SYNTH-42 · Guide

The limiter and the block thesis

What to train next to get faster or raise FTP: a profile is not shown to name the limiter, so pick the stimulus the athlete has been missing and the goal needs, pull one lever per block, and let the measured outcome decide the next block

C+thin evidenceMostly from recreational to elite athletesWritten before October 2026, being re-checked

The question it answers

What the next 3-6 weeks (a house default length) are FOR (one primary lever), which outcome will show whether it worked, when it is read, and what the reading changes. It does not answer "which determinant limits me": no entry shows that a profile can tell.

Default (what to prescribe first)

Not from a study; the base's own practice, in this order: (1) pass the consistency gate; (2) read the horizon; (3) choose the stimulus the athlete has been MISSING in the last 8-12 weeks of their log and that the goal event needs; (4) make it the one primary lever of the block; (5) write the block thesis; (6) measure the outcome itself; (7) keep what worked. Name the rule that decided the block.

Starting bet (the base's own practice, not a diagnosis): when the log shows no obvious gap and the goal rests on aerobic power, the first lever worth trying for most amateurs is work above threshold — VO2max-type intervals shaped by SYNTH-33 — on top of the easy volume the week can hold (SYNTH-26). What it rests on:

Adding training above the maximal metabolic steady state gave a 2.5 mL·kg⁻¹·min⁻¹ greater VO2peak gain than training only below it, in a meta-analysis of 14 controlled studies of 2-12 weeks in recreational and competitive endurance athletes (REF-989, A-).
At equal total work, intervals at 90-95% HRmax raised VO2max by 5.5% and 7.2%, significantly more than running at 70% or at 85% HRmax, in 40 moderately trained men over 8 weeks (REF-990, B+; no performance outcome in its abstract).
In 84 young healthy adults of unstated training status, moderate-domain continuous cycling did not raise VO2max beyond control over 6 weeks, every domain from heavy upward did — including continuous work below the maximal metabolic steady state — and severe-domain intervals gave the largest gain (REF-036, A-; transfer to trained amateurs is inference).
In 48 well-trained endurance athletes over 9 weeks, polarized training gave the largest VO2peak gain (+11.7%), while the threshold and high-volume arms brought no further gain in performance variables (REF-303, A-).
In 48 aerobically well-trained men, 4 × 4 min running intervals raised VO2max by 6.5% in 8 weeks, more than two sprint formats (REF-998, B+; no control group, and the 3000-m gain was not significantly larger than after 8 × 20 s sprints). In 38 highly trained cyclists and triathletes (matched, not randomised), intervals added twice a week for 4 weeks improved a 40-km time trial by 4.4-5.8% against −0.9 to +1.1% in controls (REF-999, B).

Its caveats — say them with the bet:

The same meta-analysis found no intensity-specific effect on peak power or time-trial performance, partly for lack of sample size (REF-989): the VO2peak gain is shown, the performance payoff inside one block is not.
Polarized and pyramidal distributions did not differ for VO2max or time trial in a network meta-analysis of 13 studies and 348 trained endurance athletes; in a subgroup analysis recreational athletes may gain more VO2max on pyramidal and competitive athletes on polarized — the authors' "may", VO2max only (REF-991, A-).
It can cost efficiency: in 60 competitive cyclists, 12 weeks with 24 supervised high-intensity sessions raised VO2peak and 40-min power while gross efficiency fell (REF-992, B, single cohort, no control).

