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Record W4388670680 · doi:10.33423/ajm.v23i4.6524

Constructs and Theoretical Connections of Disability Management Policies, Managerial Behaviours, and Return-To-Work Outcomes

2023· article· en· W4388670680 on OpenAlexaff
Mike Annett

Bibliographic record

VenueAmerican Journal of Management · 2023
Typearticle
Languageen
FieldHealth Professions
TopicOccupational Health and Safety Research
Canadian institutionsMacEwan University
Fundersnot available
KeywordsWork (physics)Process (computing)BusinessPsychologyPublic relationsProcess managementPolitical scienceComputer science

Abstract

fetched live from OpenAlex

The workplace reintegration of employees that have recovered from longer-term injury or illness is usually legally required and often challenging to complete. This article pertains to disability management policies, managerial behaviours, and return-to-work outcomes of such reintegration activities. Previous research has neglected the intermediary role of managers in the return-to-work process. To remedy this gap, descriptions and categorizations of pertinent disability management policies, manager behaviours, and outcomes, as well as theoretical explanations for the connections between these constructs, are presented. The central nature of managerial behaviours is noted. Consequently, the article provides structure to support additional research on the relationship between policies, behaviours, and outcomes. Further, the presented logical model offers pathway guidance for diagnostic and initiative actions for the reintegration of employees to 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)0.002
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 score0.272
Threshold uncertainty score0.463

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.034
GPT teacher head0.433
Teacher spread0.398 · 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
Published2023
Admission routes1
Has abstractyes

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