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Record W4416503336 · doi:10.1590/1980531411398_pt

MENTORIA E PRÁTICAS EM SALA DE AULA: PERCEPÇÕES DOS ESTAGIÁRIOS

2025· article· W4416503336 on OpenAlexafffundabout
Pierre-Olivier Hudon, Josée-Anne Gouin

Bibliographic record

VenueCadernos de Pesquisa · 2025
Typearticle
Language
FieldPsychology
TopicCommunication in Education and Healthcare
Canadian institutionsUniversité Laval
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsAutonomyOrder (exchange)Meaning (existential)Identity (music)

Abstract

fetched live from OpenAlex

Resumo Esta pesquisa, realizada durante a etapa final de um curso de licenciatura de uma universidade do Quebec, analisa as percepções de seis estagiários sobre as práticas de acompanhamento de seus professores supervisores e descreve suas práticas em sala de aula. Utilizando a teoria da autodeterminação, as percepções foram examinadas por meio de entrevistas semiestruturadas. Os resultados sugerem que, em geral, os estagiários percebem um apoio adequado de seus supervisores em relação à necessidade de pertencimento. Em contrapartida, o apoio percebido quanto à autonomia é mais variável, ao passo que aquele ligado à necessidade de competência parece mais limitado. Os estagiários também evocam dificuldades para desenvolver práticas de apoio aos alunos. O estudo recomenda a adaptação do acompanhamento oferecido aos estagiários e o fortalecimento da formação prática, a fim de melhor atender às necessidades dos alunos.

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)0.003
metaresearch head score (Gemma)0.006
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.148
Threshold uncertainty score0.295

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0020.002
Scholarly communication0.0020.001
Open science0.0000.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0040.000

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 head0.026
GPT teacher head0.439
Teacher spread0.414 · 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 designQualitative
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".

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Citations0
Published2025
Admission routes3
Has abstractyes

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