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Record W1010285967 · doi:10.1097/brs.0000000000001061

2015 Updated Method Guideline for Systematic Reviews in the Cochrane Back and Neck Group

2015· article· en· W1010285967 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
fundA Canadian funder is recorded on the work.

Bibliographic record

VenueSpine · 2015
Typearticle
Languageen
FieldDecision Sciences
TopicMeta-analysis and systematic reviews
Canadian institutionsCochraneInstitute for Work & Health
FundersCanadian Institutes of Health ResearchNational Institutes of Health
KeywordsMedicineGuidelineSystematic reviewMEDLINECochrane collaborationNeck painPhysical therapyMeta-analysisAlternative medicineInternal medicineCochrane LibraryPathology

Abstract

fetched live from OpenAlex

STUDY DESIGN: Method guideline for systematic reviews of trials of interventions for neck and back pain, and related spinal disorders. OBJECTIVE: To help authors design, conduct, and report systematic reviews of trials in this field. SUMMARY OF BACKGROUND DATA: In 1997, the Cochrane Back Review Group editorial board published the Method Guideline for Systematic Reviews, which was updated in 2003 and in 2009. Since then, new methodological evidence has emerged and standards have changed, therefore it was clear that revisions were needed to the 2009 guideline. In May 2015 the group changed its name to Cochrane Back and Neck. METHODS: The editorial board met in September 2014 to review the relevant new methodological evidence and determine how it should be incorporated. Members of the advisory board were consulted. Based on the feedback received, an updated method guideline was prepared and approved by the editorial board. RESULTS: We have updated recommendations in 7 categories: objectives, literature search, selection criteria, risk of bias assessment, data extraction, data analysis, and reporting of results and conclusions. Each category is classified into minimum criteria (mandatory) and further guidance (optional). This update also includes some new guidance for preparation of summary of finding tables and for conducting nonintervention reviews. CONCLUSION: Citations of previous versions of the method guideline in published scientific articles (1193 in total) suggest that others may find this guideline useful to plan, conduct, or evaluate systematic reviews in the field of back and neck pain, and spinal disorders. LEVEL OF EVIDENCE: N/A.

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)0.346
metaresearch head score (Gemma)0.082
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Insufficient payload (model declined to judge)
Consensus categoriesMetaresearch, Insufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Methods · Consensus signal: Methods
Teacher disagreement score0.264
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.3460.082
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0050.001
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.002

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 head0.713
GPT teacher head0.587
Teacher spread0.126 · 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