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Record W6977287707 · doi:10.6084/m9.figshare.12851162

Natural disease progression in finger osteoarthritis: results from a 10 year follow-up cohort

2020· article· en· W6977287707 on OpenAlexaboutno aff

Bibliographic record

VenueFigshare · 2020
Typearticle
Languageen
FieldMedicine
TopicOsteoarthritis Treatment and Mechanisms
Canadian institutionsnot available
Fundersnot available
KeywordsOsteoarthritisCohortNatural historyRadiographyLogistic regressionUnivariate analysisDiseaseCohort study

Abstract

fetched live from OpenAlex

Objective: Limited evidence is available about long-term natural disease progression in hand osteoarthritis (HOA). The objective is to study natural radiographic and clinical disease progression in HOA after longer follow-up (i.e. 10 years) and to identify predictors for progression. Method: At baseline (T0), 270 patients with HOA were included in the Belgian HOA register. The majority (84.8%) was female and the mean age was 62.9 years. In total, 154 (57%) and 106 (39.3%) patients consented to follow-up after approximately 5 (T1) and 10 years (T2), respectively. Clinical and functional outcome measures were collected. Hand radiographs were taken and scored according to the anatomical phase scoring system. Results: At T2, most of the patients (73.3%) showed any radiographic progression compared to T0. Remodelling was most frequently seen and new erosive joints rather rarely. Functional Index for Hand Osteoarthritis (0–30) and Australian/Canadian Osteoarthritis Hand Index function (0–90) increased over time, from 8.8 to 9.9 (p = 0.017) and 39.3 to 41.9 (p = 0.035), respectively, after T2. Visual analogue scale pain (0–100) did not change (40.2 to 38.6 from T0 to T2, p = 0.656). Univariate and multivariate logistic regression retained baseline soft-tissue swelling [odds ratio (OR) 8.20 and 8.76, respectively], higher levels of pain (OR 4.08 and 4.30), and number of baseline erosive joints (OR 31.82 and 30.02) as significant predictors for radiographic progression. Conclusions: Significant radiographic progression is seen over time in HOA. While pain remains similar after 10 years, functional status declines. Patients with soft-tissue swelling, high levels of pain, and already erosive disease at baseline are prone to progression over time.

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 score0.011
Threshold uncertainty score0.023

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0010.000
Insufficient payload (model declined to judge)0.0010.001

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 head0.026
GPT teacher head0.266
Teacher spread0.240 · 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
Published2020
Admission routes1
Has abstractyes

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