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Record W2963230948 · doi:10.1097/bco.0000000000000796

Genicular nerve ablation: a systematic review of procedure outcomes for chronic knee pain

2019· review· en· W2963230948 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

VenueCurrent Orthopaedic Practice · 2019
Typereview
Languageen
FieldMedicine
TopicShoulder Injury and Treatment
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineSurgeryOsteoarthritisArthroplastyRadiofrequency ablationComplicationVisual analogue scaleAblationMEDLINESaphenous nerveKnee painInternal medicineAlternative medicinePathology

Abstract

fetched live from OpenAlex

Background: Chronic pain caused by knee osteoarthritis is becoming more common among the elderly. Furthermore, patients who would otherwise benefit from total joint arthroplasty are not candidates for surgery due to increasingly high rates of obesity and diabetes. Genicular nerve ablation has become an attractive alternative to arthroplasty in these patients. This systematic review sought to assess the effectiveness and safety of genicular nerve ablation. Methods: A literature search of PubMed, Medline, clinicaltrials.gov, and Google Scholar was conducted for studies performing genicular nerve ablation with radiofrequency. Clinical and patient-centric outcomes were obtained. Results: Eleven studies and 194 knees were included in this analysis. Our review revealed that visual analog pain scores decreased from an average score of 8/10 to 1.9/10, 2.3/10, 2/10, and 4/10 at 3, 6, and 12 mo after genicular ablation, respectively. Additionally, Oxford Knee Scores and scores on the Western Ontario and McMaster Universities Arthritis Index showed improvements that were sustained at least up to 12 wk and 1 yr, respectively. There were very few procedural complications. Conclusions: Genicular nerve ablation with radiofrequency has demonstrated favorable outcomes with low complication rates.

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)0.004
metaresearch head score (Gemma)0.014
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.468
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.014
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0060.003
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.087
GPT teacher head0.430
Teacher spread0.343 · 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