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Record W2619723090 · doi:10.11159/icbes17.132

Study of the Spatio-Temporal Parameters of the Gait of a Transtibial Amputee in Conditions of Alignment and Misalignment of the Prosthesis

2017· article· en· W2619723090 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueProceedings of the World Congress on Electrical Engineering and Computer Systems and Science · 2017
Typearticle
Languageen
FieldEngineering
TopicEngineering Technology and Methodologies
Canadian institutionsnot available
Fundersnot available
KeywordsProsthesisGaitArtificial limbsPhysical medicine and rehabilitationBiomechanicsGait analysisComputer scienceMedicineArtificial intelligenceAnatomy

Abstract

fetched live from OpenAlex

The study of the temporal spatial parameters of gait indicates in detail the biomechanical magnitudes that manifest in the gait cycle (velocities, lengths, times, cadence) in the joints involved. Given the complexity of the study, the above parameters are studied from the perspective of alignment vs. the misalignment of a patient with a unilateral transtibial prosthesis in the sagittal and frontal plane with the base of the joint movements. This research evaluates the characteristics (magnitudes) of spontaneous velocity, steps length, stride time, cadence of steps taken from a Technaid motion capture equipment (MOCAP), from the cinematography of joint movements in hip, knee and ankle, using the Human March software which delivers the temporal space variables. This analysis was performed in an orthopedic and rehabilitation center. This research and software have been developed by the research group DIGITI of the District University.

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.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.158
Threshold uncertainty score0.245

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.019
GPT teacher head0.237
Teacher spread0.219 · 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