Why a profile does not choose the lever

Between athletes is not within one. VO2max explained 65-76% of between-athlete differences in power or speed at the lactate thresholds, economy 20-24% and fractional utilisation 4-11% across 888 runners and cyclists from recreational to world class (REF-746, B+, cross-sectional; its entry states that such a regression cannot see training).The threshold sat at 78.9%, 79.9% and 80.3% of VO2peak in elite, national and regional athletes — no difference by level — while VO2peak per kilogram differed, in 292 runners, cyclists and cross-country skiers (REF-987, B+, cross-sectional; nobody was trained).In 22 adults of unstated training status, critical power and VO2max were tightly related before 8 weeks of training (R² = 0.92), yet the change in one was not significantly related to the change in the other (R² = 0.06, P = 0.26) (REF-993, B; a null at n = 22 is not proof of none; transfer to trained athletes is inference).
Fractional utilisation is not shown to be a separate trainable lever. A narrative review found that only a few of 35 studies confirm a substantial relationship between %VO2max and performance, and limited evidence that training can systematically alter it in trained athletes (REF-986, C+).It can move in single studies: VT2 went from ~82% to ~87% of VO2max after a low-intensity winter mesocycle in elite male road cyclists (REF-095, B, Tier 4, observational, no control), and fractional utilisation and economy improved after 11 weeks of added heavy strength training in 19 well-trained female cyclists (REF-073, B, RCT).Inference: a low threshold-to-ceiling ratio is not by itself a reason for a threshold block.
The levers are coupled. Cyclists grouped by low or high initial VO2peak and gross efficiency did not differ in their gains in VO2peak, efficiency or 40-min power, although each variable's starting level correlated weakly to moderately with its own change (r = −0.27 to −0.44) (REF-992; a non-significant four-group difference is not proof of equivalence; everyone did the same programme, so the profile did not predict the response to that lever — other levers were not tested).Delta efficiency rose from 23.61% to 26.97% over five seasons in 12 world-class professional cyclists while VO2max showed no significant increase (REF-1003, B, Tier 5, uncontrolled).In a scoping review of 17 longitudinal studies of 109 Tier 4-5 athletes, most of the 11 studies that described performance-determining factors showed improvement in submaximal variables and peak test speed or power, while VO2max development was inconsistent (REF-988, B+, scoping review).

Decision (who → what)

