v1.1 to v1.1

17 added, 358 removed. Audit A to A.

---
name: hypertrophy-training
category: personal
environments: chat
description: Guides experienced trainees in hypertrophy programming, auto-regulation, and plateau diagnosis. Use when setting training volume or effort, adjusting a stalled lift, managing injury risk, or returning after injury.
metadata:
version: "1.1"
---
# Hypertrophy Training
This skill covers evidence-based hypertrophy programming and auto-regulation for **experienced trainees**.
## When to use
Whenever an experienced trainee (roughly 9+ years of systematic training) asks
how many sets or how hard to train, how to auto-regulate a set or session, or
why progress has stalled (a two-step plateau diagnosis). Also when the
question is how to keep training while injury risk is elevated — an irritated
joint, heavy sleep debt, high life stress, a return after a layoff — or how to
work back to normal training after an injury and completed physical therapy.
Draws on recent volume and failure meta-analyses and Israetel et al.; not aimed at beginners.
> **Scope and safety note.** This is an educational summary of
> strength-training research, not medical, physical-therapy, or
> personal-training advice.
> Individual recovery capacity varies widely — genetics alone can shift the
> realistic outcomes of a given program by roughly ±50%. Training near
> muscular failure carries real injury risk if attempted without adequate
- > technique, spotting, or safe equipment (see the calibration protocol below).
+ > technique, spotting, or safe equipment (see the RIR calibration in Part B).
> Apply this material only when explicitly asked to help with training
> programming or auto-regulation, and treat every number as a starting range
> to individualize, not a prescription.
>
> **This applies with particular force to Part C.** Anything touching an
> existing or healing injury is the treating clinician's call, not this
> document's. The return-to-training progression in Part C.2 assumes physical
> therapy has been completed and medical clearance obtained; it describes the
> gap between "cleared for daily life" and "training normally again", and it
> replaces neither the therapy nor the clinician. Do not follow it if a
> medical professional advises against it, or if it is causing pain.
## Part A — Programming principles
- ### 1. Weekly volume: diminishing returns, no hard ceiling — count fractional sets
-
- Pelland et al. (2025, https://doi.org/10.1007/s40279-025-02344-w) find hypertrophy
- rises with weekly volume with diminishing returns and no plateau found; count
- fractional sets (direct sets 1, indirect sets 0.5):
-
- - Schoenfeld et al. (2017) quantified the dose-response at an average effect
- size of 0.023 per additional weekly set (~0.37% additional muscle growth
- per set) — roughly linear at low volumes, flattening at high volumes as
- recovery limits bind.
- - Baz-Valle et al. (2022) reported the same flattening pattern at high
- volumes, consistent with diminishing returns rather than a hard cutoff.
- - Aube et al. (2022, RCT, https://doi.org/10.1519/JSC.0000000000003524)
- compared 12, 18, and 24 sets/week and found no difference in muscle
- thickness by set number.
-
- The practical reading: the first 10–12 sets deliver most of the hypertrophic
- stimulus; sets beyond that trade an increasingly small stimulus gain for a
- disproportionate recovery cost.
-
- **This volume recommendation assumes high training intensity** (RPE 8–10,
- 0–2 RIR — see below). At submaximal intensity, higher volumes are needed to
- compensate. For experienced trainees, moderate volume at high intensity tends
- to outperform high volume at moderate intensity.
-
- ### 2. Intensity: closer to failure appears better than far from failure (exploratory evidence)
-
- Proximity to failure appears to matter as much as, or more than, absolute
- volume for experienced trainees:
-
- - Refalo et al. (2022, https://doi.org/10.1007/s40279-022-01784-y) found no
- benefit of momentary failure itself (ES 0.12, p=0.34).
- - Robinson et al. (2024) found hypertrophy improves the closer training gets
- to failure; the proximity analysis was exploratory with estimated RIR.
- - Mechanical tension — believed to be the primary driver of hypertrophy (see
- below) — reaches its maximum only at high intensity.
