william-ai-dev/Seed-Oil-Meta-Engine

1# 🧬 Seed Oil Technical Analysis Interface2 3Welcome to the RAG-powered research portal. This interface is engineered to extract and synthesize data from a curated library of peer-reviewed literature regarding lipid metabolism, linoleic acid (LA) oxidation, and chronic disease markers.4 5### 📚 Research Library (Current Training Set)6The following studies are indexed and available for objective data extraction:7 8| Category | Study Title | Methodology |9| :--- | :--- | :--- |10| **Cardiovascular** | *Seed Oils as a Hypothesized Contributor to Heart Disease* | Narrative Synthesis |11| **Cardiovascular** | *Omega-6 vegetable oils as a driver of coronary heart disease* | Narrative Review |12| **Cardiovascular** | *Re-evaluation of the MCE and Sydney Diet Heart Study* | Re-analysis of RCT |13| **Cardiovascular** | *Linoleic acid and cardiovascular health: a systematic review* | Systematic Review |14| **Cardiovascular** | *The Oxidation of Linoleic Acid Hypothesis Update* | Review |15| **Cardiovascular** | *Factors in development of atherosclerosis (Kummerow)* | Commentary |16| **Metabolic** | *P2-HNF4α alters LA metabolism and mitigates soybean oil obesity* | Animal Model |17| **Metabolic** | *Dietary linoleic acid and the development of obesity* | Review |18| **Metabolic** | *Hydroxynonenal (HNE) causes Langerhans cell degeneration* | Animal Model |19| **Metabolic** | *The energy model of insulin resistance and cancer (Shanahan)* | Hypothesis/Theory |20| **Metabolic** | *Metabolomic profiling of seed oil consumption* | Metabolomic Study |21| **Neurological** | *Neuroticism, omega-3 fatty acids, and risk of dementia* | Meta-analysis |22| **Neurological** | *LA oxylipins and cerebral small vessel disease markers* | Prospective Cohort |23| **Gastro/Cancer** | *ω-6/ω-3 ratio mediating GERD and pancreatic cancer risk* | Mendelian Randomization |24| **Gastro/IBD** | *Gut microbiota-derived LA metabolites and risk of IBD* | Prospective Cohort |25| **Inflammation** | *The Role of ω-3 and ω-6 Fatty Acids in Chronic Disease* | Review |26| **Inflammation** | *Omega-6 fatty acids and inflammation: a review of evidence* | Review |27| **Microbiome** | *High dietary n-6 PUFA induces intestinal microbial dysbiosis* | Animal Model |28| **Historical** | *Changes in consumption of ω-3 and ω-6 in the US (20th Century)* | Historical Analysis |29| **Evolutionary** | *Evolutionary aspects of diet: the ω-6/ω-3 ratio* | Review |30| **Dermatology** | *Polyunsaturated fatty acids and age-related macular degeneration* | Review |31| **Food Science** | *Impact of RBD process on Seed Oil Quality* | Food Chemistry Review |32| **Consumer** | *Consumer perceptions and health claims of seed oils* | Scoping Review |33| **Agriculture** | *Effects of dietary LA on growth performance in livestock* | Animal Study |34| **General** | *The Importance of the Ratio of Omega-6/Omega-3 Fatty Acids* | Review |35 36 37 38### ⚙️ System Parameters & Constraints39To maintain source integrity and operational stability, the following logic is active:40 41* **Pulsing State:** This interface uses native streaming. A pulsing white dot indicates active retrieval from the vector database.42* **Session Limits:** Usage is capped at **15 messages per session**. This prevents "greedy" usage and preserves API capacity for the community.43* **Rate Limit Recovery:** If the global API limit is reached, a 30-second cooldown timer will appear. The system will automatically resume once the window clears.44* **Source Integrity:** File uploads are disabled. The Analyst only references the verified peer-reviewed library provided in the `metadata.csv`.45 46### 🔍 Community & Further Research47For crowdsourced research, anecdotal evidence, and community synthesis, please visit the:48**[r/StopEatingSeedOils Subreddit](https://www.reddit.com/r/stopeatingseedoils/)**49 50---51*“In God we trust; all others must bring data.” — W. Edwards Deming*