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Diagnostic methods of the impact on the life’s quality of lumbar pain syndromes in workers of harmful industries

2022· article· en· W4281680104 on OpenAlexaboutno aff
А Б Бакиров, L.Kh. Salavatova, Elena R. Abdrakhmanova, Lyaylya M. Masyagutova, Raisa A. Alakaeva, Elvira F. Gabdulkhaeva, A.S. Khafizova

Bibliographic record

VenueRussian Journal of Occupational Health and Industrial Ecology · 2022
Typearticle
Languageen
FieldMedicine
TopicMusculoskeletal pain and rehabilitation
Canadian institutionsnot available
Fundersnot available
KeywordsMedicinePhysical therapyLumbarQuality of life (healthcare)Physical examinationBack painLow back painNursingSurgeryAlternative medicine

Abstract

fetched live from OpenAlex

Occupational diseases associated with pain syndrome in the lower part are one of the most common causes of physical and psychological health disorders. Lower back pain (LBP) also affects labor productivity and the social sphere of life and is becoming an increasingly important factor in the growth of medical care costs. The study aims to research a comprehensive study of the impact of chronic LBP on the quality of life of workers in unfavorable conditions of metallurgical production. Experts have carried out a hygienic assessment of working conditions according to the data of the special assessment of working conditions cards, a questionnaire (a questionnaire of disorders of vital activity in Oswestrovsky's lower back pain, a questionnaire of McGill's pain) and a clinical examination of 132 employees (men) of various industries of the metallurgical enterprise. We analyzed the results of additional instrumental examination methods: radiography of the lumbar spine and electroneuromyography of the nerves of the lower extremities. Under the working conditions of workers of the leading professions of metallurgical production, combined and combined effects of harmful production factors are characteristic, the integral assessment of which corresponds to class 3.2. The severity of the labor process among employees of the studied professions was within classes 2.0.-3.1. According to the McGill questionnaire experts have found statistically significant differences in the main occupational groups: the highest pain indicators were in the group of wire-drawing workers (index - 7.5±4.9; rank - 14.6±10.2) and drivers of intra-factory vehicles (index - 6.9±4.4; rank - 15.1±11.3). After the treatment there were positive dynamics in the values of rank indicators on the affective and evaluative scales (p<0.05). Researchers have identified statistically significant differences between all the studied groups (F=2.55, p=0.041), when using the Oswestrovsky questionnaire. There were degenerative-dystrophic changes of the spine on radiographs of the lumbar spine. According to the results of an electroneuromyographic study, the authors revealed signs of dysfunction at the level of segments L5-S1-2 of the lumbosacral spine. As a result of the study, we have revealed the relationship between the early detection of disorders of the musculoskeletal system with the peculiarities of the labor process and the deterioration of the quality of worker’s life in the production of hardware. To assess the intensity of LBP in workers engaged in harmful working conditions, it is possible to use the McGill and Oswestrovsky pain questionnaires. The detection of pain syndrome and early rehabilitation in people with occupational diseases of the musculoskeletal system contributes to prolonging the working age and improving the quality of life in people with physical overload in the workplace.

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)0.011
metaresearch head score (Gemma)0.016
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.017
Threshold uncertainty score0.992

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0110.016
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.112
GPT teacher head0.438
Teacher spread0.326 · 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.

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

Citations2
Published2022
Admission routes1
Has abstractyes

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