trainlog/catalog/science-references-v1.json

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{
"format": "trainlog-science-references-v1",
"version": 1,
"references": [
{
"ref_id": "acsm_2009",
"title": "American College of Sports Medicine position stand. Progression models in resistance training for healthy adults.",
"year": 2009,
"url": "https://pubmed.ncbi.nlm.nih.gov/19204579/",
"doi": "10.1249/mss.0b013e3181915670",
"pmid": "19204579",
"topics": [
"progression",
"specificity",
"programming"
],
"notes": "Progressive overload and specificity organize resistance-training progression; adjustment should follow achieved performance and goals.",
"limitations": "Historical professional position stand; contemporary synthesis above takes precedence for comparative outcomes. No numeric recommendations adopted.",
"accessed_on": "2026-09-09",
"authors_or_organization": "American College of Sports Medicine.",
"type": "practical_inference"
},
{
"ref_id": "currier_2023",
"title": "Resistance training prescription for muscle strength and hypertrophy in healthy adults: a systematic review and Bayesian network meta-analysis.",
"year": 2023,
"url": "https://pubmed.ncbi.nlm.nih.gov/37414459/",
"doi": "10.1136/bjsports-2023-106807",
"pmid": "37414459",
"topics": [
"programming",
"load",
"sets",
"frequency"
],
"notes": "Across reviewed adult trials, resistance training improved strength and hypertrophy; heavier loads ranked better for strength, and multiple sets characterized higher-ranked hypertrophy programs.",
"limitations": "Network rankings are not individual prescriptions or proof of one universally optimal combination.",
"accessed_on": "2026-09-09",
"authors_or_organization": "Currier BS, Mcleod JC, Banfield L, Beyene J, Welton NJ, D'Souza AC, Keogh JAJ, Lin L, Coletta G, Yang A, Colenso-Semple L, Lau KJ, Verboom A, Phillips SM.",
"type": "intervention_evidence"
},
{
"ref_id": "franke_2015",
"title": "Analysis of anterior, middle and posterior deltoid activation during single and multijoint exercises.",
"year": 2015,
"url": "https://pubmed.ncbi.nlm.nih.gov/24947920/",
"doi": null,
"pmid": "24947920",
"topics": [
"rear_delt",
"rows"
],
"notes": "Reverse pec-deck elicited greater posterior-deltoid surface EMG than the studied row/pulldown tasks.",
"limitations": "Twelve trained men; selected exercises/techniques only; no longitudinal hypertrophy comparison; no DOI reported in indexed record.",
"accessed_on": "2026-09-09",
"publication_note": "Print 2015; online indexed June 2014.",
"authors_or_organization": "Franke Rde A, Botton CE, Rodrigues R, Pinto RS, Lima CS.",
"type": "emg_evidence"
},
{
"ref_id": "grgic_2022",
"title": "Effects of resistance training performed to repetition failure or non-failure on muscular strength and hypertrophy: A systematic review and meta-analysis.",
"year": 2022,
"url": "https://pubmed.ncbi.nlm.nih.gov/33497853/",
"doi": "10.1016/j.jshs.2021.01.007",
"pmid": "33497853",
"topics": [
"failure",
"strength",
"hypertrophy"
],
"notes": "Failure was not generally necessary for strength or hypertrophy gains in included comparisons.",
"limitations": "Nonfailure effort and volume differ between studies; this does not imply arbitrary easy sets equal hard sets.",
"accessed_on": "2026-09-09",
"authors_or_organization": "Grgic J, Schoenfeld BJ, Orazem J, Sabol F.",
"type": "intervention_evidence"
},
{
"ref_id": "kassiano_2022",
"title": "Does Varying Resistance Exercises Promote Superior Muscle Hypertrophy and Strength Gains? A Systematic Review.",
"year": 2022,
"url": "https://pubmed.ncbi.nlm.nih.gov/35438660/",
"doi": "10.1519/jsc.0000000000004258",
"pmid": "35438660",
"topics": [
"selection",
"variation"
],
"notes": "Systematic exercise variation may distribute regional stimulus and support task-specific strength; excessive random variation lacks support.",
"limitations": "Eight studies, all young men; limited generalizability and no universal rotation schedule.",
"accessed_on": "2026-09-09",
"authors_or_organization": "Kassiano W, Nunes JP, Costa B, Ribeiro AS, Schoenfeld BJ, Cyrino ES.",
"type": "intervention_evidence"
},
{
"ref_id": "lee_2015",
"title": "Enhanced muscle activity during lumbar extension exercise with pelvic stabilization.",
