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Record W4410362868 · doi:10.22316/poc/10.1.05

Predictive Processing: A Common Mechanism for Learning in Coaching Practice

2025· article· en· W4410362868 on OpenAlexvenueno aff
Henry Mark Ross Campion

Bibliographic record

VenuePhilosophy of Coaching An International Journal · 2025
Typearticle
Languageen
FieldPsychology
TopicMental Health Research Topics
Canadian institutionsnot available
Fundersnot available
KeywordsCoachingMechanism (biology)Computer sciencePsychologyProcess managementBusinessEpistemologyPsychotherapist

Abstract

fetched live from OpenAlex

Coaching is a well-established practice. Yet given the many different approaches bearing the label coaching, all claiming to be at least as effective as the others, scholars and practitioners are left struggling to come up with a common conceptual framework. Here I propose that coaching approaches are united by a single learning mechanism to which we are all subject. Predictive Processing (PP) is an emerging theory of brain functioning which explains how humans learn by making and correcting ‘prediction errors.’ Since all coaching involves learning, working with this mechanism, whether explicitly or implicitly, is a key element in how coaching helps clients to achieve their aims. By expanding the common ground for dialogue between followers of different traditions, I hope it can contribute to the development of a more coherent theoretical foundation for coaching. By explaining the principles of PP and how they are reflected in models of learning and coaching practice, I also hope to show how they can help refine and deepen practitioners’ understanding of how coaching works.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.557
Threshold uncertainty score0.548

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0010.000
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 head0.081
GPT teacher head0.476
Teacher spread0.395 · 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.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations1
Published2025
Admission routes1
Has abstractyes

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