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Record W4414348050 · doi:10.1097/iyc.0000000000000313

Content Validity of the Assessment, Evaluation, And Programming System (AEPS) for Infants And Children 3rd Edition in Spain

2025· article· en· W4414348050 on OpenAlexaff
Margarita Cañadas, Jennifer Grisham, Rómulo Jacobo González-García, Gabriel Martínez‐Rico

Bibliographic record

VenueInfants & Young Children · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicHealth Education and Validation
Canadian institutionsEducation and Early Childhood Development
Fundersnot available
KeywordsContent validityTest (biology)Content (measure theory)Test validityIndex (typography)

Abstract

fetched live from OpenAlex

This study investigated the content validity of the Assessment, Evaluation, and Programming System (AEPS) for Infants and Children-Third Edition (AEPS-3) in Spain. After being translated into Spanish, a total of 16 experts from various disciplines validated the content of the AEPS-3 test by reviewing items in their respective areas of expertise. The experts reviewed the AEPS-3 items and then completed a survey questionnaire that addressed (a) functionality of the item, (b) teachability of the item, (c) item clarity, and (d) criterion clarity. Data were analyzed using the Content Validity Index (CVI). Results indicated excellent agreement on the validity of the items. Test items were retained, modified, and/or removed based on the results.

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)0.025
metaresearch head score (Gemma)0.058
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.025
Threshold uncertainty score0.130

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0250.058
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.002
Science and technology studies0.0000.001
Scholarly communication0.0010.001
Open science0.0010.002
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.088
GPT teacher head0.416
Teacher spread0.328 · 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 designBench or experimental
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

Citations0
Published2025
Admission routes1
Has abstractyes

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