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Record W2011522939 · doi:10.1007/s00586-014-3355-2

Pain location matters: the impact of leg pain on health care use, work disability and quality of life in patients with low back pain

2014· article· en· W2011522939 on OpenAlexaff
Samantha Hider, David G. T. Whitehurst, Elaine Thomas, Nadine E. Foster

Bibliographic record

VenueEuropean Spine Journal · 2014
Typearticle
Languageen
FieldMedicine
TopicMusculoskeletal pain and rehabilitation
Canadian institutionsVancouver Coastal Health Research InstituteSimon Fraser UniversityVancouver Coastal Health
FundersVersus ArthritisKeele UniversityNational Institute for Health and Care Research
KeywordsMedicinePhysical therapyQuality of life (healthcare)NeurosurgeryWork (physics)Low back painHealth carePain managementAlternative medicinePhysical medicine and rehabilitationNursingPsychiatry

Abstract

fetched live from OpenAlex

PURPOSE: In low back pain (LBP) patients, those with radiating leg pain or sciatica have poorer pain and disability outcomes. Few studies have assessed the effect of leg pain on health care use and quality of life. METHODS: Prospective cohort study of 1,581 UK LBP primary care consulters. Back pain, employment, health care utilisation, and quality of life (EQ-5D) data were collected at baseline, 6 and 12 months. At baseline, patients were classified as reporting (1) LBP only, (2) LBP and leg pain above the knee only (LBP + AK) or (3) LBP and leg pain extending below the knee (LBP + BK). RESULTS: Self-reported leg pain was common; at baseline 645 (41 %) reported LBP only, 392 (25 %) reported LBP + AK and 544 (34 %) reported LBP + BK. Patients with LBP + BK, compared to those with LBP only, were significantly more likely to be unemployed, take time off work, consult their family doctor, receive physical therapy, or be referred to other health care practitioners. There were statistically significant decrements in EQ-5D scores for LBP + AK compared to LBP only, and for LBP + BK compared to LBP + AK (p ≤ 0.05 for all comparisons). CONCLUSIONS: Patients with self-reported leg pain below the knee utilise more health care are more likely to be unemployed and have poorer quality of life than those with LBP only 12 months following primary care consultation. The presence of leg pain warrants early identification in primary care to explore if targeted interventions can reduce the impact and consequences of leg pain.

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)0.016
metaresearch head score (Gemma)0.004
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 score0.029
Threshold uncertainty score0.543

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0160.004
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 head0.015
GPT teacher head0.291
Teacher spread0.275 · 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".

Quick stats

Citations64
Published2014
Admission routes1
Has abstractyes

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