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Perceptual Learning

2024· book-chapter· en· W4397027584 on OpenAlexaff
Maxime Doyon

Bibliographic record

Venuenot available
Typebook-chapter
Languageen
FieldNeuroscience
TopicEmbodied and Extended Cognition
Canadian institutionsUniversité de Montréal
Fundersnot available
KeywordsPerceptual learningPsychologyComputer sciencePerceptionArtificial intelligenceNeuroscience

Abstract

fetched live from OpenAlex

Abstract Over a lifetime, our perceptual capacities undergo transformations that impact our ability to recognize and process complex perceptual information. The result is ‘perceptual plasticity’, the ability to adapt and reorganize one’s sensory processing mechanisms and perceptual abilities in response to changes in sensory input, experiences, or dispositions. Progress in our understanding of perceptual plasticity’s first-personal manifestations is made by drawing insights from the phenomenological repertoire. This chapter makes this case by drawing attention to one specific class of phenomena—perceptual learning, viz. long-lasting perceptual change that results from practice or experience—and shows how phenomenology can contribute to the discussion over its nature and scope. It begins by analysing Husserl’s genetic phenomenology and shows how perceptions are informed by the weight of our experiential history. Starting from Merleau-Ponty, the chapter then analyses the body-schematic changes perceivers undergo when they develop perceptual skills and habits in response to changing situations and conditions.

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 categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.472
Threshold uncertainty score0.993

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0080.027

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 head0.049
GPT teacher head0.260
Teacher spread0.211 · 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; both teacher heads agree on what is shown here.

Study designTheoretical or conceptual
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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