"year": 2015,
"url": "https://pubmed.ncbi.nlm.nih.gov/26730390/",
"doi": "10.12965/jer.150249",
"pmid": "26730390",
"topics": [
"back_extension",
"pelvic_stabilization"
],
"notes": "Pelvic stabilization altered lumbar-extensor excitation during extension testing.",
"limitations": "Acute small study; equipment restraint and execution matter; no claim of clinical benefit or universal isolation.",
"accessed_on": "2026-09-09",
"authors_or_organization": "Lee HS.",
"type": "emg_evidence"
},
{
"ref_id": "lehman_2004",
"title": "Variations in muscle activation levels during traditional latissimus dorsi weight training exercises: An experimental study.",
"year": 2004,
"url": "https://pubmed.ncbi.nlm.nih.gov/15228624/",
"doi": "10.1186/1476-5918-3-4",
"pmid": "15228624",
"topics": [
"lat_pulldown",
"seated_row"
],
"notes": "Measured latissimus, elbow-flexor and scapular-muscle activity differed across studied pulldown/row tasks.",
"limitations": "Isometric portions and surface recordings; no mapping of all divergent machine trajectories or outcome superiority.",
"accessed_on": "2026-09-09",
"authors_or_organization": "Lehman GJ, Buchan DD, Lundy A, Myers N, Nalborczyk A.",
"type": "emg_evidence"
},
{
"ref_id": "life_fitness_catalog_2024",
"title": "Life Fitness commercial product catalogue 2024",
"year": 2024,
"url": "https://www.lifefitness.com.au/wp-content/uploads/2024/02/Life-Fitness-Catalogue_2024_web.pdf",
"doi": null,
"pmid": null,
"topics": [
"multifunction",
"equipment_identity"
],
"notes": "Catalogue lists distinct Pectoral Fly/Rear Deltoid and Assist Dip Chin combination products.",
"limitations": "EXAMPLE ONLY: establishes available equipment concepts, not manufacturer/model identification in the observed gym or anatomical efficacy.",
"accessed_on": "2026-09-09",
"authors_or_organization": "Life Fitness",
"type": "manufacturer_statement"
},
{
"ref_id": "maeo_2021",
"title": "Greater Hamstrings Muscle Hypertrophy but Similar Damage Protection after Training at Long versus Short Muscle Lengths.",
"year": 2021,
"url": "https://pubmed.ncbi.nlm.nih.gov/33009197/",
"doi": "10.1249/mss.0000000000002523",
"pmid": "33009197",
"topics": [
"hamstrings",
"seated_leg_curl",
"prone_leg_curl"
],
"notes": "Within-person training found greater biarticular hamstring growth with seated than prone curls; both variants trained knee flexion.",
"limitations": "One protocol/population; not a guarantee for every machine, person, muscle region or strength task.",
"accessed_on": "2026-09-09",
"authors_or_organization": "Maeo S, Huang M, Wu Y, Sakurai H, Kusagawa Y, Sugiyama T, Kanehisa H, Isaka T.",
"type": "intervention_evidence"
},
{
"ref_id": "martin_fuentes_2020",
"title": "Evaluation of the Lower Limb Muscles' Electromyographic Activity during the Leg Press Exercise and Its Variants: A Systematic Review.",
"year": 2020,
"url": "https://pubmed.ncbi.nlm.nih.gov/32605065/",
"doi": "10.3390/ijerph17134626",
"pmid": "32605065",
"topics": [
"leg_press"
],
"notes": "Leg-press studies report substantial quadriceps excitation; variant findings are inconsistent.",
"limitations": "EMG review does not establish universal foot-position targeting, force shares or hypertrophy ranking.",
"accessed_on": "2026-09-09",
"authors_or_organization": "Martín-Fuentes I, Oliva-Lozano JM, Muyor JM.",
"type": "emg_evidence"
},
{
"ref_id": "nih_abdominal_wall",
"title": "Anatomy, Abdomen and Pelvis: Anterolateral Abdominal Wall",
"year": 2023,
"url": "https://www.ncbi.nlm.nih.gov/books/NBK525975/",
"doi": null,
"pmid": null,
"topics": [
"core",
"trunk"
],
"notes": "Rectus abdominis, internal/external obliques and transversus have movement, abdominal-wall tension and stabilization roles.",
"limitations": "Functional anatomy only; clinical sections are outside this handoff scope.",
"accessed_on": "2026-09-09",
"authors_or_organization": "Kevin Seeras; Ryan N. Qasawa; Ricky Ju; Shivana Prakash",
"type": "established_anatomy"
},
{
"ref_id": "nih_deltoid",
"title": "Anatomy, Shoulder and Upper Limb, Deltoid Muscle",
"year": 2024,
"url": "https://www.ncbi.nlm.nih.gov/books/NBK537056/",
"doi": null,
"pmid": null,
"topics": [
