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Record W2999181320

Osteoarthritis is as severe as rheumatoid arthritis: evidence over 40 years according to the same measure in each disease.

2019· article· en· W2999181320 on OpenAlexaboutno aff
Theodore Pincus, Yusuf Yazıcı, Kathryn Gibson, Martin Bergman, Joel A. Block

Bibliographic record

VenuePubMed · 2019
Typearticle
Languageen
FieldMedicine
TopicRheumatoid Arthritis Research and Therapies
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineOsteoarthritisRheumatoid arthritisPhysical therapyWOMACVisual analogue scaleRheumatologyArthritisDiseaseSeverity of illnessInternal medicineAlternative medicinePathology
DOInot available

Abstract

fetched live from OpenAlex

Osteoarthritis (OA) may be associated with substantial work disability, morbidity, costs, and increased mortality rates, often similar to rheumatoid arthritis (RA), documented in many published reports over the last 4 decades. However, OA generally has been viewed as less severe than RA. This discrepancy may be explained in part by:a) RA may have been considerably more severe in the past, prior to effective therapies.b) most older individuals have radiographic joint damage, which often is not associated with clinical symptoms.c) RA is associated with abnormal laboratory tests, which are regarded as conveying greater significance than symptoms of pain and disability according to a "biomedical model," the dominant paradigm of modern medicine.d) Most reports of OA and RA have emphasised differences between the 2 diseases even beyond laboratory abnormalities in pathogenesis, physical findings, and imaging.e) Even pain and functional disability seen in both diseases are assessed using different patient self-report questionnaires, a WOMAC (Western Ontario McMaster Universities osteoarthritis index) in OA, and HAQ (health assessment questionnaire) in RA.An identical measure is required for optimal direct comparisons, which has been used in 8 studies performed between 1979 and 2019 at 8 sites in North America, Europe, and Australia. These studies were primarily based on retrospective analyses at sites which collected a patient questionnaire in routine clinical care by all patients at all visits to inform clinical decisions. A pain visual analogue scale (VAS) was higher in OA compared to RA in 11/12 patient groups, while physical function on a HAQ (health assessment questionnaire) or derivative MDHAQ (multidimensional HAQ) and RAPID3 (routine assessment of patient index data) were slightly higher in RA before 2013 and higher in OA in later reports. Furthermore, a study of population-based data from the 1978 US Health Interview Survey indicated similar levels of disability and earnings losses according to surrogate variables for OA and RA. Therefore, at least over the last 40 years, pain and functional disability in OA have appeared to be severe and similar to RA. These observations also-illustrate the potential value of using an identical patient questionnaire in all patients at all visits in routine care settings, analogous to using the same laboratory tests such as erythrocyte sedimentation rate (ESR) or C-reactive protein (CRP) in all rheumatic diseases, and maintaining a database of the results for later analyses.

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)0.018
metaresearch head score (Gemma)0.042
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: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.018
Threshold uncertainty score0.095

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0180.042
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0030.003
Bibliometrics0.0130.011
Science and technology studies0.0010.003
Scholarly communication0.0040.003
Open science0.0020.002
Research integrity0.0030.002
Insufficient payload (model declined to judge)0.0030.001

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 head0.020
GPT teacher head0.261
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

Citations31
Published2019
Admission routes1
Has abstractyes

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