Training volume
The master dial
Schoenfeld, Ogborn & Krieger (2017)
Dose-response relationship between weekly resistance training volume and increases in muscle mass: a systematic review and meta-analysis
FoundMuscle growth rises with the number of hard sets per muscle per week, with roughly ten sets a week a productive anchor and more adding benefit up to a point.
DrivesThe weekly set targets per muscle, and the "in the productive range" band the analyser scores against.
Pelland, Remmert, Robinson, Hinson & Zourdos (2026)
The resistance training dose response: meta-regressions exploring the effects of weekly volume and frequency on muscle hypertrophy and strength gains
FoundSize and strength both keep increasing as weekly sets increase, with diminishing returns that are sharper for strength. Counting an indirect set as half of a direct set predicted the results best.
DrivesThe diminishing-returns shape of the volume targets, and the rule that a secondary muscle earns half a set while the primary earns a full set.
Frequency
Carrying the volume
Schoenfeld, Ogborn & Krieger (2016)
Effects of resistance training frequency on measures of muscle hypertrophy: a systematic review and meta-analysis
FoundAt matched weekly volume, training a muscle at least twice a week grew it more than training it once a week.
DrivesThe rule that every muscle is trained at least twice a week, and the analyser flag for muscles trained only once.
The Pelland 2026 meta-regression above adds that, once volume is accounted for, frequency has little independent effect on size. So frequency is used as a way to spread the week's volume across sessions, rather than chased for its own sake.
Load and rep range
Schoenfeld, Grgic, Ogborn & Krieger (2017)
Strength and hypertrophy adaptations between low- vs. high-load resistance training: a systematic review and meta-analysis
Journal of Strength and Conditioning Research, 31(12), 3508-3523 ·
PMID 28834797
FoundMuscle growth was similar across light and heavy loads taken to failure, while one-rep-max strength favoured the heavier loads.
DrivesHeavier loads and lower reps on the main compound for its strength carry-over, with higher reps on the isolation work.
Proximity to failure
Refalo, Helms, Trexler, Hamilton & Fyfe (2023)
Influence of resistance training proximity-to-failure on skeletal muscle hypertrophy: a systematic review with meta-analysis
FoundTraining to momentary failure was not better for growth than stopping a few reps short, as long as the sets were taken close enough to failure.
DrivesThe target of roughly zero to three reps in reserve on each set, rather than grinding every set to failure.
Progression
Load or reps, either road
Plotkin, Coleman, Van Every, Maldonado, Oberlin, Israetel, Feather, Alto, Vigotsky & Schoenfeld (2022)
Progressive overload without progressing load? The effects of load or repetition progression on muscular adaptations
FoundOver eight weeks, progressing by adding load at a fixed rep count and progressing by adding reps at a fixed load produced similar gains in size and strength.
DrivesThe double-progression rule the workout screen uses to suggest today's target: top the rep range and the engine adds load, stay inside the range and it adds a rep.
Scheduled deload
Common practice, mixed evidence
Rogerson, Nolan, Androulakis Korakakis, Immonen, Wolf & Bell (2024)
Deloading practices in strength and physique sports: a cross-sectional survey
FoundAcross 246 competitive strength and physique athletes, deloads were used by all of them, ran every 5.6 weeks on average, lasted about six days, and were taken to manage fatigue.
DrivesThe default cadence offered when the deload feature is enabled: four hard weeks then one deload week.
Bell, Strafford, Coleman, Androulakis Korakakis & Nolan (2023)
Integrating deloading into strength and physique sports training programmes: an international Delphi consensus approach
FoundAn international expert panel defined a deload as a period of reduced training stress used to mitigate fatigue and prepare the lifter for the next block of training.
DrivesThe working definition behind the deload-week banner: same lifts and loads, half the working sets, with fatigue dissipation as the goal.
The one direct trial on a mid-block one-week deload (Coleman et al., 2024, PMID 38274324) found it slowed lower-body strength gains in trained men and did not help size. So the deload feature ships off by default, with this asymmetry shown in its setting copy. It is offered for the lifter who finds it works, framed as common practice rather than research-proven.
Range of motion
The lengthened position
Pallarés et al. (2021)
Effects of range of motion on resistance training adaptations: a systematic review and meta-analysis
Scandinavian Journal of Medicine & Science in Sports, 31(10), 1866-1881 ·
PMID 34170576
FoundFull range of motion produced larger gains in strength and lower-limb size than partial range training.
