MétaCan
Menu
Back to cohort
Record W1529374511 · doi:10.3233/wor-2010-0995

A systematic review of multidisciplinary outcomes in the management of chronic low back pain

2010· review· en· W1529374511 on OpenAlexaff
Michael J. Ravenek, Ian Hughes, Nathan Ivanovich, Kevin Tyrer, Christopher Desrochers, Lisa Klinger, Lynn Shaw

Bibliographic record

VenueWork · 2010
Typereview
Languageen
FieldMedicine
TopicMusculoskeletal pain and rehabilitation
Canadian institutionsWestern University
Fundersnot available
KeywordsMultidisciplinary approachMedicineSystematic reviewOccupational therapyAlternative medicineMEDLINELow back painPhysical therapyPathology

Abstract

fetched live from OpenAlex

OBJECTIVE: Previous research has provided an inconsistent message as to the effectiveness of multidisciplinary programs to improve employment outcomes in clients with Chronic Low Back Pain (CLBP). The primary aims of this review were to: 1) update the evidence for the multidisciplinary treatment of CLBP to improve employment outcomes 2) assess what knowledge supports occupational therapy as contributing to a multidisciplinary approach in the treatment of CLBP. PARTICIPANTS: Working-age adults experiencing CLBP who took part in controlled trials evaluating multidisciplinary programs between July 1998 and July 2009. METHODS: Updated guidelines provided by the Cochrane Collaboration Back Review Group (BRG) were used to perform a systematic review to identify, appraise, and synthesize research evidence relevant to our research questions. RESULTS: Twelve unique articles were found, after a database search and citation tracking, only two of which were high quality. Our findings suggest that there is still conflicting evidence for the effectiveness of multidisciplinary programs to improve employment outcomes in CLBP. CONCLUSIONS: The results are discussed with reference to current methodological limitations found in the literature. Furthermore, occupational therapists were found to be underutilized in the included studies and future multidisciplinary programs should take advantage of the wide range of skills that occupational therapists can contribute in this practice area.

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)0.012
metaresearch head score (Gemma)0.057
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.012
Threshold uncertainty score0.065

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0120.057
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0110.007
Bibliometrics0.0110.013
Science and technology studies0.0010.001
Scholarly communication0.0030.002
Open science0.0020.002
Research integrity0.0020.001
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 head0.018
GPT teacher head0.340
Teacher spread0.322 · 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 designSystematic review
Domainnot available
GenreReview

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

Citations44
Published2010
Admission routes1
Has abstractyes

Explore more

Same venueWorkSame topicMusculoskeletal pain and rehabilitationFrench-language works237,207