Sam-e Osteoarthritis Meta-analysis: What the Evidence Says

Quick Answer

Sam-e Osteoarthritis Meta-analysis has 2 source documents in the current Migaku evidence database. The strongest available sources in this first pass are mixed biomedical and public-health sources, so conclusions should be framed as evidence-aware guidance rather than medical advice.

Key Takeaways

• This page is generated only from sources stored in the Migaku evidence knowledge base.
• Current evidence mix: 2 research article.
• Claims should be interpreted with the source type, study design, population, and publication date in mind.
• This article is educational and does not replace care from a qualified clinician.

Evidence Map

What The Sources Report

• In radiology, triage tools already show that time to interpretation can be reduced when algorithms are embedded directly into workflow. [Hoyer Gabrielle (2026); evidence level 4]
• A detection model generates slice-wise bounding box prompts that pass to a SAM-variant model.Batch segmentation and biomarker extraction feeds the triage case routing and survival/ risk model pipelines introduced in Fig.and Fig.. [Hoyer Gabrielle (2026); evidence level 4]
• In particular, quantitative image analysis has the potential to enhance our understanding of the pathophysiologic changes in cartilage and bone associated with osteoarthritis. [Ferreira Danielle L. (2025); evidence level 4]
• Instead, the primary factor driving the enhanced performance of the SAM2-based model was the HSS, which improved the model's ability to capture spatial dependencies across 3D volumes. [Ferreira Danielle L. (2025); evidence level 4]

How To Read This Evidence

Evidence level 1 generally reflects systematic reviews or meta-analyses. Level 2 includes randomized trials, guidelines, or public-health guidance. Level 3 usually reflects observational or narrative-review evidence. Level 4 is weaker or early-stage evidence. The level is a sorting aid, not a final quality grade.

Practical Interpretation

For sam-e osteoarthritis meta-analysis, the current source set is useful for orientation, but it is not yet broad enough for strong claims. Use cautious language and keep conclusions close to the cited sources.

Limits Of This First Pass

This is a small-batch MVP article. It uses the first ingested sources for this topic and should be expanded with more targeted searches, license review, and human editorial checks before being treated as a definitive review.

References

• Hoyer Gabrielle (2026). Clinical utility of foundation models in musculoskeletal MRI for biomarker fidelity and predictive outcomes. DOI: 10.1038/s41746-026-02520-w. PMCID: PMC13187405. PMID: 41876760. License: CC BY 4.0. https://pmc.ncbi.nlm.nih.gov/articles/PMC13187405/
• Ferreira Danielle L. (2025). A memory based model for cartilage and meniscus segmentation in 3D knee MRI. DOI: 10.1038/s41598-025-31503-2. PMCID: PMC12804825. PMID: 41462583. License: https://creativecommons.org/licenses/by-nc-nd/4.0/ http://creativecommons.org/licenses/by-nc-nd/4.0/ This article is .... https://pmc.ncbi.nlm.nih.gov/articles/PMC12804825/

Safety Note

Health information can change, and individual risk depends on medical history, medications, pregnancy status, age, and diagnosis. Talk with a qualified clinician before changing treatment, supplement, or medication routines.