summer Internship Portal
  • 2021-2025 Medical Text Analysis (NLP)
  • Artificial Intelligence: Genomics & Cancer
  • Blockchain Transactions Network Ecosystem
  • 1.0 LPBI Brochure
  • 2.0 LPBI Brochure
  • 2.0 LPBI – Calendar of Zooms
  • Coronavirus, SARS-CoV-2 Portal
  • LPBI India
  • SOP Web STAT
  • Synthetic Biology in Drug Discovery
  • Certificate One Year
  • NFT: Redefined Format of IP Assets
  • Audio English-Spanish: BioMed e-Series
  • Five Bilingual BioMed e-Series
  • Press Releases
  • Intangibles CIM
  • BioMed Audio Podcast Library @LPBI Group
  • Medical School Education: Use of LPBI Group’s Contents
  • ChatGPT + Wolfram PlugIn
  • Medicine with GPT-4 & ChatGPT
  • AGI, generativeAI, Grok, DeepSeek & Expert Models in Healthcare
  • Multimodal Healthcare Foundation Model
  • Cell Therapy in Regenerative Medicine, 2026 and Beyond
  • Contact Us

Leaders in Pharmaceutical Business Intelligence Group, LLC, Doing Business As LPBI Group, Newton, MA

Healthcare analytics, AI solutions for biological big data, providing an AI platform for the biotech, life sciences, medical and pharmaceutical industries, as well as for related technological approaches, i.e., curation and text analysis with machine learning and other activities related to AI applications to these industries.

Feeds:
Posts
Comments

Arav Gandhi, Research Assistant 2, Domain Content: Cardiovascular Diseases, Series A

Arav Gandhi, Research Assistant 2, Domain Content: Cardiovascular Diseases, Series A

 

UPDATED on 2/28/2024

 

On 1/28/2024 Arav Gandhi DROP OUT of LPBI Group’s One-Year Internship Program 

https://pharmaceuticalintelligence.com/certificate-1-year/

  • He has used my Letter of Recommendation (LOR) to CommonApp.org which was intended for Early Admission ONLY for his Regular Admission without asking for my permission and sharing which colleges my LOR was used for 
  • After using my LOR for both Early Admission and Regular Admission which was written referring to future work to be completed and we had agreed upon that LORs are written ONLY for work completion,
  • Student had VOLUNTARILY DROPPED OUT OF THE INTERNSHIP PROGRAM which created a situation that the LOR was obtained in violation of our Guidelines
  • This matter is been currently addressed by me with CommonApp.org

The Scope of the project was scaled back and not even ONE volume was brought to completion.

  • His name was removed from Volume Seven, the 2nd Edition of Volume One
  • Work that was completed will be acknowledged
  • A bridge was burnt by a 12th grade student with his Academic Mentor for the Internship at LPBI Group
  • I question student’s moral clarity, ability to maintain commitments and ethical behavior expected from College students, chiefly, these planning careers in Health Care
  • Student did not reply to any e-mail message after 1/28/2024

From: Arav Gandhi <aravg2323@gmail.com>
Date: Sunday, January 28, 2024 at 9:54 AM
To: Aviva Lev-Ari <avivalev-ari@alum.berkeley.edu>
Subject: Re: How are you?

Good Morning,

I have not made much progress since we last spoke, but I plan to finish Volume One by the end of next week. Sorry for the delay, and I hope you understand. Thank you ina advance for your response.

From,

Arav Gandhi
SHS IB Senior

On Sat, Jan 27, 2024 at 5:19 PM Aviva Lev-Ari <avivalev-ari@alum.berkeley.edu> wrote:

Please share the progress on Volume One.

