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Record W4402749842 · doi:10.1089/tmj.2024.0401

Combined Treatment of Face-to-Face Physical Therapy and Telerehabilitation in Workers with Whiplash Syndrome

2024· article· en· W4402749842 on OpenAlexaff
Mònica Rodríguez-Bagó, José Miguel Martı́nez, Jordi Ortner-Sancho, Xavier Farrús-Esteban, Maite Sampere-Valero, Elena Ronda

Bibliographic record

VenueTelemedicine Journal and e-Health · 2024
Typearticle
Languageen
FieldMedicine
TopicMusculoskeletal pain and rehabilitation
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsTelerehabilitationFace (sociological concept)WhiplashPhysical medicine and rehabilitationMedicinePhysical therapyTelemedicineMedical emergencyHealth carePoison controlPolitical scienceSociology

Abstract

fetched live from OpenAlex

Objective: Interventions through telerehabilitation have shown positive effects in various clinical conditions, facilitating the return to work of the working population. This study aimed to compare conventional, center-based physiotherapy versus an intervention combining home- and center-based treatment for whiplash syndrome in workers enrolled in a mutual insurance company, evaluating differences in the number of face-to-face sessions and the duration of sickness absence. The secondary aim was to assess the acceptability and usability of the telerehabilitation intervention. Methods: The study population ( n = 387) comprised workers aged 16 to 65 years who required physiotherapy due to whiplash (ICD-9 847.0). The main outcome variable was the number of face-to-face sessions. The duration of sickness absence was also calculated. A survey was also conducted to determine patient acceptance and usability of the platform. The analyses were adjusted for sex, age, occupation, and the center where the physiotherapy treatment was administered. Results: The number of face-to-face physiotherapy sessions dropped significantly, from 9 to 7, due to the implementation of telerehabilitation. This decrease was not associated with a longer duration of sickness absence. The difference in the median duration of sickness absence between patients who had not undergone telerehabilitation and those who had undergone telerehabilitation was −1 [95% CI= (−6 to 2)]. Conclusion: Telerehabilitation reduces the number of face-to-face physiotherapy sessions needed, which can reduce the care burden in physiotherapy centers and avoid the need for patients to travel (with a corresponding reduction in transportation costs), without increasing the duration of sickness absence.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Non-randomized trial · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.004
Threshold uncertainty score0.015

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0040.000

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 head0.023
GPT teacher head0.330
Teacher spread0.307 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNon-randomized trial
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

Citations0
Published2024
Admission routes1
Has abstractyes

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