Sweet spot, tempo and sub-threshold work
No study tests sweet spot by name; for a time-limited athlete it is a defensible quality session, not a substitute for easy riding or for work above threshold: set it from a measured threshold and judge it by feel and drift, never by a fixed % of FTP, lengthen it before raising it, change it when the measured outcome stops moving
The question it answers
A time-limited endurance athlete has a slot for hard work and asks about sweet spot, tempo or "just under threshold". Should that slot go to this work, to more easy volume, or to intervals above threshold; how is it set; how is it progressed; and when should the athlete stop relying on it?
Short answer: count the week first; the work takes a quality slot and not an easy one; on two quality sessions keep one above threshold; set the target from a measured threshold and let feel and drift overrule the number; add minutes before watts; read the block by its outcome; and change the lever when a block that was done shows no change.
The assistant says plainly that sweet spot as a named format has never been tested, and it never presents a band as a law.
What the words mean here (vocabulary, not findings). Heavy domain: above the first threshold (VT1, LT1), below the steady-state ceiling (MLSS or critical power), PHYS-07 (the domains established; which marker places the ceiling contested). Tempo and sweet spot have no agreed definition.
Coaches usually put tempo in the lower part of that band and sweet spot in the upper part, with sweet spot commonly quoted as 88-94% of FTP, a figure from coaching sources with no traced origin that no study has tested (REF-1453's reading calls the band a convention with no trial and gives no figure).
"Between-threshold" is the trials' term: zone 2 in REF-1444, REF-1454, REF-094 and REF-086 means between the first and second thresholds, not easy "Zone 2". Threshold in this guide means the ceiling itself.
What this guide owns and what it leaves
| Owns (decided here) | Leaves to |
|---|---|
| Whether a quality slot goes to work just under threshold, to more easy riding or to intervals above threshold | How many quality sessions the week carries → SYNTH-26; how easy easy is, and when more of it is not the answer → SYNTH-51 |
| Where the target sits against a measured threshold, and what a fixed percentage can and cannot say | Which test to run → SYNTH-53; which marker is the boundary → PHYS-07, SYNTH-27; heart-rate anchors → SYNTH-38 |
| Progressing the work, and when to stop relying on it | The threshold session's ladder and RPE wording → SYNTH-27; rep shape → SYNTH-80; choosing the block's lever and reading it → SYNTH-42; what counts as a plateau and the noise bands → SYNTH-93; block order → SYNTH-90 |
| How strong the grey-zone warning is | Intervals above threshold, including 30/15 and 4 × 8 → SYNTH-33, SYNTH-80; the double-threshold method → SYNTH-03; durability → SYNTH-32 |
Default — the decision, in order (what to prescribe first)
Not from a study; the base's own practice for the order of steps, the session count, the pairing of one sub-threshold and one above-threshold session, the ladder, the starting percentage, the review length and the switch rule. No study tests any of these. The sources say what each step rests on:
It takes one quality slot, never an easy day, and it is called what it is: no study tests sweet spot by name. No study in the base, and none found in a search of PubMed and Europe PMC (2026-10-29/30), tests sweet spot by name; one narrative review outside the base uses the term, as another name for the zone between the thresholds.
What exists are trials of training between the thresholds, or set by intensity domain. The base's default threshold session is this kind of work under another name: 4 × 10 min progressing to 2 × 20 min just below threshold, about 6-7 of 10 (SYNTH-27, B-).
Count the week before choosing. The number of quality sessions comes from SYNTH-26's table (B-; every count practice): none mandatory for a beginner; on three sessions one for a runner and two for a cyclist with events up to about 2-3 h; on four to seven usually two, a third only as a 2-4-week block; two to three on eight or more.
Threshold work takes one of them, two only above ~8 h (SYNTH-27, practice). It takes a quality slot, never an easy one: heart-rate variability recovered as slowly after 30 min between the thresholds as after 6 × 3 min above the second threshold, about 30 min against 5-10 min after up to 2 h below the first (REF-161, B, 9 highly trained men).
On two quality sessions, one sub-threshold and one above threshold; on one, choose by what the log lacks. No trial tests this pairing.
