Evidence map›Paper›PMID 42281054›Full record

ArticleSensors (Basel, Switzerland)2026

Validation of Insole Pressure Sensor Algorithms: Implications for In-Field Detection of Initial Contact and Hamstring Muscle Pre-Activity During Side-Cutting.

Emilie E Zwicky, Niels J Nedergaard, Tine Alkjær, Connie Linnebjerg, Mathias M Nikolajsen, Hanne B Lauridsen, Mette K Zebis

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 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

7 authors.

Emilie E ZwickyTeam Danmark, The Elite Sport Organization of Denmark, 2605 Brondby, Denmark.
Niels J NedergaardDepartment of Midwifery, Physiotherapy, Occupational Therapy and Psychomotor Therapy Faculty of Health, University College Copenhagen, 2200 Copenhagen N, Denmark.ORCID 0000-0003-4874-2663
Tine AlkjærDepartment of Biomedical Sciences, University of Copenhagen, 2200 Copenhagen N, Denmark.ORCID 0000-0002-9105-3882
Connie LinnebjergDepartment of Midwifery, Physiotherapy, Occupational Therapy and Psychomotor Therapy Faculty of Health, University College Copenhagen, 2200 Copenhagen N, Denmark.
Mathias M NikolajsenDepartment of Biomedical Sciences, University of Copenhagen, 2200 Copenhagen N, Denmark.ORCID 0009-0000-6113-2566
Hanne B LauridsenTeam Danmark, The Elite Sport Organization of Denmark, 2605 Brondby, Denmark.
Mette K ZebisDepartment of Midwifery, Physiotherapy, Occupational Therapy and Psychomotor Therapy Faculty of Health, University College Copenhagen, 2200 Copenhagen N, Denmark.

Funding

Novo Nordisk Foundation NNF.22SA0078293
6 · The paper itself

Abstract

Accurate detection of initial contact (IC) during side-cutting is essential for evaluating m. semitendinosus (ST) pre-activity, a protective mechanism against ACL injury in team sport athletes. This study developed two insole pressure sensor (IPS) algorithms-a body weight-based and a criteria-based algorithm-for IC detection and evaluated their agreement with force-plate-derived IC based on vertical ground reaction forces (vGRF). Twenty-six adult female athletes performed sport-specific side-cutting while IPS, vGRF, and ST electromyography were recorded. IPS-derived IC events were compared with vGRF-derived IC, and ST pre-activity within 50 ms prior to IC was compared between methods. Agreement and limits of agreement (LoA) were evaluated using Bland-Altman analysis. The body weight-based IPS algorithm showed a systematic delay in IC detection of 9.2 ms (LoA: 4.1 to 14.3 ms) and a -3.5 percentage point bias in ST pre-activity (LoA: -8.9 to 1.9% of MVC). In contrast, the criteria-based IPS algorithm, demonstrated minimal bias in IC detection (-0.1 ms; LoA: -3.5 to 3.4 ms) and ST pre-activity (-0.1% MVC; LoA: -1.9 to 1.7% of MVC). These findings suggest the criteria-based IPS algorithm enables accurate IC detection, supporting its potential for practical monitoring of ST pre-activity during sports-specific side-cutting outside laboratory environments.

Indexed as

AlgorithmsHamstring MusclesAdultAthletesBiomechanical PhenomenaElectromyographyFemaleHumansPressureYoung AdultACL injurychange-of-directioninitial contactmedial hamstringplantar pressure insoleswearable sensors

Identifiers

PMID42281054
PMCPMC13258986

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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.