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Mindful Organizing

2017· other· en· W4254071472 on OpenAlexaff
Boris H. J. M. Brummans

Bibliographic record

VenueThe International Encyclopedia of Organizational Communication · 2017
Typeother
Languageen
FieldBusiness, Management and Accounting
TopicJob Satisfaction and Organizational Behavior
Canadian institutionsUniversité de Montréal
Fundersnot available
KeywordsPerspective (graphical)NoticeInterdependenceScholarshipCompassionPublic relationsSociologyPsychologyKnowledge managementEngineering ethicsPolitical scienceComputer scienceEngineeringLawSocial science

Abstract

fetched live from OpenAlex

Mindful organizing focuses on cultivating organizational members' collective ability to notice unexpected events and correct errors. Hence, it is typically found in high reliability organizations ( HROs ). This Western perspective on mindful organizing is increasingly complemented by an Eastern perspective that centers on cultivating organizational members' ability to be present in the here‐and‐now and act with wisdom and compassion, based on continuous awareness of the impermanent, interdependent nature of phenomena. Engaging in Eastern mindful organizing is believed to benefit HROs and other types of organizations because it enables members to stabilize their attention, bounce back from unexpected events, and act creatively and ethically by using whatever is at hand in a given situation. This entry gives an overview of the scholarship on mindful organizing from these different perspectives and highlights the contributions of organizational communication scholars to this research.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.005
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.016
Threshold uncertainty score0.053

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.005
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.001
Science and technology studies0.0030.006
Scholarly communication0.0060.005
Open science0.0010.006
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0160.003

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 head0.014
GPT teacher head0.245
Teacher spread0.232 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreOther

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

Citations5
Published2017
Admission routes1
Has abstractyes

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