MétaCan
Menu
Back to cohort

Characterization of seat-to-head vibration transmissibility responses of a seated human body: the significance of the measurement location

2025· article· en· W4416818978 on OpenAlexafffund
Masih Moore, Hossein Vatandoost, Yumeng Yao, Subhash Rakheja, Ramin Sedaghati

Bibliographic record

VenueMeasurement · 2025
Typearticle
Languageen
FieldMedicine
TopicEffects of Vibration on Health
Canadian institutionsConcordia University
FundersNational Research Council Canada
KeywordsTransmissibility (structural dynamics)VibrationCharacterization (materials science)Vibration isolation

Abstract

fetched live from OpenAlex

This study experimentally investigated seat-to-head vibration transmissibility (STHT) characteristics of seated human subjects exposed to vertical whole-body vibration (WBV), using various measurement systems mounted at different positions on the head. A novel experimental approach was designed to simultaneously measure the STHT responses at three different locations on the head, namely: the mouth level (Bite-bar), forehead (Forehead-band), and top of the skull (Head-band). Measurements were performed with five male participants exposed to three levels of random vertical vibration (RMS acceleration: 0.25, 0.50, and 0.75 m/s 2 ) in the 0.5 to 20 Hz frequency range, considering two sitting conditions (with and without a back support). The data were acquired and analyzed to derive STHT responses along three translational axes (fore-aft, vertical, and lateral) and two rotational (pitch and roll/yaw) directions. Statistical analyses were further conducted to investigate the significance of measurement location, sitting condition, and vibration excitation levels on the STHT responses. The findings showed notable effects of measurement locations on the measured STHT responses. This is likely the primary cause of the wide variability observed among the STHT responses reported in different studies. However, the pitch STHT responses at different measurement locations indicated were almost similar across all test conditions. The statistical analyses also revealed that the measurement location and sitting condition had particularly significant effects on the fore-aft and vertical STHT, while the magnitude of vibration excitations showed only a softening tendency, with only a minor effect on the STHT magnitude.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.427
Threshold uncertainty score0.347

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.068
GPT teacher head0.338
Teacher spread0.270 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations1
Published2025
Admission routes2
Has abstractyes

Explore more

Same venueMeasurementSame topicEffects of Vibration on HealthFrench-language works237,207