-
- Working ranges: RPE 8–10, or 0–2 RIR (Reps in Reserve; RPE = 10 − RIR on the
- standard scale), producing a strong
- growth stimulus without excessive central-nervous-system fatigue. The
- practical implication is that moderate volume (12–15 sets) at high intensity
- (RPE 8–9) is often more effective for an experienced trainee than high volume
- at submaximal intensity.
-
- ### 3. Session distribution: the PUOS ceiling (~11 fractional sets/session)
-
- "Point of Undetectable Outcome Superiority" (PUOS; Remmert et al. 2025,
- SportRxiv preprint) is the per-session volume beyond which additional sets
- have less than a 50% probability of producing a detectably larger
- hypertrophy effect — estimated at roughly **11 fractional sets per session**
- (direct sets count 1, indirect sets count 0.5; about 8 direct sets).
- Returns diminish before the ceiling rather than falling off a cliff, and the
- estimate carries growing uncertainty at high volumes, so treat it as a soft
- ceiling rather than a hard limit.
- Practical consequence (expert heuristic): distributing a given weekly volume
- across several sessions tends to work better in practice than concentrating
- it — e.g. 2×10 sets across two sessions rather than 20 sets in one. Direct
- evidence on frequency itself is weak (see section 6), so this rule rests on
- the per-session dose-response plus coaching practice, not on a measured
- frequency effect.
-
- ### 4. The Stimulus:Fatigue ratio as the primary metric
-
- Rather than treating a volume number as an end in itself, the Stimulus:Fatigue
- ratio — the balance between the adaptive stimulus a session produces
- (mechanical tension, metabolic stress, muscle damage) and the systemic fatigue
- it accumulates — is proposed as the metric that should actually drive volume
- and intensity decisions.
-
- **Worsens the ratio (more fatigue per unit of stimulus):**
- - Very high volume (>8 direct sets per muscle group per session, about 11 fractional sets — the PUOS ceiling above)
- - Training multiple sets to 0 RIR / failure
- - High frequency (>3×/week per muscle group; expert heuristic — Pelland et al. 2025 find no consistent independent frequency effect on hypertrophy)
- - Exercises with a large stretch load (extra damage per unit of stimulus —
- a cost worth paying given the hypertrophy benefit; see section 7)
- - Fast-twitch-dominant individuals
-
- **Improves the ratio (less fatigue per unit of stimulus):**
- - Moderate volume (2–6 sets per muscle group per session)
- - Training with 1–2 RIR reserve
- - Adjusted frequency (1.5–2.5×/week; expert heuristic, same caveat as above)
- - Balanced exercise selection
- - Auto-regulation protocols (Part B)
-
- Advanced trainees often do better with lower volume and a better ratio than
- with maximal volume and a poor one. Individual recovery capacity should set
- the target ratio — volume ranges are starting points to individualize, not
- individual prescriptions.
-
- ### 5. Volume by training experience
-
- The rows below Advanced are context for scaling down, not programming advice
- for beginners or intermediates (this skill does not serve them).
-
- | Level | Working volume | Note |
- |---|---|---|
- | Beginner / limited recovery | 1–3 sets/muscle group/workout | Already adapts to minimal doses; more volume mostly adds fatigue, not stimulus |
- | Intermediate | 2–4 hard sets/workout (standard); or 4–6 sets across 2 exercises; or 6–8 sets across 3–4 exercises at higher RIR | At 4–6 sets: lower reps + higher RIR, or reduce frequency to 1.5–2×/week |
- | Advanced | 4–6 hard sets; up to 8–10 sets across 3–4 exercises; or lower volume at higher frequency | Often benefits more from lower volume with a better Stimulus:Fatigue ratio than from maximal volume |
-
- At 8+ sets, 2+ RIR reserve becomes effectively mandatory for adequate
- recovery — higher volume forces a larger RIR buffer.
