ArticleInternational journal of environmental research and public health2023
A Machine Learning Approach to Finding the Fastest Race Course for Professional Athletes Competing in Ironman
Article in International journal of environmental research and public health, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers, 1 of them a synthesis that pooled 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.
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.
Who cites it
6 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Performance, physiology, and determinants of success in IRONMAN® 70.3: A systematic review.PloS one · 2026Pooled it
- Swimming-induced pulmonary oedema in triathletes: A narrative review of epidemiology, risk factors and prevention.Sports medicine and health science · 2026Review
- Machine learning applications in sport: a scoping review.Frontiers in psychology · 2026Review
- Artificial Intelligence in Endurance Sports: Metabolic, Recovery, and Nutritional Perspectives.Nutrients · 2025Review
- The fastest nonprofessional age group IRONMAN triathletes in the world originate from Europe.Scientific reports · 2025Article
- An analysis of the 6-h ultra-marathon race using a machine learning approach.Frontiers in sports and active living · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
10 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Our purpose was to find the fastest race courses for elite Ironman
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.