Why it stays: adding work above the ceiling to training kept below it raised VO2peak by 2.5 mL/kg/min more (95% CI 1.4-3.6), with no effect specific to intensity shown on peak power or time trial, partly for lack of sample (REF-989, A-, 14 studies); across 115 trials intervals raised VO2max more than continuous moderate-to-vigorous training (g 0.39, about 1.30 mL/kg/min) with no significant difference for thresholds or performance, on wide intervals and with moderate and vigorous work pooled (REF-1445, A-, abstract, sedentary to elite).
That the continuous work can therefore carry threshold gains is our inference, not that paper's test.
With one slot: if the last 8-12 weeks hold no work above threshold and the goal rests on aerobic power, go above threshold first (SYNTH-42, C+, its starting bet); if they do, and threshold power or a long steady effort is the goal, sub-threshold work is a fair lever (SYNTH-42's threshold row; REF-137, B+; REF-421, B).
More easy riding instead? Neither answer is proven, and the two do not compete for the same slot. Easy hours fill what is left of the week (SYNTH-51, B-).
Tempo in place of easy hours has no trial in cyclists; the nearest arm, 4 × 16 min at 88% of peak heart rate and lactate 4.9 mmol/L twice a week, was not detectably better than low-intensity riding alone over 7 weeks (+5.6 vs +4.2%, a composite, REF-150, B+, trained recreational cyclists, about 6 h a week before the trial).
More easy hours are not shown to add much either in a short block: 240 extra minutes a week of moderate-domain riding on top of three interval days showed no detectable gain over 6 weeks, about 23 h more riding (REF-1446, B, 19 riders, abstract; underpowered by its authors' estimate, more than 100 per group, and not a test of tempo), and across 41 studies weekly and total volume were not associated with gains in trained cyclists (REF-1443, A-, abstract; a regression across groups and studies in riders with VO2max at or above 59, not one rider adding hours).
The per-hour argument does not separate them: high-intensity intervals gave about 1.7 times the mitochondrial gain per hour of continuous endurance training, but that continuous work pools moderate and heavy (REF-465, A, markers, untrained to trained). A week with no quality session at all needs one before it needs either (step 3).
Set the target from a measured threshold. The athlete's measured critical power, MLSS, lactate threshold or tested FTP sets it, and feel and drift overrule it (§ Setting it). Zones and targets come from the athlete's own threshold; no band is a law.
Run the session by [SYNTH-27]'s ladder. 4 × 10 min, then 3 × 15, then 2 × 20, with about 2 min easy between reps, at about 6-7 of 10 (practice; the nearest tested shape is 5-7 × 10-14 min at RPE 14-15 on the Borg 6-20 scale, in one-week blocks, REF-137, B+; REF-421, B). Rep length by what can be completed (SYNTH-80, B-).
Progress by time at intensity, then raise the target after a retest (§ Progressing it).
Read the block at its review date (3-6 weeks, a house default, SYNTH-42) by the outcome chosen before it started: power or pace at the durations the goal needs, the same key session compared rep for rep, or a planned retest.
Stop relying on it when a block that was done stops paying, when the log lacks work above threshold, or when the goal or the athlete's hours change (§ When to stop relying on it).
Runners: the same logic, by critical speed or a field threshold pace. A planned between-threshold plan was not detectably worse than polarized in recreational runners (REF-1444, B+), easy-heavy beat between-threshold-heavy in sub-elite runners (REF-094, B), and SYNTH-47's run-load rules apply on top (B). At three runs a week SYNTH-26's table gives one quality run.
By situation
"(practice)" marks a call that is not from a study; the base's own practice.
