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Record W4381948485 · doi:10.1002/acp.4102

Thinking in the digital age: Everyday cognition and the dawn of a new age of metacognition research

2023· article· en· W4381948485 on OpenAlexaff
Evan F. Risko, Megan O. Kelly

Bibliographic record

VenueApplied Cognitive Psychology · 2023
Typearticle
Languageen
FieldNeuroscience
TopicFunctional Brain Connectivity Studies
Canadian institutionsUniversity of Waterloo
Fundersnot available
KeywordsMetacognitionCognitionPsychologyContext (archaeology)Set (abstract data type)Cognitive scienceCognitive psychologyFrontierSocial cognitionVolition (linguistics)Computer science

Abstract

fetched live from OpenAlex

Abstract The special issue “Rethinking Cognition in a Digital Age” features a diverse set of contributions examining interactions between cognition and technology. In this commentary, we draw connections between this work and similar efforts in the everyday cognition tradition that emphasizes the importance of examining cognition in context. In addition, using the present contributions as inspiration, we suggest that one of the key directions for future research will be metacognitive. That is, with technology increasingly performing cognitive functions for us, understanding how we monitor and control internal and external cognitive resources to achieve our goals represents an important and exciting new frontier in cognitive psychology.

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)0.009
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
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 score0.484
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.009
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.002
Scholarly communication0.0000.000
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 head0.180
GPT teacher head0.404
Teacher spread0.225 · 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

Citations7
Published2023
Admission routes1
Has abstractyes

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