Evidence map›Paper›PMID 42389749›Full record

ReviewFrontiers in physiology2026

Training variability and threshold density: a conceptual comparison of East African and Norwegian endurance training systems.

Gerasimos V Grivas, Walaa Jumah Alkasasbeh, Ioannis Trigonis, Konstantinos Karakatsanis, Adam Tawfiq Amawi

Abstract readReview
In one paragraph

Review in Frontiers in physiology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Gerasimos V GrivasPhysical Education and Sports, Division of Humanities and Political Sciences, Hellenic Naval Academy, Piraeus, Athens, Greece.
Walaa Jumah AlkasasbehDepartment of Physical Education, School of Sports Sciences, The University of Jordan, Amman, Jordan.
Ioannis TrigonisDepartment of Physical Education and Sport Science, Democritus University of Thrace, Komotini, Greece.
Konstantinos KarakatsanisPhysical Education and Sports, Division of Humanities and Political Sciences, Hellenic Naval Academy, Piraeus, Athens, Greece.
Adam Tawfiq AmawiDepartment of Movement Sciences and Sports Training, School of Sports Sciences, The University of Jordan, Amman, Jordan.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

East African and Norwegian endurance training systems have both produced world-class distance runners, despite substantial differences in how training is organized, regulated, and executed. East African training is commonly characterized by group-based execution, variable pacing, fartlek-style sessions, and internally regulated intensity, often within altitude-associated environments. In contrast, the Norwegian model emphasizes threshold-density training, lactate-guided intensity control, structured interval formats, and repeated moderate-intensity sessions embedded within a high volume of low-intensity work. The purpose of this narrative review was to compare these two endurance training systems, examine their underlying physiological characteristics, and propose a conceptual framework describing distinct pathways to elite endurance performance. The available literature suggests that variability-driven training may favor adaptability, recruitment diversity, and tolerance to pace fluctuations, whereas threshold-density training, embedded within a high volume of low-intensity work, may promote metabolic efficiency, lactate regulation, and steady-state durability. Although these systems differ markedly in training organization, both appear capable of supporting world-class endurance performance. These observations suggest that elite endurance performance does not depend on a single optimal training model but may emerge through different organizational routes to physiological adaptation and performance development.

Indexed as

distance runningendurance traininglactate thresholdthreshold densitytraining intensity distributiontraining variability

Identifiers

PMID42389749
PMCPMC13318719

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.