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Record W4321458749 · doi:10.1002/adbi.202200304

The Efficacy of Electroacupuncture in the Treatment of Knee Osteoarthritis: A Systematic Review and Meta‐Analysis

2023· review· en· W4321458749 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
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

VenueAdvanced Biology · 2023
Typereview
Languageen
FieldMedicine
TopicHealthcare and Venom Research
Canadian institutionsnot available
FundersNational Key Research and Development Program of China
KeywordsMedicineWOMACOsteoarthritisRandomized controlled trialElectroacupuncturePhysical therapyVisual analogue scaleCochrane LibraryMeta-analysisClinical trialAcupunctureInternal medicineAlternative medicine

Abstract

fetched live from OpenAlex

This study aims to evaluate the comparative efficacy of electroacupuncture (EA) and analgesics in treating knee osteoarthritis (KOA) and provide evidence-based medical support for EA for the treatment of KOA. Randomized controlled trials from January 2012 to December 2021 are included in electronic databases. The Cochrane risk of bias tool for randomized trials is used to assess the risk of bias in the included studies, while the Grading of Recommendations, Assessment, Development and Evaluation is used to assess the quality of evidence. Statistical analyses are performed using Review Manager V5.4. There are 1616 patients from 20 clinical studies, including 849 patients in the treatment group and 767 patients in the control group. The effective rate in the treatment group is significantly higher than in the control group (p < 0.00001). In the treatment group, Western Ontario and McMaster Universities Osteoarthritis Index (WOMAC) stiffness scores are significantly improved as compared to the control group (p < 0.0001). However, EA is similar to analgesics in improving visual analog scale scores and WOMAC subitems such as pain and joint function. EA is effective in treating KOA because it can significantly improve clinical symptoms and quality of life in KOA patients.

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: Meta-analysis · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.740
Threshold uncertainty score0.441

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0060.001
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.128
GPT teacher head0.475
Teacher spread0.347 · 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