"deltoids",
"shoulder"
],
"notes": "Anterior, middle and posterior portions have distinct lines of action; relative contribution depends on arm position.",
"limitations": "Functional anatomy only; clinical sections are outside this handoff scope.",
"accessed_on": "2026-09-09",
"authors_or_organization": "Adel Elzanie; Matthew A. Varacallo",
"type": "established_anatomy"
},
{
"ref_id": "nih_gluteus_minimus",
"title": "Anatomy, Bony Pelvis and Lower Limb, Gluteus Minimus Muscle",
"year": 2023,
"url": "https://www.ncbi.nlm.nih.gov/books/NBK556144/",
"doi": null,
"pmid": null,
"topics": [
"hip_abduction",
"glutes",
"gait"
],
"notes": "Minimus abducts and stabilizes the hip; anterior fibers support internal rotation. Prevents erroneous adduction classification from textbook alternative text.",
"limitations": "Functional anatomy only; clinical sections are outside this handoff scope.",
"accessed_on": "2026-09-09",
"authors_or_organization": "Anthony J. Greco; Renato C. Vilella",
"type": "established_anatomy"
},
{
"ref_id": "nih_pectoralis",
"title": "Anatomy, Thorax, Pectoralis Major Major",
"year": 2023,
"url": "https://www.ncbi.nlm.nih.gov/books/NBK525991/",
"doi": null,
"pmid": null,
"topics": [
"chest",
"shoulder"
],
"notes": "Clavicular and sternocostal parts share shoulder adduction/internal rotation; clavicular fibers support flexion, sternocostal fibers extension from flexion. Regional anatomy does not prove isolated regional training.",
"limitations": "Functional anatomy only; clinical sections are outside this handoff scope.",
"accessed_on": "2026-09-09",
"authors_or_organization": "Francesca Solari; Bracken Burns",
"type": "established_anatomy"
},
{
"ref_id": "openstax_actions",
"title": "Anatomy and Physiology 2e: Types of Body Movements",
"year": 2022,
"url": "https://openstax.org/books/anatomy-and-physiology-2e/pages/9-5-types-of-body-movements",
"doi": null,
"pmid": null,
"topics": [
"joint_actions"
],
"notes": "Terminology of joint movements. Pattern labels in Trainlog remain authored programming abstractions.",
"limitations": "Textbook synthesis; not a machine-specific force or adaptation study.",
"accessed_on": "2026-09-09",
"authors_or_organization": "J. Gordon Betts; Kelly A. Young; James A. Wise; Eddie Johnson; Brandon Poe; Dean H. Kruse; Oksana Korol; Jody E. Johnson; Mark Womble; Peter DeSaix",
"type": "established_anatomy"
},
{
"ref_id": "openstax_back",
"title": "Anatomy and Physiology 2e: Axial Muscles of the Head, Neck, and Back",
"year": 2022,
"url": "https://openstax.org/books/anatomy-and-physiology-2e/pages/11-3-axial-muscles-of-the-head-neck-and-back",
"doi": null,
"pmid": null,
"topics": [
"spinal_extensors",
"multifidus"
],
"notes": "Vertebral-column muscle functions including erector spinae and deep posterior muscles.",
"limitations": "Textbook synthesis; not a machine-specific force or adaptation study.",
"accessed_on": "2026-09-09",
"authors_or_organization": "J. Gordon Betts; Kelly A. Young; James A. Wise; Eddie Johnson; Brandon Poe; Dean H. Kruse; Oksana Korol; Jody E. Johnson; Mark Womble; Peter DeSaix",
"type": "established_anatomy"
},
{
"ref_id": "openstax_lower",
"title": "Anatomy and Physiology 2e: Appendicular Muscles of the Pelvic Girdle and Lower Limbs",
"year": 2022,
"url": "https://openstax.org/books/anatomy-and-physiology-2e/pages/11-6-appendicular-muscles-of-the-pelvic-girdle-and-lower-limbs",
"doi": null,
"pmid": null,
"topics": [
"hip",
"knee",
"ankle"
],
"notes": "Functional lower-limb anatomy. Figure alternative text contains direction inconsistencies for minimus/pectineus/gracilis; use action definitions and NIH corroboration, not those phrases.",
"limitations": "Textbook synthesis; not a machine-specific force or adaptation study.",
"accessed_on": "2026-09-09",
"authors_or_organization": "J. Gordon Betts; Kelly A. Young; James A. Wise; Eddie Johnson; Brandon Poe; Dean H. Kruse; Oksana Korol; Jody E. Johnson; Mark Womble; Peter DeSaix",
"type": "established_anatomy"
},
{
"ref_id": "openstax_trunk",
"title": "Anatomy and Physiology 2e: Axial Muscles of the Abdominal Wall and Thorax",
"year": 2022,
"url": "https://openstax.org/books/anatomy-and-physiology-2e/pages/11-4-axial-muscles-of-the-abdominal-wall-and-thorax",
