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Implicit and Explicit Awareness of a Phonics Rule in the Word Recognition of Students With and Without Learning Disabilities

2001· article· en· W194107648 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
venuePublished in a venue whose home country is Canada.

Bibliographic record

VenueAlberta Journal of Educational Research · 2001
Typearticle
Languageen
FieldComputer Science
TopicText Readability and Simplification
Canadian institutionsBrock University
FundersUniversity of Oxford
KeywordsPhonicsPsychologyWord (group theory)Word recognitionLearning disabilityMathematics educationLinguisticsCognitive psychologyPrimary educationDevelopmental psychologyReading (process)

Abstract

fetched live from OpenAlex

This study investigates the ability of students with and without learning disabilities to learn a phonics rule implicitly and the ability of these students to report accurately about the rule verbally. Many researchers have argued that implicit learning denotes a form of learning that occurs without intention and results in adequate performance, but is not available to consciousness and so not verbalizable (Reber, 1993). Others have suggested that this inability to verbalize may not be as definite as originally thought (Ericsson & Simon, 1993). This study examined the implicit learning and explicit knowledge capabilities of students between the ages of 10 and 12 with and without learning disabilities. Students acquired knowledge implicitly about the pronunciation of pseudo words that were governed by one of two phonics rules. They were then asked to verbalize explicitly about the acquired knowledge. Results indicate that implicit knowledge capabilities for all students were not significantly different. However, there were significant differences between students with and without learning disabilities on explicit knowledge scores.

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.

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)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.006
Threshold uncertainty score0.243

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.002
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 integrity0.0000.000
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 head0.094
GPT teacher head0.403
Teacher spread0.309 · 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