@@@

Internship Scope was scaled back per the following TWO e-mail:

  • No response and
  • No show up to Zoom on 2/25/2024

From: Aviva Lev-Ari <avivalev-ari@alum.berkeley.edu>
Date: Saturday, February 17, 2024 at 5:38 PM
To: Arav Gandhi <aravg2323@gmail.com>
Subject: Volume Seven: 2nd Edition of Volume One: Title of Volume Seven: Text Mining with Machine Learning, Book Glossary from Article’s WordClouds. Title of Volume One: Perspectives on Nitric Oxide in Disease Mechanisms | Leaders in Pharmaceutical Business Intelligence (LPBI) Group

 

https://pharmaceuticalintelligence.com/biomed-e-books/series-a-e-books-on-cardiovascular-diseases/series-a-volume-7-cardiovascular-content-text-mining-analysis-using-machine-learning-master-glossary-across-six-volumes-built-from-articles-wordclouds/

Dear ARAV,

Please bring to completion Volume 7 which is 2nd Edition of Volume 1 by 3/31/2024

I am sending you now Volume 8 which is 2nd Edition of Volume 2 by 6/30/2024

  • I will Publish these two books in 2024.

I do not think that we will continue beyound that with NEW books for Series A.

We published:

18 volumes in English Edition + 5 series = 23

We published:

19 Volumes in Spanish Edition +5 Series = 24

Together = 47

  • We published Audio Podcast Library – 1 Volume
  • We will publish Volume 7 and Volume 8 in Series A as 2nd Edition for Volume 1 & 2

Together = 50 VOLUMES – This is my Legacy as Editor-in-Chief.

 

Upon completion of Volume 8

  • You will be welcome to work with me on Updating all the articles in https://pharmaceuticalintelligence.com/biomed-audio-podcast-library-lpbi-group/

 

Chapter 18: Cardiovascular – 36 Audio Podcasts.

  • In the Journal 1,107 articles in Frontiers in Cardiology and in Cardiovascular Research, just two of the +20 categories on heart diseases

11, 13, 18, 25, 45, 46, 57, 62, 65, 66, 67, 68, 69, 70,

73, 74, 82, 86, 87, 88, 92, 94, 105, 106, 107, 111,

118, 135, 141, 173, 174, 235, 252, 258, 262, 300

Please send me comments

 

THANK YOU

Best regards,

Aviva

Aviva Lev-Ari, PhD, RN

Director & Founder

https://lnkd.in/eEyn69r

Leaders in Pharmaceutical Business Intelligence (LPBI) Group, Boston, MA

Editor-in-Chief

http://pharmaceuticalintelligence.com

e-Mail: avivalev-ari@alum.berkeley.edu

(M) 617-775-0451

https://cal.berkeley.edu/AvivaLev-Ari,PhD,RN

LinkedIn Profile        Twitter Profile

 

From: Aviva Lev-Ari <avivalev-ari@alum.berkeley.edu>
Date: Saturday, February 17, 2024 at 6:35 PM
To: Arav Gandhi <aravg2323@gmail.com>
Cc: “Dr. Stephen J. Williams” <sjwilliamspa@comcast.net>, “Stephen Williams, PhD” <stephenwilliamspharmintell@gmail.com>
Subject: Volume Eight: 2nd Edition of Volume Two: Title of Volume Eight: Text Mining with Machine Learning, Book Glossary from Article’s WordClouds. Title of Volume Two: Cardiovascular Original Research: Cases in Methodology Design for Content Co-Curation | Leaders in Pharmaceutical Business Intelligence (LPBI) Group

 

https://pharmaceuticalintelligence.com/biomed-e-books/series-a-e-books-on-cardiovascular-diseases/volume-eight-2nd-edition-of-volume-two-title-of-volume-eight-text-mining-with-machine-learning-book-glossary-from-articles-wordclouds-title-of-volume-two-cardiovascular-original-researc/

 

THIS IS VOLUME EIGHT in Series A: Cardiovascular Diseases

  • Please complete by 6/30/2024

THIS IS THE ORIGINAL VOLUME TWO so you do not need to carry over the Editorials – THERE are in their original place.

 

  • Start in the body of the book to convert to Sound each article AFTER you had identified all the articles in Volume Seven which is NOW 2nd Edition of Volume 1.
  • No need to repeat
  • AFTER all articles in this book are in AUDIO
  • Start to
  1. create Word Clouds for each article
  2. upload to Gallery the WordCloud
  3. Create LEGEND for each word Cloud – Article ID, Title, date of Publication, Your name as Produced of the Image
  4. Upload the Image to the original article
  5. Upload the Image to the BODY of the book per each article inside each Chapter
  6. COMPLETE all book
  7. AT THE END OF THE BOOK you will ADD (A) Glossary (B) selection of 5 WordClouds per Chapter

GOOD LUCK

Keep me posted evety TWO WEEKS with Progress report. 

