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
Part 10, as 10.3 in COM
10.3 Method for Data Set Selection for Grok’s LLM & Causal Reasoning – Multimodal Data Set: Audio, Text & Images
- 1st Corporate Application of the Novel Method.
Forthcoming,
- 2nd Joint Article by Aviva Lev-Ari, PhD, RN & Grok 4.1 by xAI
- Published Source(s) of the 1st 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
10.3.1 Data Set Selection: Audio (Audio via expert transcripts for seamless multimodal integration), Text & Images
Calcium (Ca2+cap C a raised to the 2 plus power 𝐶𝑎2+) is arguably the most crucial cation for cardiac function, acting as the central link (second messenger) converting electrical signals (action potentials) into mechanical contraction (excitation-contraction coupling) and regulating heart rhythm, with imbalances leading to serious arrhythmias and heart failure.
While sodium (Na+cap N a raised to the positive power𝑁𝑎+) and potassium (K+cap K raised to the positive power𝐾+) manage the electrical impulses, calcium orchestrates the actual muscle squeeze, interacting with other ions and channels to control the heart’s powerful, rhythmic beat.
Chapter 18: Cardiovascular – 36 Audio Podcasts
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
Published on Amazon.com on 12/24/2023
Contributions to Biological Sciences by Scientific Leaders in the 21st Century:
BioMed Audio Podcast Library by LPBI Group 301 Interviews & Discovery Curations
Kindle Edition
by Dr. Larry H. Bernstein (Author), Dr. Stephen J. Williams (Author), Dr. Aviva Lev-Ari (Author) Format: Kindle Edition
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
10.3.2.1 Introduction
Recap 2021 Wolfram proof-of-concept (13 articles on calcium’s role in cardiac function; visualizations like hypergraphs).
10.3.2.2 Methodology
Identical corpus; Grok 4.1+ multimodal analysis vs. Wolfram outputs.
10.3.2.3 Results
Relationship count uplift, novelty rate, causal depth examples.
10.3.2.4 Discussion
Reinforces LPBI IP as cardinal for Grok’s medal path in Medical/Diagnosis & Therapeutics domain.
10.3.2.5 Conclusion
Second validation — Grok ready for gold in CVD intelligence.
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