| Situation | Role of sub-threshold work | What the base shows (refId, level, key number) |
|---|---|---|
| Beginner, Tier 0-1 | Not needed; no quality session is mandatory (practice) | In untrained adults 41 min at 110% of the lactate threshold three times a week raised VO2max +3.3 vs +0.1 mL/kg/min in controls, and 50 min at 90% of it was not shown to beat control (+1.8) (REF-036, A-); so harder than easy works, without making it necessary |
| Recreational runner, 3-4 h | One quality run on three runs, two on four if recovery holds, by SYNTH-26's table (practice); a week heavier in the middle is an option if time is the hard limit and the athlete prefers it, not the default | 38 runners, 8 weeks, 40/50/10 on three sessions vs 77/3/20 on four, load-matched: no detectable difference; 24.8 vs 29.9 h, a saving built into the TRIMP weights (REF-1444, B+). 30 runners: 5.0 vs 3.6% over 10 km, not significant (REF-086, B+) |
| Cyclist on 5-8 h, trained amateur | One of two quality sessions; the other above threshold (practice); the rest easy | No trial of this week. In riders on about 6 h, 4 × 16 min twice a week was not detectably better than low-only and 4 × 8 min twice a week beat both (+11.4 vs +5.6 and +4.2%, P < 0.02; REF-150, B+). At 6.4 vs 7.5 h a week 80/0/20 beat 57/43/0, a week with no work above threshold, on peak power and lactate threshold (REF-042, B, 12 well-trained men). Polarized and non-polarized showed no significant difference (REF-1443, A-, abstract) |
| Threshold power is the goal; the log already holds work above threshold | A 3-6-week lever, or for a Tier 3 rider who can absorb it the one-week block in SYNTH-27 (practice) | 6 sessions in 7 days, then 6 easy days: power at 4 mmol/L +4.0 vs −1.3% (REF-137, B+, 30 well-trained men); against a high-intensity block +4.5 vs +2.1%, 15-min power +4.9 vs +2.8% with no difference (REF-421, B, fixed order, no control). Transfer below well-trained and to a once-a-week spread is inference |
| VO2max low; short or surging events | Minor; above threshold first (practice, SYNTH-42) | REF-989, A-; REF-1445, A-; at equal work, intervals raised VO2max 5.5 and 7.2%, significantly more than running at 85% of HRmax (REF-990, B+, 40 men, 8 weeks) |
| A long steady event (40-60 min time trial, 70.3, gran fondo) | Part of the build; durability comes from elsewhere (practice, SYNTH-27, SYNTH-50, SYNTH-32) | No study tests sub-threshold work on durability. In 30 under-23 professionals a shift toward polarized went with better fatigued 12-min power (r = 0.414), a correlation that reports no test of between-threshold time (REF-1455, B, abstract) |
| Well-trained, 8 or more sessions | A tool, not the diet; polarized or pyramidal are both defensible (practice) | REF-303, A-; REF-042, B; pooled, no evidence of a difference against threshold programmes (REF-1213, A-); REF-991, A- |
| Only an unconfirmed FTP, or none | Test first if it is cheap (SYNTH-53); otherwise by feel at about 6-7 of 10, as in SYNTH-27's 4 × 10 row, with no watt target from the unconfirmed number (practice) | REF-1325, B; REF-1453, B-; REF-137's practical line: by feel and lactate, not a fraction of FTP |
| Women, masters | The same rules; say the data are thin | 9 of 20 in REF-1450, 4 of 15 in REF-1454, 7 of 38 in REF-1444; interval training raised threshold power alike in women and men (g = 0.38 each, 5 trials, 79 women, REF-1243, A-, not threshold sessions); veteran men only in REF-1451, B-; SYNTH-35, C+ for the programme |
What each intensity builds — evidence and practice
No trial compares sweet spot with threshold work in trained athletes.
The neat line "sweet spot builds the ability to sustain, threshold moves the line" is in no source. REF-1442 (B+) does not answer it: its "below threshold" cell for the second threshold is one mostly easy-paced running arm, it holds no arm clearly below the ceiling inside the heavy domain on that threshold (the arm it codes "at" is REF-036's upper heavy arm, at the ceiling itself), its headline percentages are unweighted means, and its authors call the result an observational trend.
