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Record W4206868853

[Disability management in the international context: a systematic review of reviews].

2021· article· en· W4206868853 on OpenAlexaboutno aff
Giuseppe La Torre, Silvia Paoletti, Ferdinando Petronzi, Cristina Sestili

Bibliographic record

VenuePubMed · 2021
Typearticle
Languageen
FieldHealth Professions
TopicOccupational health in dentistry
Canadian institutionsnot available
Fundersnot available
KeywordsSystematic reviewContext (archaeology)ScopusMedicineNarrative reviewMental healthMEDLINEPsychologyPolitical sciencePsychiatryGeography
DOInot available

Abstract

fetched live from OpenAlex

SUMMARY: Background. Disability Management (DM) was born to improve workers' health and to optimize return to work for people with disabilities. Objectives. The objective of this study was to elaborate a review of reviews published in literature on the use of Disability Management in international contexts and the strategies used to facilitate the return to work for individuals with cronic disabilities or post injury. Methods. The present review was carried out by consulting the Pubmed and Scopus database from 1994 to January 2021, according to the PRISMA guidelines. Initially, the duplicates were removed. Then, the eligible studies were selected through a multistep approach (title evaluation, abstract and full-text). The systematic reviews were evaluated using the AMSTAR method, while for the narrative reviews the INSA scale was used. Results. The research produced 186 results. Following the removal of the duplicates and articles with no available or not pertinent full text, 51 reviews were included: 17 systematic and 34 narrative. The analyzed studies were related to the DM policies of the United States, Canada and UK. Ten topics emerged, the most frequent ones including: possible solutions to adopt in the event of workers with musculo-skeletal diseases (50% of the studies); legal matters regarding issues of mental health and stress (41.2%). The quality of the articles was generally high. Discussion. The systematic review showed that the research activity on DM is conducted mainly in the Anglo-Saxon world. This review can give some interesting insights for the full implementation of DM at the national level.

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)0.006
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.794
Threshold uncertainty score0.357

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0060.003
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)0.0000.000

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 head0.146
GPT teacher head0.456
Teacher spread0.310 · 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 designSystematic review
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
Published2021
Admission routes1
Has abstractyes

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