DrivesThe preference for exercises trained through a full range.
Sato et al. (2021)
Elbow joint angles in elbow flexor unilateral resistance exercise training determine its effects on muscle strength and thickness
FoundCurls trained through the lengthened, extended elbow angles grew the elbow flexors more than the same range worked at the shortened angles.
DrivesFavouring exercises that load the muscle in a stretched position.
Maeo et al. (2023)
Triceps brachii hypertrophy is substantially greater after elbow extension training performed in the overhead versus neutral arm position
European Journal of Sport Science, 23(7), 1240-1250 ·
PMID 35819335
FoundOverhead triceps extensions, which hold the long head at a long length, grew it more than pushdowns done with the arm by the side.
DrivesThe same lengthened-position preference, applied to exercise choice.
Protein
Morton et al. (2018)
A systematic review, meta-analysis and meta-regression of the effect of protein supplementation on resistance training-induced gains in muscle mass and strength in healthy adults
British Journal of Sports Medicine, 52(6), 376-384 ·
PMID 28698222
FoundGains in lean mass kept rising with protein up to about 1.6 g per kg of bodyweight a day, then levelled off.
DrivesThe daily protein floor and target.
Energy balance
Gaining and losing
Helms, Aragon & Fitschen (2014)
Evidence-based recommendations for natural bodybuilding contest preparation: nutrition and supplementation
Journal of the International Society of Sports Nutrition, 11, 20 ·
PMID 24864135
FoundDieting at about 0.5 to 1% of bodyweight a week, with high protein per unit of lean mass, protected muscle while losing fat.
DrivesThe rate of weight loss on a cut and the higher cut-phase protein.
Garthe et al. (2011)
Effect of two different weight-loss rates on body composition and strength and power-related performance in elite athletes
International Journal of Sport Nutrition and Exercise Metabolism, 21(2), 97-104 ·
PMID 21558571
FoundLosing weight slowly, around 0.7% a week, kept lean mass and built strength, while losing faster cost muscle.
DrivesThe default cut rate.
Iraki, Fitschen, Espinar & Helms (2019)
Nutrition recommendations for bodybuilders in the off-season: a narrative review
FoundA modest surplus aiming for a quarter to a half percent of bodyweight a week limited fat gain while supporting muscle growth.
DrivesThe default bulk rate and surplus.
Cardio alongside lifting
Wilson et al. (2012)
Concurrent training: a meta-analysis examining interference of aerobic and resistance exercises
Journal of Strength and Conditioning Research, 26(8), 2293-2307 ·
PMID 22002517
FoundLifting alongside running cost some muscle and strength, while cycling did not, and the interference grew with more frequent and longer endurance work.
DrivesThe low-impact, moderate cardio prescribed on a cut.
Exercise selection
Muscle activation
Campos et al. (2020)
Different shoulder exercises affect the activation of deltoid portions in resistance-trained individuals
FoundOverhead pressing drove the highest front-delt activation of the lifts measured, while the lateral raise led for the side and rear delt.
DrivesMatching shoulder exercises to the head they train best.
Rodríguez-Ridao et al. (2020)
Effect of five bench inclinations on the electromyographic activity of the pectoralis major, anterior deltoid, and triceps brachii during the bench press
International Journal of Environmental Research and Public Health, 17(19), 7339 ·
PMID 33049982
FoundUpper-chest activation peaked at a 30-degree incline. Past 45 degrees the front delt took over and chest activation fell.
DrivesThe incline guidance on incline pressing.
Williams et al. (2021)
Activation of the gluteus maximus during the back squat, split squat, and barbell hip thrust
Journal of Strength and Conditioning Research, 35(1), 16-24 ·
PMID 33332802
FoundAt a heavy load, the barbell hip thrust drew higher peak glute activation than the back squat or the split squat.
DrivesThe role of the hip thrust as a direct glute movement.
Resting metabolism
The BMR equation
Mifflin et al. (1990)
A new predictive equation for resting energy expenditure in healthy individuals
American Journal of Clinical Nutrition, 51, 241-247
FoundA regression equation that estimates resting energy expenditure, named by the Academy of Nutrition and Dietetics as the standard for adults.
DrivesThe starting point of the calorie and macro calculator.
Studies are added only after the source has been read and checked, so the findings match what the paper showed. If you spot an error in how a study is represented here, that is a bug, and I want to fix it. Write to [email protected].
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