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Behavioral Integration at 30: Progress, Pitfalls and Prospective Directions

2024· article· en· W4400441335 on OpenAlexaff
Ciarán Heavey, Zeki Şimşek, Brian C. Fox, Craig Crossland, Aaron Hill, Ann Langley, Ryan Krause, Floor Rink, Ann Mooney Murphy, Richard J. Klimoski, Nathan J. Hiller

Bibliographic record

VenueAcademy of Management Proceedings · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicEarly Childhood Education and Development
Canadian institutionsHEC Montréal
Fundersnot available
KeywordsPsychology

Abstract

fetched live from OpenAlex

It has been nearly 30 years since Donald C. Hambrick published the seminal article entitled “Top Management Groups: A Conceptual Integration and Reconsideration of the ‘Team’ Label” that introduced the concept of behavioral integration. Defined as the degree to which the top management group “engages in mutual and collective interaction” (Hambrick, 1994: 188-189), behavioral integration has emerged as a unifying construct that captures the harmonisation of team processes at the strategic apex of the organisation. The article, which has been cited nearly 1500 times, significantly advanced upper-echelon research by opening up the black box of team process, allowing scholars to better explain the conditions under top management attributes are most likely to explain and predict strategic choice, behavior, and outcomes. The 30th anniversary of the article provides an opportune moment to reflect upon and synthesize the scholarly progress on the concept of behavioral integration, and to stimulate some new directions for future development of the concept.

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)0.057
metaresearch head score (Gemma)0.035
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: Review · Consensus signal: none
Teacher disagreement score0.057
Threshold uncertainty score0.304

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0570.035
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0050.007
Science and technology studies0.0070.031
Scholarly communication0.0160.036
Open science0.0040.014
Research integrity0.0080.022
Insufficient payload (model declined to judge)0.0130.003

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 head0.022
GPT teacher head0.339
Teacher spread0.317 · 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
GenreReview

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
Published2024
Admission routes1
Has abstractyes

Explore more

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