Endurance Training Evidence¶
Research-to-practice reference, with a cycling focus.
A maintained research-to-practice reference for endurance training. It records what improves VO₂max and sustainable cycling performance, for whom, at what recovery cost, and with what uncertainty. The practical scope is a trained amateur with approximately 7–12 total training hours per week, not a professional training 30 hours. Look up a question, topic, graded conclusion or source; do not treat this as a book to read in order.
Evidence checked: 2026-10-02. This is a targeted, critically appraised investigation, not an exhaustive systematic review. Methods and update rules explain the access limits and evidence grades. That date is not a new review.
Find an answer¶
- Question map — the 21 investigation questions and the topic that owns each.
- Decision navigation — common training choices and where to read first.
- Graded conclusions — 76 stable conclusions, evidence grades and routes to the owning topics.
- Sources — annotated bibliography; the structured source register keeps access and per-chapter extraction provenance.
- Update workflow — how a new paper revises an existing conclusion, its sources and the owning topic page.
Question → evidence map¶
| Question from the initial investigation | Maintained topic brief |
|---|---|
| 1. What determines performance, and how quickly do adaptations occur? | Physiology, volume and easy intensity |
| 2. How much volume; diminishing returns; 4 hours versus two 2-hour rides? | Physiology, volume and easy intensity |
| 3. Polarized, pyramidal, threshold-heavy; is 80/20 optimal? | Distribution, periodization and recovery |
| 4. How easy is easy; 55–60 versus 65–75% FTP; which zone model? | Physiology, volume and easy intensity |
| 5. Which VO₂ interval formats, intensity, recovery, and acute markers? | VO₂-focused intervals |
| 6. How hard, pacing, failure, and progression without a laboratory? | VO₂-focused intervals |
| 7. Threshold, FTP, sweet spot, tempo, over-unders, and accumulated work? | Threshold, durability and long rides |
| 8. Sequencing, blocks, traditional/reverse periodization, maintenance? | Distribution, periodization and recovery |
| 9. Durability; late-ride intervals; fresh versus fatigued performance? | Threshold, durability and long rides |
| 10. Long-ride length, terrain, fueling, and share of weekly time? | Threshold, durability and long rides |
| 11. One, two, three, or more hard sessions; how do races/strength count? | Distribution, periodization and recovery |
| 12. 24/48/72-hour spacing; rest, easy riding, and active recovery? | Distribution, periodization and recovery |
| 13. 60/90/120 g carbohydrate per hour, table sugar, gut training, train low? | Fueling and energy availability |
| 14. Recovery carbohydrate/protein, energy intake, glycogen, RED-S? | Fueling and energy availability |
| 15. Sleep restriction, extension, nine hours, and naps? | Sleep, heat and iron |
| 16. Sauna/heat protocols, plasma volume versus haemoglobin mass? | Sleep, heat and iron |
| 17. Iron loss, ferritin/haemoglobin interpretation, and assessment? | Sleep, heat and iron |
| 18. Heavy strength, power, economy, and concurrent-training interference? | Strength, warm-ups and mobility |
| 19. Activation, stretching, mobility, and actual injury/performance evidence? | Strength, warm-ups and mobility |
| 20. TSS/NP/IF/CTL/ATL/TSB/TRIMP/RPE; can a model drive programming? | Load and adaptation monitoring |
| 21. FTP/CP/W′, power tests, HR/HRV, decoupling, and subjective recovery? | Load and adaptation monitoring |
| Which papers are apparently described in the missing transcript? | Interval source tracing and starting-claim appraisal |
Navigation by decision¶
| Decision | Read first | Then check |
|---|---|---|
| Add riding time or another hard session? | Volume | Frequency/recovery, energy availability |
| Choose intervals to raise VO₂max? | VO₂ intervals | Monitoring |
| Raise FTP without losing recoverability? | Threshold | VO₂ intervals, distribution |
| Prepare for a long race rather than improve a fresh test? | Durability/long rides | Fueling |
| Feeling tired despite “good” CTL/HRV? | Monitoring | Recovery, energy, sleep/iron |
| Add strength or sauna? | Strength / heat | Available time, recovery, safety, and the specific outcome supported |
What is authoritative?¶
The topic page's conclusion is the maintained judgment. The source record is the traceable extraction. The model topic connects the mechanisms and priorities; the program-design topic applies them without declaring its exact examples optimal. This front page and the conclusion register route to those documents, not independent competing advice.
New findings should revise an existing conclusion when they address the same question. Keep stable claim IDs, document conflicting evidence, update affected applications, and record the change. See the update procedure.
How to ask the next question¶
Examples:
- “Using the maintained evidence, should I add 90 minutes of easy riding or a third hard session at nine hours per week?”
- “Which conclusion supports 30/15 intervals, and did the study measure acute oxygen uptake or long-term performance?”
- “This new paper compares polarized and pyramidal training. Update the relevant conclusion, grade, and practical implication.”
- “Which recommendation changes if my event is a 20-minute time trial rather than a five-hour road race?”
Answers should link the relevant conclusion and original study, identify the studied population, and separate a supported principle from a coaching choice. An apparently precise prescription is not stronger evidence simply because it contains exact watts or percentages.
Boundaries¶
No transcript was included in the supplied material. The platform reviews the claims described in the prompt and identifies candidate papers; it cannot verify exact transcript wording or attribution. Example programs assume a healthy, already-trained cyclist and are not individualized medical advice. Iron supplementation, unexplained persistent fatigue, RED-S concerns, and heat exposure require the safeguards described in the relevant briefs.
Optional conceptual reading route¶
Use this sequence only for a continuous read of the model. Question, decision, conclusion and source lookups above are the maintained entry. This route is optional and is not a separate set of advice.
Part I — Understand the engine¶
- How cycling performance develops — the interacting physiological model, the major decisions, and where fine-tuning exceeds the evidence.
Part II — Choose the training and support¶
- Aerobic fitness, volume and easy intensity — dose–response, low-intensity adaptations, continuous versus split rides, and the Zone 2 confusion.
- Distribution, periodization and recovery — polarized/pyramidal/mixed training, sequencing, hard-day frequency and spacing.
- VO₂-focused intervals — formats, intensity, pacing, recovery, and acute oxygen uptake versus demonstrated adaptation.
- Threshold, durability and long rides — sustainable power, fatigue-state work, long-ride design and event relevance.
- Fueling and energy availability — carbohydrate dose/formulation, recovery nutrition, gut tolerance and RED-S.
- Sleep, heat and iron — recovery evidence, actually studied heat protocols, blood-volume distinctions and clinical safeguards.
- Strength, warm-ups and mobility — heavy resistance work versus activation, concurrent training and injury-evidence limits.
- Load and adaptation monitoring — what power/HR/RPE/load models can tell you, their error, and how to adjust a program.
Part III — Build a recoverable program¶
- Designing a recoverable program — graded principles; worked 7-hour, 9-hour and 12-hour weeks; a twelve-week progression.
Reference materials¶
- Glossary — FTP, CP, MLSS, thresholds and numbered zones are not interchangeable.
- Maintained conclusion register — 76 stable conclusions, evidence grades and routes to the owning topics.
- Annotated bibliography / structured source register — 452 deduplicated source records, with actual access and per-chapter extraction provenance.
- Checking the starting claims — candidate papers and appraisals; no transcript was supplied.
- Where the evidence is still weak — the comparisons and outcomes that remain unresolved.
- Research and maintenance method, search history and change history.