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Record W2041941380 · doi:10.1002/acr.22518

What Do People With Knee or Hip Osteoarthritis Need to Know? An International Consensus List of Essential Statements for Osteoarthritis

2014· article· en· W2041941380 on OpenAlexaff
Simon French, Kim L. Bennell, Philippa Nicolson, Paul W. Hodges, Fiona Dobson, Rana S. Hinman

Bibliographic record

VenueArthritis Care & Research · 2014
Typearticle
Languageen
FieldMedicine
TopicOsteoarthritis Treatment and Mechanisms
Canadian institutionsQueen's University
FundersNational Health and Medical Research Council
KeywordsDelphi methodDelphiRanking (information retrieval)CLARITYFocus groupTerminologyOsteoarthritisMedicinePsychologyMedical educationPhysical therapyAlternative medicineBusinessComputer scienceMarketingInformation retrieval

Abstract

fetched live from OpenAlex

OBJECTIVE: To establish priority key messages for patients with osteoarthritis (OA). METHODS: A Delphi survey and priority pairwise ranking activity was conducted. Participants included 51 OA experts from 13 countries and 9 patients (consumers) living with hip and/or knee OA. During 3 Delphi rounds, the panel of experts and consumers rated recommendations extracted from clinical guidelines and provided additional statements they considered important. When ≥70% of panel members agreed a statement was "essential," it was retained for the next Delphi round. The final list of essential statements was reviewed by a consumer focus group and statements were modified for clarity if required. Finally, a priority pairwise ranking activity determined the rank order of the list of essential messages. RESULTS: Eighty-five experts and 15 consumers were invited to participate; 51 experts and 9 consumers completed round 1 of the Delphi survey, and 43 experts and 8 consumers completed the final priority ranking activity. From an original list of 114 statements, 21 statements were rated as essential. Most statements (n = 17) related to nondrug treatment approaches for OA. Study limitations included that >50% of the panel comprised of physical therapists lead to high rankings of exercise and physical activity statements and also that only English-language statements were considered. CONCLUSION: OA experts and consumers have identified and prioritized 21 key patient messages about OA. These messages may be used to inform the content of consumer educational materials to ensure patients are educated about the most important aspects of OA and its management.

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 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 score0.960
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.028
GPT teacher head0.369
Teacher spread0.341 · 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 teacher head, not a consensus.

Study designOther design
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

Citations90
Published2014
Admission routes1
Has abstractyes

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