| Intensity | Evidence: what it moved | Evidence: what it did not | Practice |
|---|---|---|---|
| Easy, below the first threshold | Preload lactate fell only where moderate volume was kept, in elite riders whose time trial after a 120-min preload did not improve significantly overall (REF-1100, B); durability rose alike after 6.8 h of low intensity or 1.6 h of high intensity a week (REF-1099, B, untrained) | No detectable extra gain over 6 weeks on top of three interval days (REF-1446, B); a fresh time trial gained about the same with moderate volume cut or kept (REF-1100); not shown to beat control in untrained adults (REF-036, A-) | The rest of the week; the long session when the event needs it (SYNTH-51, SYNTH-84) |
| Sub-threshold, heavy domain (tempo, sweet spot, the SYNTH-27 default) | Power at 4 mmol/L +4.0 vs −1.3%, peak incremental power +2.5 vs −0.7%, VO2max +2.0 vs 0.0% (REF-137, B+, a block); running speed at the lactate threshold +3.2 ± 0.9% vs unchanged at 80-90% vs 60-70% of VO2max, between groups p = 0.04, the upper band plausibly spanning threshold and just below by our inference (REF-1450, B-, 20 elite skiers, 5 months, allocation not stated, abstract); VO2max +3.3 vs +0.1 and threshold power over control (REF-036, A-, lower heavy domain, Tier 0-1) | 15-min power +3.9 vs +0.2%, p = 0.14 (REF-137); 4 × 16 min not detectably better than low-only (REF-150, B+); 33% vs 13% of volume at 82-92% of HRmax, no between-group difference (REF-1448, B-); lost a 10.4-km race by −121.5 vs −157 s to an easier mix (REF-094, B) | "Builds threshold power at less cost than above threshold" is the base's reasoning, not a tested comparison; a block may cost some sprint power (10-s power −1.5% vs +1.5% after a high-intensity block, not significant, REF-421; inference there) |
| At the ceiling (MLSS, critical power, 100% FTP) | In untrained adults 30 min at the maximal metabolic steady state raised VO2max +5.4 (REF-036, A-). In 11 veteran men, 6 weeks trained at MLSS speed took time to exhaustion from 44 ± 10 to 63 ± 12 min and distance from 10.4 to 15.7 km, speed about 5% up in those runs, at the same 85% of VO2max (uncontrolled, dose unknown, REF-1451, B-, abstract) | Threshold-dominant plans made no further gain in well-trained athletes, apart from a slight economy gain (REF-303, A-). 7 men at critical power lasted 20-41 min with nothing steady (REF-750, B) | An occasional race-specific session, not the week's pattern (SYNTH-27) |
| Above the ceiling (VO2max-type) | VO2peak +2.5 mL/kg/min over below-ceiling work (REF-989, A-); g 0.39 for VO2max (REF-1445, A-); VO2max +6.2 in untrained adults, with the largest gain in power at the steady-state ceiling (REF-036, A-); 4 × 8 min +11.4% composite (REF-150, B+); the second threshold rose more in groups above it, as a trend across studies, above vs below p = 0.010 with "below" one easy-paced arm, above vs at p = 0.054 (REF-1442, B+) | No effect specific to intensity shown on time trial or peak power (REF-989); second threshold g 0.06, CI −0.25 to 0.36, performance g 0.04, CI −0.46 to 0.54, no significant difference (REF-1445). Power at the lactate threshold rose alike across the heavy, severe and sprint arms in REF-036 | One session a week when the goal rests on aerobic power (SYNTH-42, SYNTH-33) |
Setting it — from a measured threshold, not a fixed % of FTP
Why a percentage cannot place it. That fixed percentages of HRmax, VO2max or peak power put different people in different domains is established (PHYS-07, established).
For FTP the base has two small validations that disagree on the average and agree on the spread: MLSS at 93.1 ± 5.1% of FTP in 18 riders, FTP minus MLSS −8 to +51 W (REF-1325, B), and FTP within 1.4% of MLSS on average with 95% limits of ±9.2%, ±11.8% in the trained and ±7.4% in the well-trained, in 15 riders whose authors conclude FTP can estimate MLSS (REF-1453, B-, abstract; the sign of the bias is not stated).
Neither tested the band. By our arithmetic, in the first sample the top of 88-94% of FTP sits above the average ceiling; in the second the whole band sits below it on average; in both, one rider's error is wider than the band's six points (the limits of ±9.2% span about 18).
In 10 of the first sample's riders MLSS rose 12 ± 8 W over a season while FTP showed no mean increase (p = 0.75), so a flat FTP is not proof of a flat ceiling. Critical power is no substitute for MLSS in one rider either: 12.42 W above it on average, limits −19 to +44 W (REF-1316, A-), and lactate markers disagreed with it by ±22 to ±52 W (REF-732, B+).
A bout set at 75% of VO2max put 7 of 10 low-fit adults above critical power and 3 of 10 finished its 20 min; set from their thresholds all 10 finished (REF-1447, B; %VO2max and one session, so %FTP is a transfer, and variability in heart rate, VO2 and lactate did not narrow).
Threshold-anchored training raised VO2max more than percentage-of-maximum training, on four small studies in sedentary adults (REF-1230, A-).
How to set it (the anchors are evidence; the steps are the base's practice).
