MétaCan
Menu
← Back to cohort
Record W4399275774 · doi:10.3899/jrheum.2024-0111

Deciding to Attend the Emergency Department: Experiences of Patients With Inflammatory Arthritis

2024· article· en· W4399275774 on OpenAlexaffvenueabout
Emilie Pianarosa, Pam Roach, Claire Barber, Brian R. Holroyd, Patrick McLane, Steven J. Katz, Meghan J. Elliott, Nazret Russon, Clare Hildebrandt, Kelsey Chomistek, Eileen Davidson, Stephanie Keeling, Cheryl Barnabé

Bibliographic record

VenueThe Journal of Rheumatology · 2024
Typearticle
Languageen
FieldMedicine
TopicRheumatoid Arthritis Research and Therapies
Canadian institutionsAlberta HealthResearch CanadaAlberta Health ServicesUniversity of AlbertaArthritis Research Centre of CanadaUniversity of Calgary
Fundersnot available
KeywordsMedicineEmergency departmentInflammatory arthritisArthritisMedical emergencyPhysical therapyFamily medicineInternal medicineNursing

Abstract

fetched live from OpenAlex

OBJECTIVE: Patients may use emergency departments (EDs) to meet their health needs when ambulatory care systems are not sufficient. We aim to describe contributing factors to the decision made by persons with inflammatory arthritis (IA) to present to the ED, as well as their experiences of ED care and postdischarge follow-up. METHODS: An embedded mixed-methods approach was taken to contextualize quantitative data with associated free-text responses from an online survey distributed to residents of Alberta with a known IA condition and an ED visit. RESULTS: Eighty-two persons (63% aged 16-55 years, 48% female, 50% urban residents) with rheumatoid arthritis (48%), psoriatic arthritis (12%), spondyloarthritis (6%), or gout (34%) completed the survey. Presenting concerns were arthritis flare (37%), chest pain (15%), injury (12%), and infection (11%). Of all visits, 29% proceeded directly to the ED, 35% attempted accessing ambulatory care first, and 32% arrived for a return visit. In presentations for arthritis flare, patients were aware of the rheumatology service being contacted by the ED provider for advice in just 9% of events. Challenges in healthcare system coordination and system pressures resulted in patients requiring ED attendance to assess their concern. The quality of communication and relationality developed between patients with IA and healthcare providers informed experiences of ED care. CONCLUSION: Modifying rheumatology ambulatory care models could better meet patient needs and ultimately reduce avoidable ED use by patients with IA.

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)0.002
metaresearch head score (Gemma)0.009
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.009
Threshold uncertainty score0.018

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.009
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0040.002
Scholarly communication0.0030.002
Open science0.0010.003
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0030.000

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 head0.009
GPT teacher head0.262
Teacher spread0.253 · 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 designQualitative
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

Citations4
Published2024
Admission routes3
Has abstractyes

Explore more

Same venueThe Journal of Rheumatology→Same topicRheumatoid Arthritis Research and Therapies→French-language works237,207→