-
- ### 6. Frequency and periodization
-
- Pelland et al. (2025) find no consistent independent effect of weekly
- frequency on hypertrophy once volume is accounted for — the effect is small
- and compatible with negligible, while higher frequency does benefit
- strength. Treat every frequency rule below as an expert heuristic for
- managing per-session volume and recovery, not as a measured frequency
- optimum.
-
- Optimal frequency per muscle group is set by individual recovery
- determinants (fiber-type dominance, age, training experience, sleep,
- nutrition, stress, and the session's own Stimulus:Fatigue ratio), not by an
- abstract "3–5×/week" figure from the literature. For higher frequency
- (3×/week), lower the reps, lower the volume per session (≤3 sets), raise RIR
- reserve (2+), or favor less fatiguing exercise variants. For lower frequency
- (1–2×/week), the opposite combination — higher volume per session, closer to
- failure, higher reps — is appropriate. When progress stalls, add rest days
- before adding volume; when volume rises, frequency should fall to compensate.
-
- Two periodization strategies apply this over time:
-
- - **Linear periodization** — intensity rises and volume falls across a cycle
- (typically 4–12 weeks). Simple to plan and track; can leave the trainee
- under-exposed to other training qualities for long stretches.
- - **Undulating periodization** — volume and intensity vary within the week
- (e.g. heavy/low-volume, moderate, light/high-volume days). More varied
- stimulus, at the cost of being harder to plan and track. Moesgaard et al.
- (2022) find no hypertrophy difference between linear and undulating
- schemes (or between periodized and non-periodized training) when volume is
- equated; the undulating advantage appears for maximal strength, mainly in
- trained lifters — so choose between them on preference and strength goals,
- not on expected hypertrophy.
-
- **Volume cycling** (expert heuristic) is a concrete undulating
- implementation: an accumulation phase (4–6 weeks) at 12–15 sets/muscle
- group, an intensification phase (2–3 weeks) at 16–20 sets, then a 1-week
- deload at 6–8 sets. The "growth stagnates within about 3 months without
- variation" and "~20% volume increase between cycles is optimal" figures are
- coaching rules of thumb, not measured optima — use them as defaults to
- individualize, not as targets. Coleman et al. (2024) find a mid-block week
- off leaves hypertrophy unchanged while slightly reducing strength gains and
- shows no potentiation effect, so schedule deloads by need (persistent
- performance drop, unrecovered soreness, rising RIR error) rather than by the
- calendar; continuous training over blocks of up to about 9 weeks is a viable
- default. The plateau test in Part B stays the arbiter: when in doubt, test
- fatigue versus stimulus rather than deloading on schedule.
-
- ### 7. Rest intervals and long muscle lengths
-
- Rest at least 60 seconds between sets; Singer et al. (2024) find a small
- hypertrophy benefit to rest beyond 60 seconds, with no appreciable further
- benefit past about 90 seconds, likely mediated by preserved volume load.
- Hypertrophy happens across a wide rest spectrum, and training to failure or
- not does not meaningfully change the picture — so rest 60–90 seconds minimum
- on isolation work and longer (2–3 minutes or more) on heavy compounds where
- short rest would cost reps, without timing longer rests for hypertrophy's
- sake.
-
- Emphasize the lengthened position: prior work finds greater hypertrophy
- training at long versus short muscle lengths, and Wolf et al. (2025) find
- lengthened partials match full range of motion in trained lifters — so a
- full range of motion with a controlled stretch, or lengthened partials as an
- alternative, both satisfy the requirement. The stretch imposes extra damage,
- which is why section 4 lists it as a fatigue cost, but the net trade favors
- including it rather than avoiding it.
-
- ### Physiological foundation (why these levers matter)
-
- Three mechanisms drive hypertrophy, in descending order of importance:
- **mechanical tension** (the primary driver — the force muscle must produce
- against a load; maximized by progressive overload) > **metabolic stress**
- (metabolite accumulation, the "pump", driving hormonal and cell-swelling
- responses) ≥ **muscle damage** (micro-trauma from eccentric loading and novel
- movement patterns, triggering repair/adaptation). This is why intensity
- (mechanical tension near failure) anchors the recommendations above rather
- than volume alone.
