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Record W7135160243

Haptical Recording Experience: Exploring the iceberg model as a physical tool for decision-making in systemic design oriented leadership

2023· article· en· W7135160243 on OpenAlexaff
Pelin Celik

Bibliographic record

VenueOCAD University Open Research Repository (OCAD University) · 2023
Typearticle
Languageen
FieldComputer Science
TopicChaos, Complexity, and Education
Canadian institutionsOntario College of Art and Design
Fundersnot available
KeywordsIcebergInterdependenceMental modelEmpathySystems thinkingCausal loop diagramViable system model
DOInot available

Abstract

fetched live from OpenAlex

The iceberg model, derived from systems thinking, is one of the powerful methods for understanding the hidden dynamics and complexities that influence decision-making. By examining the various layers of the iceberg metaphorically, one can gain a deeper understanding of the interconnectedness and interdependencies within systems, enabling one to make more informed and connected decisions and foster sustainable change in a complex world. By employing the iceberg model, systemic design oriented leadership could gain a holistic understanding of the hidden dynamics that drive behaviours and outcomes within their organisations. Such leadership could even enhance a learning culture that encourages the exploration of mental models, challenges assumptions and promotes critical thinking. Through dialogue and reflection, leaders could surface underlying beliefs and values, thereby supporting a deeper understanding and empathy within the organisation. Leadership that embraces the iceberg model might effectively drive sustainable change. By focusing on mental models and systemic structures, systemic design oriented leaders can design interventions that address the root causes of challenges rather than applying quick fixes. This approach fosters a culture of continuous improvement and adaptability, positioning the organisation for long-term success. This paper explores the application of the iceberg model as a physical play in systemic design oriented leadership, highlighting its significance in identifying and addressing underlying factors that impact organisational behaviour and performance.

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)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.965
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.003
Science and technology studies0.0020.000
Scholarly communication0.0010.003
Open science0.0040.001
Research integrity0.0000.001
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 head0.395
GPT teacher head0.386
Teacher spread0.009 · 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 designTheoretical or conceptual
Domainnot available
GenreEmpirical

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 routes1
Has abstractyes

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