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Record W7132871993

Exploring Innovation Management Systems Adoption: A Multiple Case Study Approach

2024· other· en· W7132871993 on OpenAlexaboutno aff
Aldo Stornelli, Anahita Baregheh, Anu Suominen, Vilho Jonsson, Bailey Lähdesmäki

Bibliographic record

VenueTrepo - Institutional Repository of Tampere University · 2024
Typeother
Languageen
Field
Topic
Canadian institutionsnot available
Fundersnot available
KeywordsAmbidexterityInnovation managementExploratory researchSystematic reviewVariety (cybernetics)Knowledge economy
DOInot available

Abstract

fetched live from OpenAlex

This paper aims to explore how organisational ambidexterity development is linked to a systematic approach to managing innovation. Specifically, it focuses on the adoption of Innovation Management Systems, such as the recently developed ISO 56002. Therefore, this paper presents preliminary results of a planned exploratory research focusing on Small and Medium Sized Enterprises (SMEs), which will be carried out as a longitudinal international project. The research will be conducted in several European and Canadian Small SMEs with a series of semi-structured interviews. The preliminary results of our pilot cases based on 6 organizations reveal that SMEs are open to the systematic approach to innovation capability development and display systematic tendency for some capabilities, such as collaboration and leadership.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.698
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0030.002
Science and technology studies0.0000.000
Scholarly communication0.0000.001
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 head0.105
GPT teacher head0.246
Teacher spread0.142 · 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 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

Citations0
Published2024
Admission routes1
Has abstractyes

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