+ Weekly volume, proximity to failure, the per-session ceiling, the
+ Stimulus:Fatigue ratio, volume by experience, frequency and periodization,
+ rest intervals and long muscle lengths, and the physiology behind them. Read
+ [`references/programming-principles.md`](references/programming-principles.md)
+ before setting sets, RIR, frequency or a training block.
## Part B — Auto-regulation: precise stop criteria
- Auto-regulation lets a session's actual volume emerge from real-time
- performance instead of a fixed prescribed number of sets — a direct
- application of the Stimulus:Fatigue ratio. All three protocols below assume
- an accurate sense of RIR; see the calibration step first if that is in doubt.
-
- ### Prerequisite: RIR calibration (single working set)
-
- Most trainees systematically underpredict proximity to failure by about 1
- rep (Halperin et al. 2022) — enough to turn a programmed 1 RIR into an
- actual 2 RIR. Accuracy is worse on high-rep sets (above about 12 reps) and
- better near failure, on heavier lower-rep sets, and in later sets, so treat
- early-set high-rep RIR calls as the least trustworthy. Before relying on any
- auto-regulation protocol, recalibrate:
-
- 1. Use a single working set per exercise.
- 2. Choose safe exercises (machines, dumbbells, a power rack with safeties) —
- true failure without experience carries injury risk.
- 3. Aim for true muscular failure (0 RIR).
- 4. Hold this for 3–4 weeks, then add volume gradually (1–2 sets per
- progression) once RIR estimation is accurate.
-
- This is especially worth repeating after a long layoff or when switching to
- unfamiliar exercises.
-
- ### The three protocols
-
- - **5% Fatigue Rule**
- - Best fit: Heavy compounds, 1–6RM, plates fine enough to drop ~5%
- - Stop criterion: Start set at 1 RIR; drop load ~5% and repeat the same rep count; keep dropping until 1 RIR is reached again — then stop
- - Worked example: 100kg×4 @1RIR → 95kg×4 @2RIR (still light) → 95kg×4 @1RIR → **stop**
- - **Rep Drop**
- - Best fit: Moderate-to-high reps, 6–15+RM, where fine load jumps aren't practical
- - Stop criterion: Start set at 1 RIR; keep the same load; continue until reps fall 2 below the starting set's rep count — then stop. Safety cap: even with exceptional work capacity, stop at a maximum of 5 sets regardless of rep reduction
- - Worked example: 80kg×10 @1RIR → 80kg×9 @1RIR → 80kg×9 @1RIR → 80kg×8 (−2 reps) → **stop**
- - **Myo-Reps**
- - Best fit: Time-efficient work using an activation set + mini-sets
- - Stop criterion: Perform an activation set, then mini-sets at 0–1 RIR; stop when a mini-set falls 1 rep below the *initial* mini-set. Failure on the very last mini-set is common and acceptable, since volume is already auto-regulated
- - Worked example: 80kg×10 (activation) + 4 + 4 + 3 (1 rep below the first mini-set) → **stop**
-
- Rough volume equivalence for Myo-Reps: one Myo-Rep set (5–15 reps after
- activation) ≈ 2–4 traditional sets; 1–2 Myo-Rep sets (15–25 reps after
- activation) ≈ 4–6 traditional sets.
-
- All three share the same logic: a specific, observable drop in performance
- (load tolerated, reps completed, or mini-set reps) signals accumulated fatigue
- and serves as a built-in volume limiter — replacing a fixed, pre-decided set
- count with a real-time readout of the Stimulus:Fatigue ratio.