THANK YOU

Best regards,

Aviva

Aviva Lev-Ari, PhD, RN

Director & Founder

https://lnkd.in/eEyn69r

Leaders in Pharmaceutical Business Intelligence (LPBI) Group, Boston, MA

Editor-in-Chief

http://pharmaceuticalintelligence.com

e-Mail: avivalev-ari@alum.berkeley.edu

(M) 617-775-0451

https://cal.berkeley.edu/AvivaLev-Ari,PhD,RN

LinkedIn Profile        Twitter Profile

 

 

 

@@@@@@@@@@@@@@@@@@@@@@

Roles @LPBI Group

Academic Mentor:

  • Aviva Lev-Ari, PhD, RN

In 2013 to 2018, we published

Series A: Cardiovascular Diseases ($515)

https://www.amazon.com/gp/product/B07P981RCS?ref_=dbs_p_mng_rwt_ser_shvlr&storeType=ebooks

  • Series A, Volume One

 Perspectives on Nitric Oxide in Disease Mechanisms, 2013

(English Edition) Kindle Edition

http://www.amazon.com/dp/B00DINFFYC $75

 

  • Series A, Volume Two 

Cardiovascular Original Research: Cases in Methodology Design for Content Co-Curation, 2015

(English Edition) Kindle Edition

 http://www.amazon.com/dp/B018Q5MCN8 $75

 

  • Series A, Volume Three

Etiologies of Cardiovascular Diseases – Epigenetics, Genetics and Genomics, 2015

(English Edition) Kindle Edition

http://www.amazon.com/dp/B018PNHJ84 $75

 

  • Series A, Volume Four

 Therapeutic Promise: Cardiovascular Diseases, Regenerative & Translational Medicine, 2015

(English Edition) Kindle Edition

http://www.amazon.com/dp/B019UM909A $75

 

  • Series A, Volume Five

Pharmacological Agents in Treatment of Cardiovascular Diseases, 2018

(English Edition) Kindle Edition

https://www.amazon.com/dp/B07MGSFDWR  $115

 

  • Series A, Volume Six:

 Interventional Cardiology for Disease Diagnosis and Cardiac Surgery for Condition Treatment, 2018

(English Edition) Kindle Edition

https://www.amazon.com/dp/B07MKHDBHF $100

 

You will start with Volume One:

 

Work on the creation of Series A, Volume 7 for the English Edition

Volume 7 will have the following architecture:

  • All articles in the original volume will be converted Text-T0-Sound. That will convert the original Volume in  Series A into an Audio Book
  • All articles in the original volume will contain a WordCloud for each article in the original volume. That process represent visualization of Text Analysis and Text Mining with machine learning algorithms

The NEW Volume 7 in the English Edition of Series A will include:

  1. Access to Audio articles in each volume: 1,2,3,4,5,6
  2. Glossary across all volumes in the Series A
  3. Editorials – Audio [available as Part C in each Volume in the Spanish Edition]
  4. Selection of five WordCloud images for each Chapter in each Volume

Authors and Editors of Volume 7 will be:

  • Dr. Justin D. Pearlman, MD, PhD, FACC
  • Aviva Lev-Ari, PhD, RN
  • Arav Gandhi, aspiring cardiologist, producer of TTS, WordClouds, Glossaries and Audio e-Book, Volume 7

Volume 7, tentative Book Title option:

“Text Mining of Cardiovascular Content by Machine Learning: Master Glossary across Six Volumes from Articles WordClouds”

Use WordItOut.com and .TXT file per article to generated One WordCloud per article

  1. Go to WorditOut.com, as seen here: https://worditout.com/
  2. Click “Create Your Own”
  3. Copy and Paste the text of the article you want into the text box
  4. Click “Generate”
  5. Change the font to “serif”, disable “random on regenerate”
  6. Change the colors based on the following guidelines, although this is just a suggestion.
  7. Change the number of colors to 2, color blending method “Direct”
  8. Save the image
  9. Upload WordClouds to the Media Gallery and record Article title as Legend and Source for the graph, add your name as image producer and date
  10. Insert World Cloud in the Article following the Author/Curator’s name
  11. Place WordCloud in a one PowerPoint Presentation for the entire Article Collection
  • For the original Volume a Glossary will be created based on analysis of the WordCloud images of all the articles in the original volumes. The glossary is derived from the Text Analysis process that produced the WordClouds.

