Evidence map›Paper›PMID 41726568›Full record

ArticleOpen life sciences2026

Production of a risk mitigation matrix and four-grade threshold scale using Cox Regression to predict osteoarthritis development.

Laura Jane Coleman, John L Byrne, Stuart Edwards, Rosemary O'Hara

Abstract read
In one paragraph

Article in Open life sciences, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Laura Jane ColemanSouth East Technological University, Kilkenny Road Campus, Kilkenny Road, Carlow, Ireland.ORCID https://orcid.org/0009-0002-5788-0603
John L ByrneSouth East Technological University, Kilkenny Road Campus, Kilkenny Road, Carlow, Ireland.
Stuart EdwardsUPMC Aut Even Hospital, Freshford Road, Kilkenny, Ireland.
Rosemary O'HaraSouth East Technological University, Kilkenny Road Campus, Kilkenny Road, Carlow, Ireland.ORCID https://orcid.org/0000-0001-9875-9514

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Prognostic markers have become essential in predicting disease progression, particularly in osteoarthritis (OA), where early detection can improve clinical outcomes. This study applied survival analysis, specifically the Cox proportional hazards model, to evaluate the role of biomarkers (IL-6, TNF-α, and MPO) in OA progression. A risk mitigation matrix was developed to stratify individuals based on Xbeta values obtained through Cox Regression, allowing for an evidence-based approach to risk classification. A four-grade threshold scale was constructed to refine diagnostic precision by categorising risk into four levels. The study found that IL-6 concentrations ≥ 6.95 pg/mL, TNF-α ≥ 40.51 pg/mL, and MPO ≥ 5.45 pg/mL were indicative of early-stage OA, while hazard thresholds marked advanced disease risk. The risk mitigation matrix aligned with these findings, demonstrating its applicability in clinical decision-making. Integrating Cox Regression with Discriminant Function Analysis (DFA) improved validation, ensuring robust risk stratification. These findings contributed to advancing OA diagnostics by providing quantitative thresholds for early intervention.

Indexed as

inflammatory biomarkerspredictive diagnosticsrisk classificationsurvival analysistranslational medicine

Identifiers

PMID41726568
PMCPMC12917557

What Socratic holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.