-
- ### Plateau diagnosis: fatigue problem or stimulus problem
-
- When progress stalls for 3–4 weeks, do not guess whether the fix is more or
- less training — test it. Applying the wrong fix (more volume to an
- over-fatigued trainee, or less volume to an under-stimulated one) is common
- and can delay progress by months.
-
- ```
- 3-4 weeks of stagnation
- │
- ▼
- Phase 1 (1-2 weeks): increase rest days / reduce frequency,
- keep intensity and per-session volume unchanged
- │
- ├── Progress returns ──▶ FATIGUE problem
- │ → reduce volume and/or frequency
- │ durably (trade one for the other)
- │ → deload when need signals show it (see Part A.6),
- │ rather than on a fixed 4–6 week cycle
- │
- └── No progress ──────▶ STIMULUS problem
- → train closer to failure (lower RIR)
- → increase volume gradually
- → introduce exercise variety
- (e.g. shift from compound to
- isolation exercises to raise the
- Stimulus:Fatigue ratio and reach
- under-recruited fibers/regions)
- ```
-
- Volume cycling (Part A.6) is the preventive version of this test — cycling
- volume down periodically before a genuine plateau forces the diagnosis.
+ Three protocols that let a session's volume emerge from real-time
+ performance, the RIR calibration they depend on, and the two-step plateau
+ diagnosis (fatigue problem or stimulus problem). Read
+ [`references/auto-regulation.md`](references/auto-regulation.md) when
+ auto-regulating a set or session or when a lift has stalled.
## Part C — Training under elevated injury risk
- ### C.1 — Nine modifications while risk is elevated
-
- This is not rehabilitation (for that, see C.2). It is a normal hypertrophy
- program run under conditions that push injury risk up: an irritated joint,
- heavy sleep debt, high life stress, a return after a layoff, or a phase that
- has already driven fatigue high. The trade-off is explicit and worth stating
- plainly — these modifications cost growth. They are the right trade when
- other variables are already raising risk.
-
- | # | Modification | Why |
- |---|---|---|
- | 1 | **Cap load at 70% 1RM** — equivalently, never go below ~15RM on any exercise | Removes the load range where a technique breakdown does the most damage |
- | 2 | **Full pause at every direction change of every rep** — e.g. on a pulldown, pause at the top in the stretch *and* at the bottom with the bar at the upper chest | Peak forces are highest in the eccentric→concentric transition; a full pause removes the rebound that generates them |
- | 3 | **Tempo ~3 s eccentric, ~2 s concentric** | Holds technique together under fatigue and prevents force spikes |
- | 4 | **Train the mind-muscle connection deliberately** | On its own this lowers the load used and raises the Stimulus:Fatigue ratio (Part A.4) without adding risk |
- | 5 | **End accumulation phases at ~⅔–¾ of MRV** | If MRV is unknown: that volume usually coincides with the point where sessions start producing very strong pumps and a lot of soreness — when that shows up, deload |
- | 6 | **Progress reps, not load,** week to week | Keeps stimulus progression running without buying strength gains at a risk premium |
- | 7 | **Favor machines over free weights** | More stability, fewer technique deviations, and fewer force spikes spent correcting them |
- | 8 | **Leave at least 2 RIR** | Very low RIR produces instability under the bar. Partly follows already from the shortened accumulation in #5 |
- | 9 | **Add sets very conservatively** — where you would ideally add two, add one | Rapid volume increases are a documented injury-risk driver |
-
- Run together, the nine produce a program with very low injury risk and a real
- but submaximal growth effect. They are a package for a period, not a
- permanent style.
-
- **Conflict with Part A, resolved.** Part A.2 puts the working range at 0–2
- RIR; C.8 requires ≥2 RIR, and C.1 caps load where Part A assumes heavier
- work. This is deliberate, not an inconsistency: **Part A is the normal case,
- Part C overrides it for as long as the elevated-risk condition holds.** When
- the condition clears, Part A's ranges resume. Do not blend the two — running
- Part A's intensity with Part C's exercise selection gets the cost of both and
- the benefit of neither.
