MétaCan
Menu
Back to cohort
Record W4226101598 · doi:10.53366/jimki.v9i2.483

Potensi Injeksi Intra-artikular Sel Punca Mesenkimal sebagai Terapi Osteoartritis Lutut:

2021· article· en· W4226101598 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

VenueJIMKI Jurnal Ilmiah Mahasiswa Kedokteran Indonesia · 2021
Typearticle
Languageen
FieldComputer Science
TopicBlockchain Technology in Education and Learning
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineGynecology

Abstract

fetched live from OpenAlex

Background: Osteoarthritis (OA) is a chronic multifactorial disease (inflammatory, mechanical, and metabolic) that is most often found in knee joints. Current OA therapy mostly uses NSAIDs as symptomatic treatment, with severe side-effects in long-term use. Therefore, a new causative therapy is needed that can minimize side effects and also has high efficacy. Mesenchymal stem cells (MSC) have promising potential for further research as a novel therapy for OA. Methods: This systematic review was conducted by including validated studies extracted from PubMed, Cochrane, ScienceDirect, dan ProQuest databases, using the keywords “knee osteoarthritis” and “mesenchymal stem cells” with a publication range of 2011-2021. RCT studies examining the use of intra-articular injection of MSC for knee OA were included. Outcome measures used were Visual Analog Scale (VAS), Western Ontario and McMaster University Osteoarthritis Index (WOMAC), MRI results (WORMS, cartilage volume, cartilage defect size), and side effects. Discussion: MSC can improve clinical assessment of OA, as seen from the significantly improved WOMAC and VAS scores and also radiological improvement, as seen from the improved WORMS scores, cartilage defects and volume. MSCs have anti-inflammatory and immunomodulatory potential, and are able to stimulate cartilage-like cells, which can assist in the recovery and prevention of further development of OA. Adverse effects are generally mild and self-limiting, therefore safe for human use. Conclusion: Intra-articular injection of MSC is potentially effective as a method of knee OA therapy with minimal side effects.

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 categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.574
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0020.001
Research integrity0.0010.002
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 head0.008
GPT teacher head0.231
Teacher spread0.222 · 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