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

Exploratory Protocol for Comparison of NLP to LLM on Same Oncology Slice

Curators: Aviva Lev-Ari, PhD, RN and Stephen J. Williams, PhD, KOL on Cancer & Oncology

A. Name of article (N = 22)

B. Views since publication date

C. Pictures numbers (N = 20)

D. Volume and Chapter

E. All Tags in Article

F. All Research Categories of each article

G. Analysis of Results 

LPBI Group & @Grok:

Pilot Study on Oncology Slide – Data Collection Table

Name of article N=22	Views since pub date	Pictures # N=20	Vol. and Ch.	All Tags in Article	All Research Cate- gories of each article	Analysis of Results
A	B	C	D	E	F	G
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DRAFT Research Protocol by Steps: I. to XII.

For internal use for DESIGN of the Pilot Study Protocol

 

Dr. Williams:

• comments of the following Protocol Design – PENDING

 

@Grok and LPBI Group’s Selective IP on Cancer & Oncology:

• Multi-Step Protocol Scheme for Pilot Study
• This Protocol Scheme Design is LPBI Group’s IP

 

Steps I. to XII. in the Multi-Step Protocol Scheme for Pilot Study: Oncology Slice

• LPBI Group: Content Owner
• @Grok: Foundation Model Infrastructure and AI software Owner
• NEW IP generated by these Multi-Step Protocol Scheme: will be jointly owned, 1st published in PharmaceuticalIntelligence.com Journal. Then citated by both parties on Social Media.

Protocol Scheme START

I. Ask Grok to run static NLP to compare with Linguamatics results: All article and All images.

II. Ask Grok to compare I. with Linguamatics results

III. Ask Grok to run dynamic LLM full flag Grok 4.1: A+C in sequence (N = 1 – 22)

IV. Ask Grok to compare I. to III.

V. Ask Grok to run II. on E

VI. Ask Grok to create Word Cloud for F

VII. Dr. Williams to select ONE category of Research from F by his criteria, to be stated

VIII. Dr. Williams to SELECT from VII. All tags and All Article Titles

IX. Ask Grok 4.1 to run on VIII. dynamic LLM full flag

X. Ask Grok to Present ALL Results for I. to IX.

XI. Ask Grok to correlate B to X.

XII. Ask Grok to perform ANALYSIS on X.

Protocol Scheme END