MétaCan
Menu
Back to cohort
Record W4310819788 · doi:10.21203/rs.3.rs-2310358/v1

Evaluation of soft tissue release in mild-to-moderate medial knee osteoarthritis in the presence of medial synovial plica, using clinical and MRI parameters

2022· preprint· en· W4310819788 on OpenAlexaboutno aff
Hsin-Pai Lee, Chun-Hsiung Chou, Wen‐Sheng Tzeng, Hui-Shu Yeh, Mei‐Ju Chen

Bibliographic record

VenueResearch Square · 2022
Typepreprint
Languageen
FieldEngineering
TopicLower Extremity Biomechanics and Pathologies
Canadian institutionsnot available
Fundersnot available
KeywordsOsteoarthritisMedicineWOMACMagnetic resonance imagingSoft tissueKnee painNuclear medicineSurgeryRadiologyPathology

Abstract

fetched live from OpenAlex

Abstract Objective. To evaluate the clinical outcomes of an arthroscopic soft tissue release procedure for the treatment of mild to moderate knee osteoarthritis. Materials and methods. This study involved 40 subjects who underwent arthroscopic release in knee osteoarthritis including Kellgren–Lawrence grades 2 and 3 between January 2019 and January 2021. The Western Ontario and McMaster Universities (WOMAC) scores at baseline and at 6 months following surgery were recorded. Magnetic resonance imaging (MRI) was performed pre- and postoperatively (6 months). The parameters for patellar instability, including patellar tilt angle, bisect offset, tibial tuberosity–trochlear groove distance and the Insall–Salvati ratio, were measured preoperatively and postoperatively. Quantitative measurements of bone marrow lesions were also conducted. Results. The mean WOMAC score for pain and the total score improved statistically 6 months after surgery. The pain and overall scores improved significantly (reductions of 64.6% and 39.3%, respectively) at 6 months. Pain score improved from 7.0 ± 3.0 to 2.5 ± 2.8 (P < 0.05), with the total score improving from17.8 ± 10.3 to 10.8 ± 10.6 (P < 0.05). Bone marrow lessions decreased from 8503 mm3 to 2250 mm3 (P < 0.05). Patellar tilt decreased from 5.11 to 4.24 (P < 0.05). The Insall–Salvati ratio decreased significantly from 1.13 ± 0.13 to 1.08 ± 0.12 (P < 0.05). Conclusion. Overall, the results suggest that soft tissue release has clinical symptoms and structure-modifying effects in patients with knee osteoarthritis.

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)0.001
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.001
Threshold uncertainty score0.004

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
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 integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.170
GPT teacher head0.431
Teacher spread0.261 · 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 designObservational
Domainnot available
GenreEmpirical

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

Citations0
Published2022
Admission routes1
Has abstractyes

Explore more

Same venueResearch SquareSame topicLower Extremity Biomechanics and PathologiesFrench-language works237,207