-
- ### C.2 — Returning to training after an injury
-
- Physical therapy targets *normal function*: sitting, stairs, carrying
- groceries. For a trainee the injury is not resolved until they are back in
- the gym and can safely run progressive stimulus increases again. PT usually
- stops before that point, and this progression covers the gap — it does not
- replace the therapy. Re-read the scope and safety note above before using it:
- completed PT and medical clearance are preconditions, and a clinician's
- advice overrides anything here.
-
- - **1. Finish PT**
- - What: Complete physical therapy as prescribed
- - Load / intensity: —
- - Gate to the next phase: Cleared for most activities of daily living
- - **2. Occluded isolation**
- - What: Occlusion training, isolation only. Start with **1 set** in the first session; target muscle at most **3×/week**; only as much ROM as is pain-free. Raise set count slowly, but soreness must clear between sessions — especially at the injury site. Skip this phase for muscles that cannot be occluded (e.g. pecs)
- - Load / intensity: **~20% 1RM**, very slowly toward ~30%, **≥3 RIR**
- - Gate to the next phase: 30% 1RM reached
- - **3. Short-rest isolation + ROM increases**
- - What: Drop occlusion, keep isolation. Rest only long enough for the metabolite burn to clear. 2–3 sessions/week with full recovery between them. Widen ROM gradually
- - Load / intensity: **30 → 50% 1RM**; first working set **~25+ reps**; toward the end of the phase down to **1 RIR**
- - Gate to the next phase: Full or near-full joint ROM at minimal discomfort
- - **4. Add compounds**
- - What: Bring compounds in (e.g. leg press or squat for quads). Full pauses between eccentric and concentric; prioritize stability. Isolation work can be cut back or dropped — **if kept, put it before the compound** in the session so less load is needed on the compound
- - Load / intensity: up to **~60% 1RM**, i.e. first sets at **~15–20 reps**
- - Gate to the next phase: 60% 1RM with clean technique and minimal to no discomfort
- - **5. Load increases**
- - What: Raise load on the compounds slowly and steadily
- - Load / intensity: toward **10RM**; takes **at least a month** from the end of Phase 4
- - Gate to the next phase: 10RM across several sets with no symptoms of the old injury
- - **6. Normal training**
- - What: Regularly programmed training (Parts A and B)
- - Load / intensity: —
- - Gate to the next phase: —
-
- The same progression as a load ladder — read left to right, one column at a
- time:
-
- ```
- PHASE 2 PHASE 3 PHASE 4 PHASE 5 PHASE 6
- Load %1RM 20 ──▶ 30 30 ──▶ 50 50 ──▶ 60 60 ──▶ 10RM normal
- RIR >= 3 3 ──▶ 1 1-2 1-2 0-2
- ROM pain-free widening full full full
- Exercise isolation isolation + compounds compounds all
- (occluded) (short rest)
- Frequency <= 3x/wk 2-3x/wk normal normal normal
-
- Gate 30% 1RM full ROM, 60% 1RM, 10RM, no —
- reached minimal clean old-injury
- discomfort technique symptoms
- ```
-
- **Time horizon.** For an average injury involving surgery or serious
- rehabilitation, expect **6–12 months** back to normal training. The lost
- muscle itself is largely back much sooner — roughly **3 months** into this
- process; everything after that is new growth. Knowing this ahead of time is
- what keeps the middle phases from feeling like wasted work.
-
- **The transferable pattern**, worth keeping even when the protocol is not
- followed literally: *isolation → compound, high RIR → low RIR, low load →
- high load, restricted ROM → full ROM.* Loosen **one variable at a time**,
- with the order fixed in advance rather than decided in the moment. The gates
- in the phase list are what make that enforceable; without them the variables all
- loosen at once on the first good day.
