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Record W4416499049 · doi:10.1186/s12982-025-01131-2

Exploring the challenges and impact of work-related shoulder disorders on North American firefighters: an interpretive description

2025· article· en· W4416499049 on OpenAlexafffund
Temitope Osifeso, Joy C. MacDermid, Dorala Berinyuy, Mike Szekeres, Pulak Parikh, Kenneth J. Faber

Bibliographic record

VenueDiscover Public Health · 2025
Typearticle
Languageen
FieldHealth Professions
TopicOccupational Health and Performance
Canadian institutionsLawson Health Research InstituteSt Joseph's Health CareHand and Upper Limb ClinicWestern University
FundersCanadian Institutes of Health Research
KeywordsQualitative researchPerspective (graphical)Identification (biology)Process (computing)MEDLINE

Abstract

fetched live from OpenAlex

Rationale: Firefighters (FFs) are exposed to physically demanding tasks that increase their risk of work-related shoulder disorders (WSDs). Despite the critical nature of their work, qualitative research remains limited in exploring the impact of WSDs on their well-being, as well as the challenges they encounter within the workplace and healthcare system. Objectives: To explore: (1) The impact of WSDs on the well-being and job performance of FFs, (2) The occupational health challenges encountered by FFs with WSDs during recovery. Methods: A total of 14 FFs (Males = 9, Females = 5) between 26 and 63 years old experiencing WSDs were purposefully sampled by sex and geographical location. Data was collected through virtual one-on-one semi-structured interviews and transcribed verbatim. Interpretive description methodology was used, and data was analyzed using thematic analysis. Findings: Firefighters with WSDs indicated that pain and mobility limitations significantly impaired their ability to perform critical job tasks such as lifting, reaching, and administering life-saving interventions. In their personal lives, WSDs disrupt routine activities, fitness, and family interactions. Sleep deprivation due to pain and shift work further exacerbates physical and cognitive strain, impacting their job performance. Occupationally, FFs reported lost work time, financial strain, and career setbacks due to modified duties, often leading to feelings of guilt, isolation, and diminished professional identity. Additionally, operational challenges related to poorly designed firefighting equipment and protective gear were reported to increase the risk of re-injury, particularly for female FFs and those with smaller statures. Lastly, healthcare challenges such as lack of tailored health care protocols and suboptimal intervention programs were reported. Conclusion: This study underscores the complex interplay of physical, occupational, and psychosocial factors in shaping firefighters' experiences with WSDs. This emphasizes the need for ergonomic improvements, better healthcare protocols, and psychosocial support to improve the well-being of FFs with WSDs. Supplementary Information: The online version contains supplementary material available at 10.1186/s12982-025-01131-2.

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)0.000
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 score0.346
Threshold uncertainty score0.507

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.001
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 head0.199
GPT teacher head0.445
Teacher spread0.246 · 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

Citations1
Published2025
Admission routes2
Has abstractyes

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