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Record W4297852670

Health-related quality of life in ANCA-associated vasculitis and item generation for a disease-specific patient-reported outcome measure

2018· article· en· W4297852670 on OpenAlexaboutno aff
Robson JC, J Dawson, Cronholm PF, N Milman, Kellom KS, S Ashdown, E Easley, Farrar JT, D Gebhart, G Lanier, McAlear CA, Jacqueline Peck, Luqmani RA, Shea JA, G Tomasson, Merkel PA

Bibliographic record

VenueDOAJ (DOAJ: Directory of Open Access Journals) · 2018
Typearticle
Languageen
FieldMedicine
TopicVasculitis and related conditions
Canadian institutionsnot available
Fundersnot available
KeywordsPatient-reported outcomeMeasure (data warehouse)MedicineQuality of life (healthcare)VasculitisHealth related quality of lifeANCA-Associated VasculitisDiseaseQuality (philosophy)Outcome (game theory)Intensive care medicineInternal medicineData miningComputer scienceNursingMathematics
DOInot available

Abstract

fetched live from OpenAlex

Joanna C Robson,1,2 Jill Dawson,3 Peter F Cronholm,4 Nataliya Milman,5 Katherine S Kellom,6 Susan Ashdown,7 Ebony Easley,8 John T Farrar,9 Don Gebhart,10,11 Georgia Lanier,10,11 Carol A McAlear,12 Jacqueline Peck,7 Raashid A Luqmani,7 Judy A Shea,13 Gunnar Tomasson,14 Peter A Merkel10,11 1Department of Rheumatology, Faculty of Health and Applied Sciences, University of the West of England, Bristol, UK; 2School of Clinical Sciences, University of Bristol, Bristol, UK; 3Department of Population Health (HSRU), University of Oxford, Oxford, UK; 4Department of Family Medicine and Community Health, University of Pennsylvania, Philadelphia, PA, USA; 5Division of Rheumatology, Department of Medicine, University of Ottawa, Ottawa Hospital Research Institute, Ottawa, ON, Canada; 6PolicyLab, Children’s Hospital of Philadelphia, Philadelphia, PA, USA; 7Nuffield Department of Orthopaedics, Rheumatology and Musculoskeletal Sciences, University of Oxford, Oxford, UK; 8Department of Family Medicine and Community Health, Mixed Methods Research Laboratory, University of Pennsylvania, Philadelphia, PA, USA; 9Biostatistics and Epidemiology, Hospital of the University of Pennsylvania, Philadelphia, PA, USA; 10Division of Rheumatology, Department of Medicine, University of Pennsylvania, Philadelphia, PA, USA; 11Department of Biostatistics and Clinical Epidemiology, University of Pennsylvania, Philadelphia, PA, USA; 12Vasculitis Research, University of Pennsylvania, Philadelphia, PA, USA; 13School of Medicine, University of Pennsylvania, Philadelphia, PA, USA; 14Department of Public Health Sciences, University of Iceland, Reykjavik, Iceland Objective: The antineutrophil cytoplasmic antibody (ANCA)-associated vasculitides (AAVs) are multisystem diseases of the small blood vessels. Patients experience irreversible damage and psychological effects from AAV and its treatment. An international collaboration was created to investigate the impact of AAV on health-related quality of life (HRQoL), and develop a disease-specific patient-reported outcome measure to assess outcomes of importance to patients.Methods: Patients with AAV from the UK, USA, and Canada were interviewed to identify salient aspects of HRQoL affected by AAV. The study was overseen by a steering committee including four patient research partners. Purposive sampling of interviewees ensured representation of a range of disease manifestations and demographics. Inductive analysis was used to identify themes of importance to patients; these were further confirmed by a free-listing exercise in the US. Individual themes were recast into candidate items, which were scrutinized by patients, piloted through cognitive interviews and received a linguistic and translatability evaluation.Results: Fifty interviews, conducted to saturation, with patients from the UK, USA, and Canada, identified 55 individual themes of interest within seven broad domains: general health perceptions, impact on function, psychological perceptions, social perceptions, social contact, social role, and symptoms. Individual themes were constructed into >100 candidate questionnaire items, which were then reduced and refined to 35 candidate items.Conclusion: This is the largest international qualitative analysis of HRQoL in AAV to date, and the results have underpinned the development of 35 candidate items for a disease-specific, patient-reported outcome questionnaire. Keywords: ANCA-associated vasculitis, quality of life, patient-reported outcomes, granulomatosis with polyangiitis, microscopic polyangiitis, eosinophilic granulomatosis with polyangiitis

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)0.007
metaresearch head score (Gemma)0.020
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 score0.007
Threshold uncertainty score0.037

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0070.020
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.002
Bibliometrics0.0010.002
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0010.002
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0020.000

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 head0.375
GPT teacher head0.518
Teacher spread0.144 · 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".

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Citations0
Published2018
Admission routes1
Has abstractyes

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