MétaCan
Menu
Back to cohort
Record W4400364388 · doi:10.1093/occmed/kqae023.0991

O-198 IMPACT OF A WORK REHABILITATION PROGRAM ON FITNESS TO WORK AMONG WORKERS WITH CHRONIC LOWER BACK PAIN -A CASE OF KANSANSHI MINE, ZAMBIA

2024· article· en· W4400364388 on OpenAlexaff
Justine Bwalya

Bibliographic record

VenueOccupational Medicine · 2024
Typearticle
Languageen
FieldMedicine
TopicMusculoskeletal pain and rehabilitation
Canadian institutionsFirst Quantum Minerals (Canada)
Fundersnot available
KeywordsRehabilitationMedicinePhysical therapyWork (physics)Chronic painSick leavePhysical fitnessOccupational rehabilitationEngineering

Abstract

fetched live from OpenAlex

Abstract Introduction Chronic low back pain is a significant occupational health problem impacting a worker’s activities of daily living and work participation. At Kansanshi Mine a work rehabilitation pain management program was developed aimed at disability management, functional optimization and return to work for employees with chronic lower back pain. Methods A phased, 1-year structured, goal oriented and biopsychosocial approach modelled program was established in March 2022 and delivered within the mine lease by a multi-disciplinary team. Clients’ functional activities and fitness to work were assessed at enrolment and periodically using Functional Capacity Evaluations and comparing FCE results with job demands as indicated on the occupational risk exposure profile. Client attended x3 weekly group exercises sessions, individual & fortnight group psychotherapy sessions and monthly group information education counselling sessions. Permission to review program data was obtained from company management. Results and discussion Sixty-seven (67) employees with LBP were seen as of December 2022, mean age 41 years, males 94% and heavy mobile equipment operators 59%. A 30 % reduction in number of employees with low back pain issued with work restrictions was observed between 2021 and 2022. On fitness to work outcome, 50% of employees enrolled while on restricted and alternative duties and 25% on sick leave improved their fitness to work status to normal duty. Conclusion Chronic low back pain was commonest among heavy mobile equipment operators. A work rehabilitation pain management program can improve functional capacity and fitness to work outcomes. Employers should consider establishing work rehabilitation facilities as previously recommended in literature.

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)0.001
metaresearch head score (Gemma)0.002
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 score0.127
Threshold uncertainty score0.765

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.002
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.013
GPT teacher head0.337
Teacher spread0.324 · 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

Citations0
Published2024
Admission routes1
Has abstractyes

Explore more

Same venueOccupational MedicineSame topicMusculoskeletal pain and rehabilitationFrench-language works237,207