MétaCan
Menu
Back to cohort
Record W2999190080 · doi:10.1097/bco.0000000000000845

The association between chronic pain and central sensitization following total knee replacement: A retrospective cohort study

2020· article· en· W2999190080 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 · 2020
Typearticle
Languageen
FieldMedicine
TopicTotal Knee Arthroplasty Outcomes
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineNeuropathic painCentral sensitizationWOMACOxford knee scoreChronic painOsteoarthritisBeck Depression InventorySensitizationDepression (economics)PopulationPhysical therapyCohortAnesthesiaKnee replacementArthroplastyInternal medicineSurgeryNociceptionPsychiatryPathology

Abstract

fetched live from OpenAlex

Background: Pain still persists in 20% of patients who have had total knee replacement (TKR) surgery. It is important to investigate the reason for the persistent pain after surgery and related factors. This study aimed to elucidate any connection between central sensitization and ongoing pain after knee replacement surgery and other associated factors. Methods: The population was composed of 182 patients who had undergone TKR, and in follow-up visits from 1 mo to 2 yr after the operation, they were evaluated using the Pressure Pain Threshold (PPTs), the Western Ontario and McMaster Universities Osteoarthritis Index (WOMAC), the Central Sensitization Inventory (CSI), the Leeds Assessment of Neuropathic Symptoms and Signs (LANSS), the Beck Depression Inventory (BDI), and the painDETECT test. Results: The mean follow-up period was 6.84±4.10 (1-24) months. According to the postoperative LANSS score, neuropathic mechanisms were responsible for pain in 48.4% (88/182) of the patients. CSI showed central sensitization in 41.2% (75/182) of the patients (CSI score ≥40). Patients whose pain was not associated with neuropathic mechanisms (LANSS score <12 or painDETECT score<19) saw more benefit from surgery ( P <0.001). Additionally, pain relief after TKR was more prevalent in patients whose CSI score was <40 points ( P <0.001). Conclusions: This study showed that neuropathic mechanisms and central sensitization are important sources of persistent pain in patients who have had total knee replacement. Evaluation of central sensitization and neuropathic mechanisms may play an important role in management of pain. Level of Evidence: Level III.

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)0.003
metaresearch head score (Gemma)0.020
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.022
Threshold uncertainty score0.988

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.020
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
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 head0.014
GPT teacher head0.287
Teacher spread0.273 · 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