"doi": null,
"pmid": null,
"topics": [
"trunk",
"abdominals",
"spinal_extensors"
],
"notes": "Trunk movement, abdominal compression and postural roles.",
"limitations": "Textbook synthesis; not a machine-specific force or adaptation study.",
"accessed_on": "2026-09-09",
"authors_or_organization": "J. Gordon Betts; Kelly A. Young; James A. Wise; Eddie Johnson; Brandon Poe; Dean H. Kruse; Oksana Korol; Jody E. Johnson; Mark Womble; Peter DeSaix",
"type": "established_anatomy"
},
{
"ref_id": "openstax_upper",
"title": "Anatomy and Physiology 2e: Muscles of the Pectoral Girdle and Upper Limbs",
"year": 2022,
"url": "https://openstax.org/books/anatomy-and-physiology-2e/pages/11-5-muscles-of-the-pectoral-girdle-and-upper-limbs",
"doi": null,
"pmid": null,
"topics": [
"shoulder",
"scapula",
"elbow",
"forearm"
],
"notes": "Functional anatomy of upper-limb and scapular muscles; no exercise outcome ranking.",
"limitations": "Textbook synthesis; not a machine-specific force or adaptation study.",
"accessed_on": "2026-09-09",
"authors_or_organization": "J. Gordon Betts; Kelly A. Young; James A. Wise; Eddie Johnson; Brandon Poe; Dean H. Kruse; Oksana Korol; Jody E. Johnson; Mark Womble; Peter DeSaix",
"type": "established_anatomy"
},
{
"ref_id": "precor_pulley_example",
"title": "Resolute Dual Adjustable Pulley RUD0915",
"year": null,
"url": "https://www.precor.com/en-US/products/RUD0915",
"doi": null,
"pmid": null,
"topics": [
"cable",
"load_context"
],
"notes": "Manufacturer documents a 4:1 cable ratio on this particular example, demonstrating why stack labels and handle resistance differ.",
"limitations": "EXAMPLE ONLY: not evidence that the user owns Precor or this model; local pulley ratios remain unresolved.",
"accessed_on": "2026-09-09",
"authors_or_organization": "Precor",
"type": "manufacturer_statement"
},
{
"ref_id": "refalo_2023",
"title": "Influence of Resistance Training Proximity-to-Failure on Skeletal Muscle Hypertrophy: A Systematic Review with Meta-analysis.",
"year": 2023,
"url": "https://pubmed.ncbi.nlm.nih.gov/36334240/",
"doi": "10.1007/s40279-022-01784-y",
"pmid": "36334240",
"topics": [
"proximity_to_failure"
],
"notes": "Failure definitions matter; available categorical comparisons do not establish a simple more-failure-is-better hypertrophy rule.",
"limitations": "Literature search predates newer trials; uncertainty in actual repetitions in reserve prevents exact universal thresholds.",
"accessed_on": "2026-09-09",
"authors_or_organization": "Refalo MC, Helms ER, Trexler ET, Hamilton DL, Fyfe JJ.",
"type": "intervention_evidence"
},
{
"ref_id": "vieira_2022",
"title": "Effects of Resistance Training to Muscle Failure on Acute Fatigue: A Systematic Review and Meta-Analysis.",
"year": 2022,
"url": "https://pubmed.ncbi.nlm.nih.gov/34881412/",
"doi": "10.1007/s40279-021-01602-x",
"pmid": "34881412",
"topics": [
"fatigue",
"recovery",
"failure"
],
"notes": "Failure training generated greater acute fatigue than nonfailure conditions in the reviewed experiments.",
"limitations": "Acute markers do not establish a universal recovery duration or predict individual long-term adaptation.",
"accessed_on": "2026-09-09",
"authors_or_organization": "Vieira JG, Sardeli AV, Dias MR, Filho JE, Campos Y, Sant'Ana L, Leitão L, Reis V, Wilk M, Novaes J, Vianna J.",
"type": "intervention_evidence"
},
{
"ref_id": "vigotsky_2018",
"title": "Interpreting Signal Amplitudes in Surface Electromyography Studies in Sport and Rehabilitation Sciences.",
"year": 2017,
"url": "https://pubmed.ncbi.nlm.nih.gov/29354060/",
"doi": "10.3389/fphys.2017.00985",
"pmid": "29354060",
"topics": [
"measurement",
"emg"
],
"notes": "Surface EMG amplitude reflects a recording-dependent excitation signal and cannot directly rank hypertrophy, force or training effectiveness.",
"limitations": "Methodological review; anatomical inference and longitudinal outcomes require separate evidence.",
"accessed_on": "2026-09-09",
"publication_note": "Volume/index year 2017; online publication January 4, 2018.",
"authors_or_organization": "Vigotsky AD, Halperin I, Lehman GJ, Trajano GS, Vieira TM.",
"type": "emg_evidence"
}
]
}