MétaCan
Menu
Back to cohort
Record W7122612270 · doi:10.7202/1122104ar

Inclusive Management in Public Administration: The Development of a Work-Centred Training Program

2025· article· fr· W7122612270 on OpenAlex
Beatriz Almeida, Maria Cadilhe, Marta Santos

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueRelations industrielles · 2025
Typearticle
Languagefr
FieldSocial Sciences
TopicEducational Leadership and Innovation
Canadian institutionsnot available
Fundersnot available
KeywordsInclusion (mineral)Work (physics)Promotion (chess)Participatory managementCitizen journalismManagement developmentFocus groupTraining (meteorology)Participatory action research

Abstract

fetched live from OpenAlex

In this article, we aim to understand how a training program can help managers promote inclusive management. We present the development and implementation of a work activity-centred training program for inclusive management in an institution of the Portuguese Public Administration. Using a mixed design-based research methodology, we brought 24 municipal managers into the development and implementation phases of the training program. We organized a focus group of managers to understand their experiences, constraints and training needs for the promotion of inclusive management in their work activity. Questions were put to them before, during and after program implementation. To promote inclusion actions in their work activity, we developed a 60-hour b-learning program. Our findings show the effectiveness of integrating work activity analysis and group reflection when co-creating the training program with participating managers to help them act in their work activity and meet the challenges of inclusive management. The managers reported they had improved their knowledge and resources for inclusive management in their work activity, particularly by thinking and creating together as a group. They valued the participatory and context-specific approach. We conclude that work activity-centred training programs can be key to enhancing the ability of managers to promote inclusive management. The participatory design fostered group learning, grounded in real work contexts, and helped the managers develop inclusion strategies. We provide insights into how inclusive management can be developed collectively, thereby showing the importance of collaboration between Academia and Public Institutions in the development of training programs.

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.

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: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.841
Threshold uncertainty score0.543

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.005
Science and technology studies0.0010.000
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 head0.132
GPT teacher head0.361
Teacher spread0.229 · 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