Use the athlete's measured number and name its protocol (SYNTH-53, B): critical power or critical speed first, then lab MLSS or lactate threshold, then a tested FTP labelled FTP20 and treated as a ceiling for long reps, not a target (SYNTH-27, B-). Fatigue moves the boundaries (PHYS-07, well supported), and an old number misplaces the session.
Aim below the ceiling, not at it. "A few percent below critical power rather than at it" is REF-750's application, not a result. Two tested places, neither shown to be best: 83 ± 6% of critical power (75-94), halfway between gas-exchange threshold and critical power, lactate 4.12 ± 1.30 mmol/L, all finished (REF-1447, B, acute, low-fit); about 66% of power at VO2max, 85 ± 3% of HRmax, lactate 2.8 ± 1.1 mmol/L (REF-137, B+, VO2max 70.5).
With only an FTP, a percentage is a starting guess. Start low, about 85-90% of FTP (practice, never a law; REF-137's intensity comes out near 83-88% of FTP only by our arithmetic, assuming FTP at 75-80% of peak aerobic power, on the group mean of 66%; the ~75% of ramp peak in SYNTH-53 is practice, the 80 is ours and no entry validates either; so it sits at or below the bottom of the coaches' band). Then the checks decide.
The checks overrule the number. About 6-7 of 10 on the app's scale, "hard but manageable" (SYNTH-27; RPE 14-15 on the Borg 6-20 scale in REF-137, the conversion being the base's own). Full sentences no longer comfortable, short phrases still possible (practice; speech first became difficult at the ventilatory threshold in REF-929, B).
The same power holds across the reps and heart rate climbs no more than about 4-5 beats from first rep to last below about 25 °C (a practitioner's rule of thumb, no entry; SYNTH-27). Lactate only where it is measured, on the same meter (SYNTH-53; PHYS-06, established): about 3 mmol/L in REF-137, and the 2-4.5 mmol/L band is REF-301's (B+, Tier 5).
Progressing it
Not from a study; the base's own practice, and no trial compares progressing duration with progressing watts:
Minutes first, target second. The ladder in SYNTH-27; raise the target only after a retest. The suggestive data: in REF-1451 (B-, uncontrolled, veteran men, at MLSS and not below it) time at the intensity rose 43% by our arithmetic, distance about 50% and speed about 5%. More minutes alone are not shown to pay: 64 min of work a session at lactate 4.9 mmol/L did not beat low-intensity riding (REF-150, B+).
Do not hold one load for long. A fixed work rate stopped raising VO2max after about 3 weeks and rose again when the work rate was raised (REF-1218, B, n = 9, uncontrolled, probably untrained, VO2max and not threshold). The direction fits progressing inside a block; the interval is not a threshold result.
Time at this intensity is finite. At MLSS 44 min before training in veteran men (REF-1451) and 37.7 min cycling against 34.4 running (REF-1432, B+); at FTP20 a median of 35 min in recreational riders to 51 in professionals (REF-747, B); at critical power 20-41 min (REF-750, B). A hold to exhaustion is a test and not a session; a long continuous rep is for an event that asks for it, set below FTP20 (SYNTH-27, SYNTH-80).
When to stop relying on it
The base's own practice throughout: no study tests a stop rule or a count of blocks, and the stated direction comes from weak or indirect work. This guide uses SYNTH-93's plateau, a block that was done and two readings inside the noise, itself practice, and no fixed number of blocks.
