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Record W4414595379 · doi:10.18357/jcs501202522260

Clues About Conducting Research With Children: Microethical Moments in an Interviewing Experience

2025· article· en· W4414595379 on OpenAlexvenueno aff
Bárbara Morais Santiago Freitas, Paula Gaudenzi, Bárbara Costa Andrada

Bibliographic record

VenueJournal of Childhood Studies · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicChildren's Rights and Participation
Canadian institutionsnot available
FundersFundação Oswaldo Cruz
KeywordsInterviewProcess (computing)Joint (building)Ethical issuesBalance (ability)

Abstract

fetched live from OpenAlex

This article reflects on the process of constructing and conducting interviews with children, emphasizing the microethical moments that arise, explored through two theoretical-methodological “clues.” It examines the ethical challenges and tensions inherent in research shaped by adult-centric and developmentalist logics. We present strategies to address these limitations, including recognizing children as active subjects, using a registry of informed agreement in video format, engaging in joint negotiation, employing chat-interviews, and encouraging the use of drawing. Through an “epistemological vigilance,” the study advocates for a balance between protecting children and ensuring their meaningful participation, contributing to ethical practices in research involving children.

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)0.056
metaresearch head score (Gemma)0.091
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: Methods · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.944
Threshold uncertainty score0.294

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0560.091
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0200.066
Scholarly communication0.0150.014
Open science0.0030.016
Research integrity0.0060.014
Insufficient payload (model declined to judge)0.0020.001

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 head0.319
GPT teacher head0.530
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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

Study designQualitative
DomainMethods
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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