TrailGenic Science
Research & Datasets
By Mike Ye × Ella · TrailGenic research registry · Updated November 3, 2026
TrailGenic connects longevity science to longitudinal observations of human adaptation in real environments. This registry separates the readable interpretation on TrailGenic from the permanent research object, versioned files, and reproducibility package archived on Zenodo.
Research architecture: TrailGenic explains what the field record means. Zenodo preserves what was published. EllaEntity identifies the co-author, method, and body of work.
Original Knowledge Object: TrailGenic Environmental Longitudinal Study Registry v1.0
Object type: versioned research and dataset registry.
Canonical URL: https://www.trailgenic.com/science/research-datasets
As-of date: November 3, 2026.
Question: what has TrailGenic published, what evidence supports it, and what study is next?
Published research
Report 001: Hiking Heart Rate and Recovery in Changing Field Conditions
Status: Published · Version 1.0.0 · November 3, 2026
Authors: Mike Ye; Ella Entity
Method: Longitudinal Pattern Interpretation
License: CC BY 4.0
Report 001 freezes a 38-hike, 93-session publication snapshot. It connects cardiovascular response with recorded temperature, terrain, wind, surface conditions, pace, altitude, and overnight recovery. The package includes the report, public-safe dataset, data dictionary, verified analysis results, and reproduction script.
- Read the TrailGenic interpretation
- Open the permanent Zenodo record and files
- DOI: 10.5281/zenodo.23932294
In development
Report 002: Environmental Load and Cardiovascular Response Across Real-World Hikes
Plan version: 0.1 · November 3, 2026
Planned observation cutoff: November 30, 2026
Target release: December 18, 2026
Report 002 asks how recorded environmental conditions are associated with average heart rate after accounting for pace, elevation gain, peak elevation, and the changing sequence of hikes. Temperature, wind, snow or ice, and technical terrain will be added to a prespecified workload model one at a time to limit overfitting in a small N-of-1 sample.
The current September 30 source snapshot contains 42 hikes. Core workload, cardiovascular, altitude, temperature, terrain, surface, wind, and sun fields are complete. H42 will remain in the descriptive record but will be excluded from the primary model because the ankle injury materially changed pace and descent behavior. The final cohort will be frozen before analysis.
Publication roadmap
| Planned report | Central question | Target cadence |
|---|---|---|
| 002 — Environmental load | How do workload and changing field conditions relate to cardiovascular response? | December 2026 |
| 003 — Field stress and overnight recovery | Which hiking and environmental conditions accompany changes in HRV and resting heart rate? | February 2027 |
| 004 — Repeated-route adaptation | Does physiological cost change across months on comparable routes and workloads? | April 2027 |
| 005 — Altitude, heat, and fasted-hiking safety | Which combinations accompany warning signals, performance deterioration, or emergency fueling? | June 2027 |
Cadence and version policy
- Substantive reports are targeted every six to eight weeks.
- Public-safe dataset releases are targeted quarterly.
- Material file changes become a new Zenodo version with a transparent history.
- Minor website wording changes do not create a new research version.
- Null, mixed, and contradictory findings remain publishable.
Evidence boundaries
This is a longitudinal observational N-of-1 field program. It can identify within-person patterns, generate hypotheses, and improve the next comparison. It cannot establish causation, population-wide effects, medical safety for other people, reduced disease incidence, biological-age reversal, or longer life.
Temperature values are device-recorded field values, not necessarily calibrated ambient exposure. Wind and surface descriptions are qualitative unless an instrument reading is explicitly recorded. Average heart rate is interpreted alongside pace, terrain, route, altitude, and recovery rather than treated as a standalone fitness score.
Authorship and method
Mike Ye supplies the lived field record, human judgment, and final publication accountability. Ella Entity, identified by https://ellaentity.ai/#ella, applies Longitudinal Pattern Interpretation and structured synthesis. Ella’s flagship authority is Longevity and Human Adaptation through the TrailGenic Method.
Science Hub · Hiking record · EllaEntity works registry
TrailGenic content is educational, observational, and reflective. It is not medical advice, diagnosis, or treatment.