From the Original, Volume One THEN Continue to Volume 2,3,4,5,6

[These are the URLs of the books on our platform to use for working on each article in the volume.]

All WordClouds need to be added via an UPLOAD to the Media Gallery into each article

  • Cardiovascular Diseases, Volume One: Perspectives on Nitric Oxide in Disease Mechanisms
  • Volume Two: Cardiovascular Original Research: Cases in Methodology Design for Content Co-Curation
  • Volume Three: Etiologies of Cardiovascular Diseases – Epigenetics, Genetics and Genomics
  • Volume Four: Therapeutic Promise: Cardiovascular Diseases, Regenerative & Translational Medicine
  • Volume Five: Pharmacological Agents in Treatment of Cardiovascular Diseases
  • Volume Six: Interventional Cardiology for Disease Diagnosis and Cardiac Surgery for Condition Treatment

Verifiable Certificates will be offered for the following tasks:

  • Certificate in IT for completion of Text to Sound conversion using BeyondWords.com on a Volume level and across all volumes
  • Certificate in IT Computer Graphics for creation of WordClouds using WordItOut.com on a Volume level and across all volumes
  • Certificate in Medical Text Analysis (NLP) for Glossary creation on a Volume level and across all volumes
  • Certificate in Scientific Book Publishing for the creation of Series A, Volume 7 and volume Publishing.

Twelve topics of Interest in pursuit of further knowledge include:

1. Cardiovascular and Vascular Systems
2. Cardiac and Cardiovascular Surgical Procedures
3. Cardiovascular Research
4. Cardiovascular Pharmacogenomics
5. Alzheimer’s Disease
6. Artificial Heart
7. Cancer Biology and Innovations in Cancer Therapy
8. Cancer – General (cardiology specific)
9. Neurodegenerative Diseases
10. Frontiers in Cardiology and Cardiovascular Disorders
11. Aortic Valve: TAVR, TAVI vs. Open Heart Surgery Category
12. Origins of Cardiovascular Disease

BIO

ARAV GANDHI

SHS International / Baccalaureate / Class of 2024

Lake Mary, FL 32746

(407) 417-3010

aravg2323@gmail.com

ACADEMICS

  • Top 1.5% of Class of 2024
  • GPA: 4.728 (W), 4.000 (UW)
  • ACT Score of 34
  • Advanced Placement Scholar with Distinction (2022 and 2023)
  • Member of Andrew Bracken Chapter of National Honor Society (2022 and 2023)
  • Member of the Academic Quiz Bowl Team (2021-Present)

Science

  • Experience in Java (2 years)
  • Developed a Java Application for IB CAS
  • Experience in JavaScript (3 years)
  • Developed an educational application raising awareness about Earth’s environment along with an interactive game using JavaScript
  • Experience in HTML (1 year)
  • Founder of The Gandhi Mind, a neurology newsletter/educational website, developed using HTML

Technology

Technology Student Association (TSA):

  • 2022 Regionals 1st Place (Geospatial Technology, Technology Bowl)
  • 2022 State Finalists
  • 2023 Regionals 1st Place (Essays in Technology)

ACADEMIC INTERNSHIP on VOLUNTARY BASIS

Leaders of Pharmaceutical Business Intelligence – LPBI Group

  • Research Assistant 2, Domain Content: Cardiovascular Diseases, Series A, six volumes
  • See Roles @LPBI Group, above

VOLUNTEERING

Orlando Health South Seminole Hospital (Oct. 2022-Present)

