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Record W4396982963 · doi:10.69520/jipe.v5i.159

Demystifying Organizational Health: What Is It And Why Does It Matter?

2023· article· en· W4396982963 on OpenAlexaffabout
Fatima Momin, Tanvi Joshi, Chelsea Alasa-As

Bibliographic record

VenueJournal of innovation in polytechnic education. · 2023
Typearticle
Languageen
FieldHealth Professions
TopicOccupational Health and Safety Research
Canadian institutionsHumber Polytechnic
Fundersnot available
KeywordsKnowledge managementBusinessComputer science

Abstract

fetched live from OpenAlex

As organizations seek to develop high-level leadership skills, improve employee engagement and work towards long-term growth, the theory and application of organizational health has begun to gain increasing importance both in the business world and in academia. This article provides an overview of key concepts of organizational health by dismantling commonly held myths on the topic. It emphasizes the role of leadership, growth mindset, creativity, innovation, psychological safety and vulnerability-based trust in this process. Maintaining consistency across these practices is critical to gaining long-term results. Benefits of organizational health include psychologically empowered employees, increased employee engagement, improved communication, strong leadership, higher profits and sustainable organizational growth. The article concludes by highlighting the need for the development of organizational health within the Canadian context, particularly for marginalized groups.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Commentary · Consensus signal: none
Teacher disagreement score0.609
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.005
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.090
GPT teacher head0.489
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.

Study designObservational
Domainnot available
GenreCommentary

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

Citations0
Published2023
Admission routes2
Has abstractyes

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