+ C.1 lists nine modifications for training while injury risk is elevated
+ (an irritated joint, sleep debt, life stress, a layoff); C.2 is the
+ one-variable-at-a-time progression back to normal training after completed
+ physical therapy and medical clearance. Read
+ [`references/injury-risk.md`](references/injury-risk.md) for either case.
## Realistic expectations
For very experienced trainees (9+ years), realistic gains are modest:
roughly **1–3 kg of muscle mass per year**. Independent estimates converge:
Alan Aragon (0.25–0.5% body weight/month), Lyle McDonald (~2–3 lb/year in
year 4+), and Eric Helms (~2.3 kg/year as a conservative figure). These rates
assume optimal training, adequate recovery, consistent nutrition in a slight
surplus, and no extended layoffs — and individual genetics can still shift
the outcome by roughly ±50%.
## Common pitfalls to avoid
- **Treating a volume range as a target rather than a starting range.** The
research shows diminishing returns with no hard ceiling; more is not
automatically better.
- **Chasing volume while training at submaximal RIR.** The volume figures
assume 0–2 RIR; the same volume at 4+ RIR is a materially weaker stimulus.
- **Increasing volume as the default response to a plateau.** Run the
recovery-vs-stimulus test first — over-fatigued trainees regress further
with more volume.
- **Concentrating weekly volume into one or two sessions.** The PUOS ceiling
means the same sets, spread across more sessions, tend to work better.
- - **Skipping RIR calibration.** Every auto-regulation protocol above depends
+ - **Skipping RIR calibration.** Every auto-regulation protocol in Part B depends
on an accurate sense of RIR; miscalibrated RIR makes all three unreliable.
- **Applying these ranges to beginners or intermediates.** This material is
calibrated to experienced (9+ year) trainees; lower-experience trainees
need substantially less volume to progress.
- **Running Part C's restrictions permanently.** They cost growth by design.
They are a package for a defined period; when the elevated-risk condition
clears, Part A's ranges resume.
- **Loosening several variables at once when returning from injury.** Part
C.2 works because exactly one of load, RIR, ROM, and exercise type moves at
a time, in an order fixed before the first session.
## Sources
- Baz-Valle et al. (2022) — https://doi.org/10.2478/hukin-2022-0017
- Schoenfeld et al. (2017) — https://doi.org/10.1080/02640414.2016.1210197
- Refalo et al. (2022) — https://doi.org/10.1007/s40279-022-01784-y
- Aube et al. (2022, RCT) — https://doi.org/10.1519/JSC.0000000000003524
- Robinson et al. (2024) — https://doi.org/10.1007/s40279-024-02069-2
- Pelland et al. (2025) — https://doi.org/10.1007/s40279-025-02344-w
- Moesgaard et al. (2022) — https://doi.org/10.1007/s40279-021-01636-1
- Coleman et al. (2024) — https://doi.org/10.7717/peerj.16777
- Singer et al. (2024) — https://doi.org/10.3389/fspor.2024.1429789
- Halperin et al. (2022) — https://doi.org/10.1007/s40279-021-01559-x
- Wolf et al. (2025, lengthened partials) — https://doi.org/10.7717/peerj.18904
- Remmert et al. (2025, PUOS preprint) — https://sportrxiv.org/index.php/server/preprint/view/537
- Gain-rate estimates: Aragon — https://alanaragon.com/, McDonald — https://bodyrecomposition.com/muscle-gain/genetic-muscular-potential, Helms — https://www.strongerbyscience.com/mass/
**Part C** (both sections) is distilled from Israetel et al., *Scientific
Principles of Hypertrophy Training* (Renaissance Periodization), pp. 352–357.
Unlike Parts A and B, it rests on a single expert-practice source rather than
meta-analytic evidence — treat its numbers as one coherent scheme rather than
as measured optima.
As of 2026-09-01, Part C was reviewed; re-check it by 2028-09-01. **Retire or
revise Part C** if controlled evidence contradicts the load and RIR caps in
C.1, or if the return-to-training progression in C.2 is superseded by
clinical return-to-sport guidance.