RowRuleWhat it rests on
Consistency gateHouse default: fewer than ~6 of the last 8 weeks with the athlete's usual session count → the lever is regularity plus one quality session; say it with THEIR week countsNo entry tests the number. Nearest: completing >80% of planned training weeks went with a 7-times higher likelihood of reaching the performance goal in 33 international track and field athletes (REF-1001, B, observational, Tier 4-5 — transfer to amateur endurance athletes is inference); a complete stop of ≥ 7 days went with a 5-8% slower marathon than the same runner's undisrupted one in 300,000 recreational runners (REF-941, B+, observational); marathon cohorts with more weekly distance and more runs per week finished faster (REF-1004, A-, between-cohort associations); sedentary subjects improved oxygen uptake at the threshold at every training intensity (REF-1005, A-, 1997 meta-analysis; sedentary people, not inconsistent athletes — transfer is inference)
Horizon > ~16 weeks to the A-goalHouse default: the missing stimulus is the block's leverNo entry tests the bands
Horizon ~8-16 weeksHouse default: the lever stays primary, race-specific work grows through the blockNo entry tests it. Order is not the science: in 63 trained cyclists the order of interval formats over 12 weeks made no difference (REF-096, A-)
Horizon < ~8 weeksHouse default: specificity to the event's demands; no new leverOne thin trial: in 20 male cyclists across five groups, six sessions in 3 weeks, the largest modelled 40-km gains were for 8 × 4 min at 85% of peak power (2.8%), which the authors read as close to race pace, and for 12 × 30 s at 175% (2.4%) (REF-1002, B, modelled, no control)
Horizon < ~3 weeksTaper (pointer)SYNTH-34
No event; A, B and C racesThe base's own practice: with no event the horizon is open — say so and build the block anyway. The bands count to the A-race; B and C races do not restart the blockNo entry tests it; ranking races: SYNTH-76
One lever per blockThe base's own practice: one primary lever, one maintained quality, everything else at maintenance doseUntested. Concentrating intensity into blocks gave no time-trial advantage in a 12-week load-matched trial of 30 trained cyclists (REF-098, B+); that is not one lever against several
What the goal needsThe base's own practice, not a tested mapping: aerobic power and events under about an hour → the starting bet; longer than about two hours → durability and fuelling SYNTH-32; off-road and surging races → SYNTH-49; running economy via strength → SYNTH-44; triathlon → the discipline that costs the most minutes; fuelling SYNTH-02, pacing SYNTH-10, heat SYNTH-04, position and aero SYNTH-48 are levers tooNo entry tests the mapping
Threshold work as the leverInference: a fair choice when it is the missing stimulus, not because a ratio looked low; format SYNTH-27Conditioned subjects showed non-significant threshold gains (ES 0.63) and tended to respond better to high intensity (REF-1005; "conditioned" is undefined there; the outcome is oxygen uptake at the threshold); one 7-day block of six moderate-intensity interval sessions raised power at 4 mmol/L by 4.0% against −1.3%, and VO2max by 2.0% against 0.0%, in 30 well-trained male cyclists, while 15-min power did not change significantly (p = 0.14) (REF-137, B+, crossover)
Threshold-to-ceiling ratioThe base's own reasoning: a note, not a decision axis. Read it only from a MEASURED maximal aerobic power, only against the athlete's own earlier value on the same protocol, never from the power-duration curve (CP over 5-min power reads W′)No entry compares a field-ramp ratio with a laboratory one. Laboratory ratios averaged close to 80% at every level (REF-987)
The block thesisThe base's own practice: written before the block — goal · horizon · lever and why (missing from the log, needed by the goal) · the outcome and its baseline · the retest session · the review date. One sentence: "the next N weeks are for X because Y; we will know from Z on <date>"Untested. Review after 3-6 weeks is a house default; by inference it fits a 40-km gain being measurable after 4 weeks of added intervals in highly trained cyclists (REF-999)
No baselineThe base's own practice: if the outcome the block will be judged on was never measured, the first step is the cheapest test that gives a baseline, scheduled — not a guessWhich test: SYNTH-53
The outcomeThe base's own practice: power or pace at the durations the goal needs — the same key session compared rep for rep, or a planned maximal retest at the end. Field bests from efforts that were not maximal do not countNo entry tests the rule; repeating a test: SYNTH-53
In-block marker: `output_at_hr`The base's own practice: output at a fixed heart rate on steady rides and flat easy runs, last four weeks against the four before, read with RPE; a change inside its noise band is no changePower in heart-rate-clamped stages had a typical error of 1.3-4.4% in 17 well-trained male cyclists (REF-752, B, reliability of one standardised test); reading it across ordinary sessions, and for running pace, was not tested there. Lower heart rate with higher RPE is not fitness: SYNTH-41

How to progress: reading the block

1

Was it done? Not from a study; the base's own practice: if a large share of the planned key sessions was missed, the block says nothing about the lever — keep the lever and fix load, life or fuelling.

2

Done, and the outcome moved beyond its noise band: keep what worked — extend the lever while it pays, or hold it at maintenance and start again from the gate (the base's own practice).

3

Done and flat: two exits, both shown only in adults who were untrained or not described as trained — transfer to trained athletes is inference.

Raise the intensity: after 10 weeks of moderate training 16 of 31 untrained adults were VO2max responders; 16 more weeks at the same intensity added none, while energy-matched training at rising intensity brought the count to 13 of 15 (REF-995, B+, RCT).

Or add dose: non-response in maximal power was 69%, 40%, 29%, 0% and 0% with one to five 60-min sessions a week, and disappeared in every non-responder after six more weeks with two extra sessions (REF-996, B+, 78 healthy adults not described as trained; second period uncontrolled).

4

A flat response to one stimulus does not predict the next. In 21 recreationally active adults, individual changes after three weeks of endurance training were not positively related to changes after three weeks of sprint intervals (REF-997, B+, crossover; no mode was repeated, so a true difference cannot be separated from noise; transfer to trained athletes is inference).

In 37 recreational runners, baseline nocturnal HRV related to the gain in peak treadmill speed negatively with added volume (r = −0.74) and positively with added intensity (r = 0.63) (REF-1000, B, correlations in two small groups; nobody was assigned by the marker).

