MétaCan
Menu
Back to cohort
Record W2758883429 · doi:10.1017/idm.2017.2

Approaches to Occupational Rehabilitation and Return to Work in Four Jurisdictions: A Cross-National Analysis From the Perspective of the ISSA Guidelines on Return to Work and Reintegration

2017· article· en· W2758883429 on OpenAlexaff
Donal McAnaney, Richard Wynne

Bibliographic record

VenueInternational Journal of Disability Management · 2017
Typearticle
Languageen
FieldSocial Sciences
TopicRetirement, Disability, and Employment
Canadian institutionsWorkplace Health, Safety and Compensation Commission
FundersQueensland GovernmentHealth Service ExecutiveWorld Bank Group
KeywordsContext (archaeology)WorkforceSocial workBusinessSocial securityOccupational safety and healthPublic relationsMedicinePolitical scienceEconomic growthEconomics

Abstract

fetched live from OpenAlex

The guidelines published by the International Social Security Association, ISSA Guidelines: Return to Work and Reintegration , provide a policy imperative towards early intervention for people with nonoccupational health conditions at risk of exiting the workforce and moving to disability dependency. Socioeconomic and fiscal imperatives have been demonstrated by the Organisation for Economic Co-operation and Development's (OECD) review on sickness, disability and work (OECD, 2010), and by an accumulating evidence base for effectiveness. This study explored how social protection agencies are responding in terms of employment rehabilitation services for employed people with acquired disabilities. Specifically, this study reviewed job retention and return processes for workers with nonoccupational health conditions from the perspective of the ISSA guidelines in four jurisdictions with differing system frameworks. The methods used included a review of relevant literature and web resources and gathering detailed system descriptions from national respondents. Although the jurisdictions differed in the concepts used, service context, the structure of welfare systems and eligibility criteria, there was evidence of an acknowledgement of the needs of employed people with disabilities. This was not, however, consistently reflected in procedures, processes or outcome measurements. While some promising characteristics were identified, there was substantial room for improvement in the job retention and return to work strategies of the relevant agencies in all four jurisdictions. It was concluded that the deployment of the ISSA Guidelines: Return to Work and Reintegration , published in 2013, had yet to make a substantial impact on services and approaches in the domain of nonoccupational health conditions in these jurisdictions.

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)0.004
metaresearch head score (Gemma)0.005
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 score0.180
Threshold uncertainty score0.629

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.295
GPT teacher head0.465
Teacher spread0.170 · 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

Citations8
Published2017
Admission routes1
Has abstractyes

Explore more

Same venueInternational Journal of Disability ManagementSame topicRetirement, Disability, and EmploymentFrench-language works237,207