  • Information Desk Assistant (2022-2023): Transported patients from Front Desk to Clinical Evaluation Area
  • Nursing Unit (2023-Present): Restocked supplies, aided patients with needs, transported patients to departments
  • Received Volunteer Recognition Award
  • Accumulated over 50 hours

Advent Health Physician Shadowing (June 2023-Present)

  • Observed the diagnosis of medical conditions
  • Observed a TAVR surgery and venous ablation procedure  Communicated with patients in Spanish
  • Learned the application of several medical readings

Hindu Society of Central Florida (2021-Present)

  • Led an event to provide COVID-19 vaccines to the public
  • Led an event to provide food for families in need
  • Volunteered at religious events open to the public
  • Accumulated over 50 hours

Tutoring at SchoolHouse (Summer 2023)

Aided students in understanding key sciences i.e. Biology, Chemistry, and Physics

PUBLICATIONS in PharmaceuticalIntelligence.com

The Current Impact and Future of Technology within Cardiovascular Surgery

https://pharmaceuticalintelligence.com/2023/09/23/the-current-impact-and-future-of-technology-within-cardiovascular-surgery/

The Implications and Association of Stair Climbing with Atherosclerotic Cardiovascular Disease (ASCVD)

https://pharmaceuticalintelligence.com/2023/10/06/the-implications-and-association-of-stair-climbing-with-ascvd/

 

Share this:

  • Share on X (Opens in new window) X
  • Share on LinkedIn (Opens in new window) LinkedIn
  • Share on Facebook (Opens in new window) Facebook
  • Print (Opens in new window) Print
  • Email a link to a friend (Opens in new window) Email

Like this:

Like Loading…

  • Follow Blog via Email

    Enter your email address to follow this blog and receive notifications of new posts by email.

    Join 2,064 other subscribers
  • Recent Posts

    • Top VC Investors in AI / Health AI in 2026 May 26, 2026
    • Grok thinks like PhDs – Hybrid Model for Autonomous Update of Doctoral Dissertations with Original PhD Student Author editing and acceptance of Grok’s updated output. 3rd Joint article, a pilot study for Validation of an Autonomous Journal Articles Updating System (AJAUS) tested on Autonomous Update of Aviva Lev-Ari, PhD, RN Doctoral Thesis, UC, Berkeley, 1983. January 31, 2026
    • 2026 World Economic Forum, 1/19 – 1/23/2026, Davos, Switzerland, LPBI Group’s KOLs interpretation of AI in Health Videos January 24, 2026
    • Evolving LPBI Group’s Portfolio of Intellectual Properties (IP): From 2021 Vision to 2026 Reality January 12, 2026
    • Aviva Lev-Ari, PhD, RN – Biography ->> Grokepedia Entry January 11, 2026
    • List of Articles included in the Article SELECTION from Collection of Aviva Lev-Ari, PhD, RN Scientific Articles on PULSE on LinkedIn.com for Training Small Language Models (SLMs) in Domain-aware Content of Medical, Pharmaceutical, Life Sciences and Healthcare by 15 Subjects Matter January 10, 2026
    • Article SELECTION from Collection of Aviva Lev-Ari, PhD, RN Scientific Articles on PULSE on LinkedIn.com for Training Small Language Models (SLMs) in Domain-aware Content of Medical, Pharmaceutical, Life Sciences and Healthcare by 15 Subjects Matter January 10, 2026
    • Collection of Aviva Lev-Ari, PhD, RN Scientific Articles on PULSE on LinkedIn.com January 10, 2026
    • The youngest leader in AI in Health: Tanishq Mathew Abraham, Ph.D. (@iScienceLuvr) January 8, 2026
    • 2026 Grok Multimodal Causal Reasoning on Proprietary Cariovascular Corpus: From 2021 Wolfram NLP Baseline to Thousands of Novel Relationships – A Second Head-to-Head Validation of LPBI’s Domain-Aware Training Advantage January 6, 2026
  • Archives

  • Categories

  • Meta

    • Log in
    • Entries feed
    • Comments feed
    • WordPress.org
    • 1 2012pharmaceutical
    • 1 sjwilliamspa

Powered by WordPress.com.

WPThemes.


%d