Evidence map›Paper›PMID 41653374›Full record

ReviewScandinavian journal of medicine & science in sports2026

Technology on Snow and Ice: Innovation, Monitoring, and Performance for the Olympic Winter Games Milano Cortina 2026.

Andreas Almqvist, Matej Supej, Peter Düking, Thomas Stöggl, H-C Holmberg

Abstract readReview
In one paragraph

Review in Scandinavian journal of medicine & science in sports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Review
  2. Article
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.

Andreas AlmqvistDivision of Machine Elements, Luleå University of Technology, Luleå, Sweden.ORCID https://orcid.org/0000-0001-7029-1112
Matej SupejFaculty of Sport, University of Ljubljana, Ljubljana, Slovenia.ORCID https://orcid.org/0000-0002-7231-7002
Peter DükingDepartment of Sports Science and Movement Pedagogy, Technische Universität Braunschweig, Braunschweig, Germany.ORCID https://orcid.org/0000-0003-0277-9858
Thomas StögglDepartment of Sport and Exercise Science, University of Salzburg, Salzburg, Austria.ORCID https://orcid.org/0000-0002-6685-1540
H-C HolmbergDivision of Machine Elements, Luleå University of Technology, Luleå, Sweden.ORCID https://orcid.org/0000-0002-3814-6246

Funding

The Slovenian Research Agency P5-0147The Swedish Agency for Economic and Regional Growth 20369543
6 · The paper itself

Abstract

Elite performance in Olympic winter sports depends on the interplay among the athlete, equipment, and the snow or ice. This naturally evolves with temperature, humidity, wind, preparation, and contact between the equipment and its surface. Together, these factors continuously rebalance the forces of gravity, aerodynamic drag, and friction, requiring athletes, coaches, and organizers to adapt technique, equipment, and surface management, e.g., snow grooming and salting, ice resurfacing or pebbling, and rink climate control. This narrative review (SANRA-guided) synthesizes the scientific literature across four domains: (i) the evolution of equipment and athlete-surface interaction; (ii) the physics of resistive forces and targeted countermeasures; (iii) sensing and monitoring with robust, field-validated technologies and analytics; and (iv) the digitalization of coaching, officiating, and broadcasting. We integrate design and validation with sport regulations and governance. This includes the ban on fluorinated waxes, geometry and mass limits, and principles for data stewardship, model transparency, and fairness. A central component of this review is the assessment of quality aspects of technologies, including the assessment of ecological validity under field-specific conditions before their use in high-stakes coaching, medical, or officiating decisions. We conclude with actionable recommendations for Milano-Cortina 2026: (i) align equipment and surface preparation with expected regimes of drag and friction; (ii) deploy sensors and analytics with demonstrated accuracy, precision, and reliability; (iii) quantify uncertainty in key performance indicators; and (iv) treat federation rules as a priori design constraints. This approach enables innovation to deliver faster, safer, and more equitable outcomes in winter sport at Milano-Cortina 2026 and beyond.

Indexed as

Athletic PerformanceIceSnowSnow SportsSports EquipmentHumansIceaerodynamicsdata analyticsgovernanceperformancetechnologytribologywearableswinter sports

Identifiers

PMID41653374
PMCPMC12882770

What Socratic holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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 Socratic graph.