| Signal | What changes | What it rests on |
|---|---|---|
| A plateau: the block was done and two readings of the outcome sit inside the test's noise (SYNTH-93) | Rule out illness, sleep, under-fuelling and overreaching (SYNTH-93), then move the main lever: raise the intensity above threshold, or add dose if the week has room (SYNTH-42's two exits). Keep sub-threshold work at maintenance if the goal needs it | The exits are shown only in untrained adults (REF-995, REF-996, B+). Threshold moved more in groups trained above it, as a trend across studies, with no stalled athletes in the data, so using it after a stall is our inference (REF-1442, B+); conditioned subjects tended to do better at high intensity, ES 1.1 vs 0.4, non-significant gains overall (REF-1005, A-). Skiers who responded poorly to a high-volume year improved with more high-intensity time (under 17% to over 35%), selected on poor response, so regression to the mean looks the same (REF-1452, B-, abstract, easy volume and not sub-threshold work) |
| One flat reading | Nothing yet. Was the block done, was the rider fed and recovered? Is the outcome the right one? | One block is one noisy point (PHYS-43, established; PHYS-42, well supported); a flat FTP can hide a higher ceiling (REF-1325, B); SYNTH-42's reading order |
| No work above threshold in the last 8-12 weeks, and the goal rests on aerobic power | Next block's lever is above threshold | SYNTH-42 (C+), REF-989 (A-): the VO2peak gain is shown, the performance payoff inside one block is not |
| The week has grown: well-trained, on 8 or more sessions or above about 8-12 h | Sub-threshold becomes a tool and not the week's main work; the choice between polarized and pyramidal becomes real | REF-303, A-; REF-042, B; REF-094, B; REF-1213, A-: see the next section |
| Under about 8 weeks to the A-race | Work toward the event: no new lever. For a long steady event the sub-threshold session may be the specific work, so it stays; for a short or surging event it gives way | SYNTH-42, SYNTH-90, practice |
| It has spread: three or more days of it for an athlete who is not on a block, or the easy days have drifted up | Back to the count and to easy easy days | SYNTH-26 (practice); REF-094, B. Measured drift is one small pilot and runs both ways (below) |
| Not tolerated: the reps fade block after block, or the rider is not recovered for the next hard day | Lower the target, cut a session, check fuel and sleep | SYNTH-26: recovery decides the count (practice) |
How strong the grey-zone warning really is
What supports it. Three small trials: with hard time equal, a mix of 80.5/11.8/8.3 beat 66.8/24.7/8.5 by −157 vs −121.5 s over a 10.4-km race, 5 months, 12 sub-elite runners (REF-094, B); 80/0/20 beat 57/43/0 on peak power (+8 vs +3%), lactate threshold (+9 vs +2%) and time to exhaustion in 12 well-trained cyclists, with the 40-km time trial improving in both (REF-042, B); and a threshold-dominant arm (12 assigned, 8 finished) made no further gain in endurance performance apart from a slight economy gain, while polarized raised VO2peak 11.7% (REF-303, A-, 48 in four arms).
Three pooled trials gave ES −0.66 (95% CI −1.17 to −0.15) for time trial, PEDro 4-5 of 10, search ended 2016 (REF-1449, B+, abstract; it names no trials, and REF-042 and REF-303 may be among them). All of these are trained athletes, and the arms are programmes in which the middle dominates or is doubled.
What does not. A later pool, larger overall, found no difference detectable against threshold programmes alone on any outcome (VO2peak SMD 0.24, −0.46 to 0.94, 78 participants; time trial 114 participants, about the size of the older pool; REF-1213, A-).
Against all other mixes together polarized raised VO2peak a little more (SMD 0.24, 0.01 to 0.48), only under 12 weeks and in highly trained athletes, with no performance difference. That pool contains REF-303, REF-042, REF-086, REF-1444 and REF-1454, so these are not independent of it.
Polarized and pyramidal did not differ, with a subgroup in which competitive athletes may gain more VO2max on polarized and recreational athletes on pyramidal; that is not a test against threshold-dominant plans (REF-991, A-). A network analysis ranked threshold-dominant first for VO2max with every credible interval crossing zero (REF-1229, A-, abstract).
In 797 trained cyclists polarized and non-polarized showed no significant difference (REF-1443, A-, abstract).
In recreational or moderately trained athletes: no detectable difference (REF-1444, B+), 5.0 vs 3.6% not significant, clearer in the 12 who kept to plan (REF-086, B+), and no significant effect in a pilot of 15 whose effects all leaned polarized (SMD 0.47-0.89; running at the second threshold +4.2 vs +1.5%) and whose arms overlapped (REF-1454, B-).
The verdict to state. A plan dominated by the middle has small trials against it in well-trained athletes. An older pool of three trials agrees; the later pools show no evidence of a performance difference, thinly against threshold programmes alone, and polarized's small VO2peak edge over all other mixes appears only in highly trained athletes and short blocks.
A null is not equivalence, so this does not show tempo is as good, and it does not show one planned session is harmful either: no study isolates that. That drift "costs the hard days their quality" is inference (SYNTH-26); no study measured it.
Drift itself was measured once, by heart-rate time in zone, and runs both ways: athletes told 35% between the thresholds logged 20%, and athletes told none logged 11% (REF-1454).