5

One block is one noisy point. When 42 untrained adults did the same 8-week programme twice, the individual VO2max response barely reproduced (ICC 0.19) (REF-498, B+; transfer to trained athletes is inference). Not from a study; the base's own practice: judge a lever over 2-3 blocks before calling the athlete a non-responder to it.

6

Day-to-day adjustment is a different question. HRV-guided training had a significant effect on submaximal physiological markers (g = 0.296) and small, non-significant effects on performance and VO2peak across 8 studies with 198 participants; most guided arms did fewer moderate- or high-intensity sessions, so the two are confounded (REF-994, A-). It tunes the load, not the lever: SYNTH-30.

When NOT to use it / red flags

Do not tell an athlete "your limiter is X" from one test or profile (inference from REF-992 and REF-993); say what has been missing and what the block will test.
Do not start a new lever inside ~8 weeks of the A-race (house default).
Do not compute "utilisation" from CP over the best 3- or 5-min power (the base's own reasoning from the CP model, not from a study).
Do not label the athlete a type (SYNTH-13).
Do not change the lever before the review date unless illness, injury or life breaks the block (the base's own practice).
Do not call a block a failure from one flat result (REF-498, untrained adults; the rule is the base's own practice).

What the evidence does not show

That choosing the missing stimulus beats any other rule — no entry compares block-selection rules head to head; that the horizon bands, the "6 of 8 weeks" gate, the written thesis or the 3-6 week review improve anything; that a VO2peak gain pays off in performance within one block (REF-989).

Evidence gaps

A trial of "train the diagnosed limiter" against "train the missing stimulus" in endurance athletes.
Reproducibility of individual response in trained athletes (no entry in the base).
A field-ramp threshold-to-ceiling ratio checked against a laboratory one.
How this entry was checked and changed
Why this level

the procedure (missing stimulus, horizon bands, one lever, thesis, review, consistency gate) is the base's own practice and no entry tests it; the findings under it are C+ to A- but indirect: group means, between-person data or untrained adults. Regraded 2026-10-01 from B-

