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Record W4389401425 · doi:10.46292/sci23-1977284s

Poster (Health Services, Economics and Policy Change) ID 1977284

2023· article· en· W4389401425 on OpenAlexaff
Brian Chan, Natascha Lam, Verena Rafael, Maureen Pakosh, Kristin E. Musselman

Bibliographic record

VenueTopics in Spinal Cord Injury Rehabilitation · 2023
Typearticle
Languageen
FieldMedicine
TopicStroke Rehabilitation and Recovery
Canadian institutionsWestern UniversityInstitute for Work & HealthToronto Rehabilitation InstituteUniversity Health NetworkUniversity of TorontoUniversity of British Columbia
Fundersnot available
KeywordsMedicineCINAHLRehabilitationPsychological interventionMEDLINEPhysical medicine and rehabilitationKnowledge translationPhysical therapyPopulationStroke (engine)Nursing

Abstract

fetched live from OpenAlex

Background/Objective Activity-based therapies (ABT) are task specific, repetitive and intensive active movement interventions that may improve function and independence for individuals with spinal cord injury. The cost of implementing ABT is an important consideration for rehabilitation facilities interested in providing this intervention. Thus, a scoping review was conducted to evaluate the economic evidence for ABT for the rehabilitation of upper or lower limb impairment. Design/Methods A search of various scientific literature databases (including EMBASE, MEDLINE and CINAHL) was conducted using search terms developed in collaboration with a Medical Librarian. Studies were included if they were economic analyses of an ABT conducted for individuals with upper or lower limb mobility impairment. Titles and abstracts were initially screened by two of the authors followed by a full-text review of remaining articles. Articles included in the review were evaluated for methodological quality and presented descriptively because of the heterogeneity in study design, populations and outcomes. Results Of the 6,031 unique citations originally identified, 14 articles were included after full-text screening. Two-third of the studies were for stroke and half of the studies originated from the US. Robot-assisted therapies represented half of the studies and about a quarter were locomotor training programs. In the stroke and spinal cord injured population, robot-assisted therapies and body supported treadmill therapy appear to be cost-effective respectively. Conclusions There is some evidence to support the cost-effectiveness of robot-assisted therapies and body supported treadmill therapy. However, the evidence is very limited and additional research is needed.

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)0.002
metaresearch head score (Gemma)0.011
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.129
Threshold uncertainty score0.183

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.011
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0030.005
Science and technology studies0.0010.000
Scholarly communication0.0060.003
Open science0.0010.002
Research integrity0.0070.003
Insufficient payload (model declined to judge)0.8710.507

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 head0.032
GPT teacher head0.367
Teacher spread0.335 · 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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.

Study designNot applicable
Domainnot available
GenreOther

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
Published2023
Admission routes1
Has abstractyes

Explore more

Same venueTopics in Spinal Cord Injury RehabilitationSame topicStroke Rehabilitation and RecoveryFrench-language works237,207