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Record W4321639668 · doi:10.1093/ageing/afab219.103

103 ORTHOGERIATRIC SERVICES IN THE FACE OF COVID-19

2021· article· en· W4321639668 on OpenAlexaboutno aff
N Davey, A McFeely, P Doyle, Aidan Stankard, S Coveney, N Alsubie, J O'Connor, B Conlon, P.R.W. Monahan, P Byrne, D Britton, T Halpin, S McShane, I Sohail, Olwyn Lynch, Mian Basit, B NiBhuachalla, Martin Mulroy, Helen O’Brien

Bibliographic record

VenueAge and Ageing · 2021
Typearticle
Languageen
FieldMedicine
TopicCOVID-19 and healthcare impacts
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineHip fractureQuarter (Canadian coin)IrishCoronavirus disease 2019 (COVID-19)National Service FrameworkPandemicEmergency medicineMedical emergencyOlder peopleOsteoporosisInternal medicineGerontology

Abstract

fetched live from OpenAlex

Abstract Background Nationally agreed standards improve the level of care delivered to all older, frail, multi-morbid patients presenting with hip fractures. Dedicated Orthogeriatric services allow for these standards to be achieved in a multi-disciplinary team (MDT) setting. As the COVID-19 pandemic reached our shores, the model of care set out by the Irish Hip Fracture Standards (IHFS) was under threat. Our dedicated Orthopaedic Trauma ward became an acute COVID ward and the Orthogeriatric service was re-deployed to acute medicine for Quarter 2. Methods Using the Irish Hip Fracture Database, local data was analysed and compared with national data from Quarter 1 to 4 (Q1–4) in 2020. Results When comparing local IHFS’s with national figures, ongoing challenges and future goals are highlighted. In 2020, there were 222 hip fracture patients (mean age 81.8 years) in our hospital. Standard 1, time to the ward <4 hours, stands at 71% locally (national average 33%). Standard 2, time to theatre <48 hours, is an ongoing challenge and remains at 66% (national average 75%). Standard 3, pressure ulcer rate, was the same as the national average at 3%. Standards 4, 5 and 6 in our hospital stand at 87% (national averages of 82%, 91% and 85% respectively). In Q1, 56%, or over 1 in every 2 patients with hip fractures, met all of the Irish Hip Fracture Standards in our hospital. In Q2, only 18% of patients met all of the IHFS’s. Q3 saw improvements with 47% of all hip fracture patients achieving all IHFS’s. Q4 showed maintenance with 45% of all patients achieving all IHFS’s. Conclusion These findings highlight the need for a dedicated Orthogeriatric Service and Orthopaedic ward at all times. Going forward with the risk of future waves and the emergence of new variants, every effort should be made to maintain a comprehensive orthogeriatric service to minimise a negative impact on patient care.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.538
Threshold uncertainty score0.243

Codex and Gemma teacher scores by category

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

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 head0.049
GPT teacher head0.368
Teacher spread0.320 · 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.

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
Published2021
Admission routes1
Has abstractyes

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