Content correction 2026-09-27
"REF-465: about +8% VO2max in lower-fitness strata, 1-3 HIT sessions a week the best return per hour" → neither is in the corrected REF-465; it reports larger gains with lower initial fitness and the largest per-hour mitochondrial gains for SIT, then HIT.
"REF-421, A: the fraction-of-VO2max principle is HIT-specific" → REF-421 is B+ and its abstract has no such principle; it reports both blocks working, with a larger gain in power at 4 mmol/L after the moderate block.
"REF-072 (A): heavy strength and plyometrics improve economy 2-8%" -> REF-072 is A-, a systematic review without pooling; 2-8% is the spread across studies and not every study improved.
"REF-534 (A): energy cost dominated by drag; technique before capacity" -> REF-534 (B+) says both power output and efficiency matter (61% vs 44%); the technique-first ordering is now labelled inference. REF-535's stroke-length claim is full text in that entry and is no longer cited as a finding.
"REF-538 (A): economy does not transfer between the three" -> not in the corrected REF-538 (B+); replaced with the swim → bike and bike → run interactions it reports.
"REF-431 (A): wait 2-3 training cycles" -> not in its abstract; REF-431 is B+ and the waiting rule is labelled house practice. "REF-498 (A)" -> B+, untrained adults, individual VO2max response ICC 0.19. "REF-468 A-" -> B+ narrative review.
Resync 2026-09-28: Triathlon row "first ask which discipline costs the most minutes ... (REF-538)" -> the REF-538 entry labels the weak-link-leg rule "Not from this paper; the base's own practice"; relabelled. The swim → bike and bike → run interactions stay attributed to REF-538.
2026-09-29: the "cheapest test" list (ramp, 3 + 12 min CP, 3-5 km run TT, 400+200 m CSS) is house practice — no entry validates those exact protocols; labelled, and routed to SYNTH-53 (testing).
Verification 2026-10-01: 21 ref-bearing sentences read against the snapshot entries (REF-465, 468, 746, 741, 072, 534, 538, 752, 432, 421, 431, 498, 529); 11 OK. All quoted numbers match their entries (65-76 / 20-24 / 4-11%, 84%, 2-8%, 61 vs 44%, 1.3-4.4%, ICC 0.19); levels written next to refIds match the head blocks.
Verification 2026-10-01: the weakness is not numbers but direction of inference — the Default ('build the engine at Tier 1-3') is drawn from a between-athlete regression whose entry says it cannot see training; it is labelled only in Limitations, not where the default is set.
Verification 2026-10-01: REF-746's entry states its numbers came from full text and were not re-checked on 2026-09-27; REF-432 is NOT IN SEARCH / unverified (C+); REF-498 has a PMID but no DOI.
Verification 2026-10-01: pointers checked against SYNTH-34 (taper 2-3 weeks: consistent), SYNTH-41 (HR-looks-better trap: consistent), SYNTH-53 (test choices practice, 75% practice: consistent), SYNTH-13 (consistent), SYNTH-32 (2 h vs 2.5 h), SYNTH-17 (wrong pointer).
Verification 2026-10-01: row split counts decision rows in §1-§6: evidence = §3 engine numbers, running, off-road, swimming numbers, §5 submaximal marker; practice = §1 gate default, 4 horizon bands, §4 ordering and tests, thesis/review, 2 marker rows, §6.1, 6.2, 6.5, >2.5 h and non-physiological rows; mixed = §1 lead, ratio axis, swimming inference, triathlon, §6.3, §6.4.
2026-10-01: reframed after the independent audit (11 of 21 ref-bearing sentences held) and a literature search.The default changed from "identify the limiter (VO2max, fractional utilisation or economy) from a cross-section and train it; at Tier 1-3 the lever is VO2max, then economy" to "choose the stimulus the athlete has been missing and the goal needs, one lever per block, measure the outcome, keep what worked" — an n-of-1 experiment, not a diagnosis.VO2max-type work stays as a starting bet with its evidence (REF-989, REF-990, REF-036, REF-303, REF-998, REF-999) and caveats (REF-989, REF-991, REF-992); threshold work is a lever when it is the missing stimulus (REF-1005, REF-137).The threshold-to-ceiling ratio is demoted from a decision axis to a note (REF-986, REF-987); the between-athlete result of REF-746 is no longer used to choose a lever (REF-993, REF-992)."Done and flat" now rests on REF-995, REF-996 and REF-997 (untrained or recreational adults) instead of the unverified REF-432; REF-465, REF-468, REF-431, REF-421, REF-741, REF-072, REF-534, REF-538 and the wrong pointer to SYNTH-17 are no longer cited.Gate, horizon bands, one lever, thesis, review, cheapest test and the output_at_hr marker are kept as labelled practice; "beyond about 2.5 h" aligned with SYNTH-32 (about two hours). Level B- -> C+.
2026-10-01: independent audit of the rewrite before posting — Verification 2026-10-01 (rewrite draft): 40 ref-bearing sentences/cells read against REF-969…1005 drafts in SCRATCH/newref (986-1005 are the ones cited) and snapshot entries REF-036, 073, 095, 096, 098, 137, 303, 498, 529, 746, 752, 941; 32 OK.Every number and every level/design/n written next to a refId matches its entry's head block; no WRONG.; between- vs within-person labels are correct for REF-746, 987, 993, 988, 1003, 1004, 1000, 941, 1001.The weak points are absolute wording in the bold lead/title ('cannot', 'not predictable') and three sentences from untrained/unstated-status adults (REF-036, 993, 997) without a transfer clause; REF-995, 996, 498 carry one.; starting bet — REF-989's null for Wpeak/TT IS stated (caveats and 'What the evidence does not show'), REF-990 'no performance outcome' is stated, REF-991 main-vs-subgroup is stated correctly ('may', VO2max only).Not stated