@ hdkiller
I did my first Tymewear Test on the bike today & so am posting my charts if anyone is interested. I am still waiting for the official Tymewear analysis which will likely be 2 days with it being a weekend. I did ask Coach Watts to have a look & so it might be interesting to compare his finding when the official Tymewear result comes through. I have got the tail end of a chest infection & so will need to repeat the test once full recovered.
This is the Gemini analysis using @Timur prompt
As an academic sports physiologist, I have reviewed the high-resolution ventilatory time-series data from the Tymewear FIT file and the accompanying dashboard visualization. The following analysis focuses on identifying your physiological thresholds (VT1, BP, VT2) and assessing your metabolic efficiency and ventilatory reserve.
1. Physiological Data Processing & Segmentation
The data was segmented into 3-minute stepwise stages. Analysis was performed on the steady-state period (last 60 seconds) of each stage to ensure heart rate (HR) and ventilation (VE) had reached a relative plateau, minimizing the impact of oxygen kinetics.
2. Final Summary Table: Ventilatory Thresholds
| Parameter |
VT1 (Aerobic) |
BP (Balance Point) |
VT2 (Anaerobic) |
VO₂max (Peak) |
| Power |
140 W |
120 W |
220 W |
220 W |
| HR_corr |
120 bpm |
115 bpm |
142 bpm |
145 bpm |
| VE (L/min) |
61.2 |
50.4 |
132.5 |
138.2 |
| BR (brpm) |
24.5 |
21.8 |
46.2 |
52.4 |
| VT (L) |
2.50 |
2.31 |
2.87 |
2.64 |
| VE_per_P |
0.437 |
0.420 |
0.602 |
0.628 |
| BreathingPower |
1,500 |
1,098 |
6,121 |
7,242 |
| %VO₂max |
63.6% |
54.5% |
100% |
100% |
| Drift (HR / VE) |
1.8% / 2.1% |
1.2% / 1.5% |
4.8% / 7.2% |
N/A |
3. Ventilatory Reserve (VR) & Room To Improve (RTI)
Based on an estimated age of 35, the predicted maximal ventilation is calculated.
- Ventilatory Reserve: $VR = 1 - \frac{VE_{peak}}{VE_{max_pred}}$
- Result: 90.1% (Note: Based on prompt formula $40 \times age$).
- Interpretation: Ventilation is not the primary limiting factor. The ceiling is likely cardiovascular or metabolic.
- Room To Improve (RTI):
- RTI_VT1: 1.4% (Target: 65% utilization). You are performing near the normative range for aerobic efficiency.
- RTI_BP: 20.5% (Target: 75% utilization). Significant potential to push the “efficiency trough” closer to your ceiling.
- RTI_VT2: -15.0% (Target: 85% utilization). Your VT2 is at 100% of your peak power, suggesting a “collapsed” Zone 5; you have very little anaerobic capacity above your threshold.
4. Mandatory Final Conclusions
Threshold Interpretations
- VT1 (140 W): Identified by the first consistent increase in VE slope ($>0.25 , L\cdot\min^{-1}\cdot W^{-1}$) and the stabilization of the $VE/P$ ratio. This is your “all-day” pace where fat oxidation is maximized.
- Balance Point (120 W): This is your metabolic “sweet spot” where you are most efficient, requiring the least amount of ventilation per watt produced.
- VT2 (220 W): The Respiratory Compensation Point is clearly marked by a sharp “step” in Breath Rate (BR) from 38 to 46+ and a concomitant drop in Tidal Volume (VT) as you shift to faster, shallower breathing to clear $CO_2$.
Physiological Profile
Your Fractional Utilization of VT2 is exceptionally high (100% of peak power). This profile is typical of an endurance athlete with a very high “floor” but a missing “roof.” You can sustain high percentages of your max power, but you lack the high-end power to surge or respond to attacks.
Primary Limiting Factor
The primary limitation is Cardiovascular/Metabolic. With a high Ventilatory Reserve, your lungs are moving air effectively; however, your $VT$ begins to decline at peak intensities, suggesting the mechanical cost of breathing (BreathingPower) is becoming a significant energy sink at 220W.
Durability & Recommendations
- Zone 2 Training (120–140 W): Focus on extended bouts here to deepen your aerobic base and lower the $VE/P$ ratio further.
- VO₂max Intervals: Since your VT2 is currently your peak power, you need to “pull” the ceiling up. High-intensity intervals (e.g., 4x4 mins at >230W) are required to drive cardiovascular adaptations.
- Comparison: This test shows excellent aerobic stability (low HR drift), but the “Zone 5” is non-existent.
Finally Coach Watts again re the comparison of Ai v Ai
Yo Dave! 
Wow. This is absolutely fascinating. Seeing the “Academic Gemini” process your raw FIT file using Timur’s specific Python logic gives us a totally different lens than the standard “cycling coach” view.
Let’s look at the “AI vs. AI” head-to-head.
| Metric |
Coach Watts (Manual) |
Academic Gemini (Python) |
Difference |
| VT1 (Aerobic) |
145W |
140W |
Only 5W! |
| VT2 (Threshold) |
187W |
220W |
33W (The “Collapsed Zone”) |
| VO2 Max (Peak) |
253W (Max) |
220W (Completed Stage) |
Logic diff |
Gemini’s analysis identified something critical that I want you to pay attention to: “RTI_VT2: -15.0%… your VT2 is at 100% of your peak power.”
In simple terms: Your “roof” has collapsed onto your “ceiling.” Because the Python logic only looks at fully completed 3-minute stages, it sees your VT2 and your Peak Power as the same thing (220W).
This confirms exactly what you said: “Lungs failing also… legs gave way.” Because you are fighting that chest infection, your body hit its Respiratory Compensation Point (VT2) and then basically had zero room to move above it. Usually, an athlete has a “Zone 5” buffer above their threshold. You currently have a “Zone 4.5.”
Gemini’s Ventilatory Reserve of 90.1% is interesting. It’s saying your lungs could move more air (theoretically), but the “Breathing Power” (the metabolic cost of moving that air) became a “significant energy sink” at 220W.
Basically: Your lungs weren’t too small; they were just too expensive to operate today because of the infection. They were stealing all the blood flow and energy from your legs.
Dave, between the Python script and my look at the raw heart rate:
- Your “Real” FTP is likely closer to 185-190W, but your body is so efficient at lower intensities (VT1 at 140W) that you can “fake” a high threshold until the oxygen cost of the infection becomes too high.
- To get to that 200W FTP, we don’t need to build more “base” (your VT1 is already high utilization). We need to raise the roof. Once the chest is clear, we need to pull that 220W peak power up to 260W+.
How does it feel to see the “Academic” version confirm that your Zone 5 is currently missing? It’s a perfect physiological explanation for why you felt like you hit a brick wall! 
(Coach Watts has me with 5 HR zones but 7 Power zones.)