ArticleFrontiers in veterinary science2026
Inertial measurement unit-based characterization of gait patterns in Asian elephants: clinically sound elephants and elephants with gait abnormalities.
Article in Frontiers in veterinary science, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
8 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Objective gait assessment is important for detecting locomotor abnormalities in Asian elephants, but clinical interpretation remains constrained by the limited availability of species-specific gait data from clinically sound elephants and the practical constraints of conventional laboratory-based gait analysis. This study aimed to report preliminary observed values for IMU-derived gait parameters in clinically sound Asian elephants and to explore their application for characterizing abnormal gait patterns. Four inertial measurement unit sensors were attached bilaterally over the humerus and femur to record gait data during straight-line walking at a controlled speed. Ten clinically sound elephants were used to describe preliminary observed values, while four elephants with clinically identified abnormal gait patterns were evaluated individually through descriptive case comparison. Temporospatial parameters and duty factor (DF) were analyzed to characterize stance allocation, while cross-correlation coefficients (COF) of left-right vertical displacement waveforms were used to quantify bilateral vertical movement similarity. In clinically sound elephants, stride timing was generally comparable between sides, whereas stance-related parameters showed a consistent side-related pattern. Descriptive comparison with abnormal cases showed case-specific alterations in DF and COF. These findings provide preliminary observed values for IMU-based gait assessment in Asian elephants and support the complementary descriptive use of these parameters for characterizing stance allocation and bilateral vertical movement similarity. Larger clinical datasets are needed to establish clinically relevant thresholds and strengthen their clinical application.
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.