What can actually go wrong: a percentage target lands above the ceiling for this rider (REF-1447; REF-1325), it displaces all work above threshold (REF-989), or it is treated as cheap and piled on easy days (REF-161).
Key Findings — what the evidence shows
Sub-threshold blocks moved threshold power in well-trained cyclists. +4.0 vs −1.3% at 4 mmol/L against time-matched regular training, with no difference in training impulse and no significant difference in 15-min power, p = 0.14 (REF-137, B+, randomised crossover, 30 men); +4.5 vs +2.1% against a high-intensity block, fixed order and no control (REF-421, B). Both are blocks of 6 sessions in 7 days; nothing is known of the once-a-week spread.
Long reps spread twice a week did not beat easy riding. +5.6 vs +4.2% on a composite of VO2peak, power at VO2peak and power at 4 mmol/L (REF-150, B+, about 9 riders per arm, a null). The same trial's 4 × 8 min gained +11.4%, more than either (P < 0.02), at lactate 9.6 mmol/L, a hard session and not a threshold one.
Training at 80-90% of VO2max moved the threshold more than training at 60-70% in elite skiers; that the upper band sits near the threshold is our inference. +3.2 ± 0.9% vs unchanged, between groups p = 0.04 (REF-1450, B-, abstract, allocation not stated).
It has a real between-group test, and says nothing of amateurs or of athletes for whom easy volume has stopped working.
In middle-distance runners three sessions at 82-92% of HRmax inside 50 km a week against one inside 70 km showed no between-group difference; speed at the threshold went 14.6 to 15.2 and 15.3 to 15.7 km/h, significant only in the first, and the changes (0.7 vs 0.4 km/h) were never compared (REF-1448, B-, 19 in the tables and 26 in the text).
A heavier middle was not detectably worse in recreational runners on very few hours, and that is not a time saving found by the trial. 24.8 vs 29.9 h follows from weighting a between-threshold minute double (REF-1444, B+); the plan still held 12.5% in zone 3, and session RPE was not lower (65.4 vs 60.9, not tested in the text). The four losses against one (two exclusions for adherence and two personal reasons) carry no fatigue data, so they say nothing on cost.
A percentage does not place the session. § Setting it.
Time at the intensity can grow while the speed moves little, in one uncontrolled group. REF-1451 (B-). This is training at MLSS, not below it, and nothing compares ways of progressing.
It is a hard day by the one measure the base has. About 30 min of delayed autonomic recovery after 30 min between the thresholds, as after 6 × 3 min above the second (REF-161, B).
Work above critical power costs more later power, 10-20% against typically under 5% below it, a narrative range in which "below" is mostly low-to-moderate work and, in its two controlled trials, critical power and 12-min power held (REF-1239, B+); in 14 professionals 5 × 8 min at 105-110% of critical power cut short power more than about 2000 kJ below 70% of it, again not tempo (REF-193, B).
It does not show: that sweet spot works, or works better than anything; that tempo beats more Z2 at 6-8 h, or the reverse; that one sub-threshold and one above-threshold session is the best pairing; that sub-threshold work moves the threshold in amateurs on a weekly spread; that it builds durability; that it is cheap or dear to recover from in amateurs; that the plans in any null are equal.
Conflicts and how they are resolved
Practical Application — how the assistant says it
What NOT to do
Evidence gaps
Limitations
How this entry was checked and changed
(the direction — work just below the ceiling can move threshold power, the distribution label has not been shown to decide performance outcomes, work above the ceiling adds more VO2max than work kept below it, a percentage of a maximum misplaces people — rests on B+, B and B- studies (REF-137, REF-150, REF-1444, B+; REF-421, REF-1325, REF-1447, B; REF-1450, REF-1453, B-), with A- pools (REF-1213, REF-1443, REF-991, REF-989, REF-1445) and an A- trial in untrained adults (REF-036) around them, none of which tests the guide's default. B-, not B, by the rubric's guide clause: the evidence on the main question is mixed and indirect — no study tests sweet spot by name, no trial tests one session a week just below threshold against more easy riding or a second interval session in athletes on 4-8 h a week (REF-150, at two a week, is the nearest), and the nearest trials point in different directions (REF-137 for; REF-094 against; REF-150, REF-1444, REF-086, REF-1454 no significant difference) — and every actionable number is practice: the session count, the rep ladder, the starting percentage, the review length and the switch rule)