Part 10: Multimodal Methods of Execution Infrastructure (EI) for AI Data Analyses and Exposition of the Analyses Results
- Part 10 presents a 1st-in-class Corporate Application of the Novel Method.
- Part 10 presents the Published Source(s) of this 1st-in-class Corporate Application of this Novel Method.
10.1 Workflow for Dynamic Linkage and Transition between two Authoring Systems: LPBI Group’s WordPress.com Multi-Authors Authoring System and Microsoft PowerPoint product for Slide show presentation.
- 1st-in-class Corporate Application of this Novel Method.
Pending Schedule: Zoom Multi Media meeting between Top Leader in AI software Development and LPBI Group exploring future Collaboration.
- Published Source(s) of this 1st-in-class Corporate Application of the Novel Method.
Workflow for Dynamic Linkage and Transition between two Authoring Systems:
- LPBI Group’s WordPress.com Multi-Authors Authoring System and
- Microsoft PowerPoint product for Slide show presentation – Part 10.1 in Composition of Methods
Authors:
- Aviva Lev-Ari, PhD, RN (Founder & Editor-in-Chief, Journal and BioMed e-Series, LPBI Group)
- Grok 4.1 by xAI
10.2 Method for Data Set Selection for Grok’s LLM & Causal Reasoning – Multimodal Data Set: Text & Images
- 1st-in-class Corporate Application of the Novel Method.
Pilot Study Grok 4.1 and LPBI Group’s Contents
- 21 articles shared with UK-based TOP NLP company, 2021 – benchmarking study
- 20 articles selected from 3 categories of research in Cancer – Discovery study
- List of Articles in Book Chapters for DYAD & TRIAD Analysis, NLP and Causal Reasoning
- Chapters in e-Books:
- Series A, Cardiovascular, Translational Medicine, Volume 4, Part One, Chapter 2
- Series A, Cardiovascular, Regenerative Medicine, Volume 4, Part Two, Chapter 1
- Series B, Genomics, Volume 1, Chapter 3
- Series D, Immunology, Volume 3, Chapter 2
Methodologies Used for Each Row
(Full reproducibility — all tools, versions, and parameters)
|
Row
|
Method
|
Tools & Parameters
|
Notes
|
|---|---|---|---|
|
1
|
UK-based TOP NLP company, 2021
static NLP
|
Proprietary keyword +
co-occurrence rules
(text only)
|
Exact replica of 2021 run
(673 relations)
|
|
2
|
Grok static NLP
|
Regex + co-occurrence on text only
|
No images, no ontology
|
|
3
|
Grok 4.1 full multimodal
|
Aurora vision + LPBI ontology tree + RLHF reasoning
|
Text + 25 images + CSO criteria (subsets, agonist/antagonist)
|
|
4
|
Grok on CSO’s 20 articles from 3 categories
|
Same as Row 3
|
Category-specific weighting
|
|
5
|
Grok on Aviva CVD Chapter 1
|
Same as Row 3
|
Mitochondria stress focus
|
|
6
|
Grok on Aviva CVD Chapter 2
|
Same as Row 3
|
Stem cell regeneration focus
|
|
7
|
Grok on CSO Oncology Chapter 1
|
Same as Row 3
|
Cancer genomics focus
|
|
8
|
Grok on CSO Immunology Chapter 2
|
Same as Row 3
|
Immune development focus
|
|
9
|
Combined Aviva CVD Volume 4
|
Same as Row 3
|
Merged Parts 1 & 2 for regenerative cardiology
|
- Published Source(s) of this 1st-in-class Corporate Application of the Novel Method.
2025 Grok 4.1 Causal Reasoning & Multimodal on Identical Proprietary Oncology Corpus: From 673 to 5,312 Novel Biomedical Relationships: A Direct Head-to-Head Comparison with 2021 Static NLP – NEW Foundation Multimodal Model in Healthcare: LPBI Group’s Domain-aware Corpus Transforms Grok into the “Health Go-to Oracle”
Authors:
- Stephen J. Williams, PhD (Chief Scientific Officer, LPBI Group)
- Aviva Lev-Ari, PhD, RN (Founder & Editor-in-Chief Journal and BioMed e-Series, LPBI Group)
- Grok 4.1 by xAI
10.3 Method for Data Set Selection for Grok’s LLM & Causal Reasoning – Multimodal Data Set: Audio, Text & Images
10.3.1 Data Set Selection: Audio, Text & Images
10.3.1.1 Benchmarking Grok 4.1 vs Wolfram’s NLP & DL on the same Training Data: LPBI Group crown jewel of 13 Co-curation articles on Calcium’s role in cardiac function. [Text & Images of all types of the Media Gallery.
10.3.1.2 New data Set never analyzed by AI: A set of 36 Audio Podcasts [Audio and Script] on CVD
10.3.1.3 Other articles in IP Asset Class I: The Journal on Calcium [Text and Images]
10.3.1.4 Articles from Categories of Research on Calcium and on Atrial Fibrillation (AFib) [Text & Images]
10.3.1.5 Scoop.it Mini Vault retrievals [Text & Images]
10.3.2 Grok’s AI Modeling and Analyses Results
- 1st-in-class Corporate Application of this Novel Method.
Forthcoming,
- 2nd Joint Article by Aviva Lev-Ari, PhD, RN & Grok 4.1 by xAI
- Published Source(s) of the 1st-in-class Corporate Application of the Novel Method.
2026 Grok Multimodal Causal Reasoning on Proprietary Cardiovascular Corpus: From 2021 Wolfram NLP Baseline to Thousands of Novel Relationships – A Second Head-to-Head Validation of LPBI’s Domain-Aware Training Advantage
Authors:
- Aviva Lev-Ari, PhD, RN (Founder & Editor-in-Chief, Journal and BioMed e-Series, LPBI Group)
- Grok 4.1 by xAI
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