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Record W4402783746 · doi:10.5840/tht202492035

Recruitment Revisited

2023· article· en· W4402783746 on OpenAlexaff
Luke Kersten

Bibliographic record

VenueThought A Journal of Philosophy · 2023
Typearticle
Languageen
FieldHealth Professions
TopicHealthcare Systems and Challenges
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsEpistemologyPhilosophyMathematical economicsCognitive sciencePsychologyEconomics

Abstract

fetched live from OpenAlex

The extended mind thesis maintains that cognitive processes and systems can, on occasion, stretch to include parts of the brain, body, and world. One outstanding puzzle facing this view is the “recruitment puzzle”. The recruitment puzzle asks how cognisers are able to reliably recruit internal and external resources such that they form extended systems. Clark (2022) has recently suggested that predictive processing helps to address this puzzle. I argue that, while promising, Clark’s proposal remains incomplete. I suggest that Clark’s proposal can be productively extended by disambiguating two important senses of recruitment: ready-to-hand and adaptive recruitment. After outlining the recruitment puzzle and Clark’s proposal, I suggest that careful attention to these two senses of recruitment helps to reveal further constructive ways of developing the extended mind thesis.

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)0.009
metaresearch head score (Gemma)0.015
Version: metacan-v3-hybrid-931329e0061cValidation 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: Commentary · Consensus signal: none
Teacher disagreement score0.021
Threshold uncertainty score0.069

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0090.015
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.002
Bibliometrics0.0020.001
Science and technology studies0.0040.021
Scholarly communication0.0050.016
Open science0.0030.009
Research integrity0.0050.007
Insufficient payload (model declined to judge)0.0210.004

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 head0.360
GPT teacher head0.496
Teacher spread0.136 · 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 designTheoretical or conceptual
Domainnot available
GenreCommentary

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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