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Record W4297108325 · doi:10.1007/s00167-022-07172-3

Arthroscopic rotator cuff repair: patients with physically demanding work have significantly worse time to return to work, level of employment, and job loss

2022· article· en· W4297108325 on OpenAlexaboutno aff
Pietro Feltri, Andrea Stefano Monteleone, Francesco Marbach, Giuseppe Filardo, Christian Candrian

Bibliographic record

VenueKnee Surgery Sports Traumatology Arthroscopy · 2022
Typearticle
Languageen
FieldMedicine
TopicShoulder Injury and Treatment
Canadian institutionsnot available
Fundersnot available
KeywordsRotator cuffMedicinePhysical therapyDashWork (physics)CuffSurgery

Abstract

fetched live from OpenAlex

PURPOSE: The purpose of this study was to determine the results of arthroscopic rotator cuff repair (ARCR) in terms of return to work (RTW). METHODS: Inclusion criteria were working patients who underwent ARCR for rotator cuff rupture at the study site between 2008 and 2020 and minimum 12 months of follow-up. Patients were stratified based on the physical demand of their work according to the Canadian Classification and Dictionary of Occupations. The primary outcomes were time to RTW, level of employment (LoE), change of tasks, and work loss. Secondary outcomes included the return to sports activities, EQ-VAS, EQ-5D-5L, DASH, and Oxford Shoulder Score. RESULTS: Three-hundred and eighty-three patients were enrolled; at the follow-up evaluation, fifty-three patients (13.8%) lost their job, with a percentage of 34.4% (eleven patients) in the heavy-work category, and five patients (1.3%) chose early retirement. Other twenty-six patients (6.8%) had to lower their level of employment, and twenty patients (5.2%) changing their tasks, with 279 patients (72.9%) returning to their previous work activity. RTW was obtained at a mean time of 4.7 ± 4.6 months, ranging from 3.8 ± 3.1 months in the sedentary work vs 5.8 ± 2.8 months in the very heavy-work category (p = 0.015). The mean EQ-VAS score was 77.3 ± 18 points, the mean Oxford Shoulder Score was 43.4 ± 7.2 points, and the mean DASH score was 9.9 ± 14.5 points; 75.3% returned to their previous level of sport activity. CONCLUSIONS: The success of ARCR in terms of RTW is not always complete and varies significantly based on the physical demand of the patient's job. Patients with physically demanding work have a significantly higher time to RTW, reduction of the LoE, and job loss rate, thus affecting the possibility to have a satisfactory return to their previous life. The findings are of clinical relevance since they can help the surgeons to give their patients reliable expectations and to correctly plan the post-operative management. LEVEL OF EVIDENCE: IV.

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)0.001
metaresearch head score (Gemma)0.002
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 score0.002
Threshold uncertainty score0.007

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
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)0.0020.000

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 head0.030
GPT teacher head0.272
Teacher spread0.242 · 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".

Quick stats

Citations15
Published2022
Admission routes1
Has abstractyes

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