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Record W3136485385 · doi:10.1590/s1413-24782021260012

Situation of study (SoS) on health education implemented in a co-creation (CoC) process

2021· article· en· W3136485385 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.

fundA Canadian funder is recorded on the work.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueRevista Brasileira de Educação · 2021
Typearticle
Languageen
FieldComputer Science
TopicE-Learning and Knowledge Management
Canadian institutionsnot available
FundersFundação para a Ciência e a TecnologiaUniversidade do MinhoInternational Council for Canadian Studies
KeywordsReflexivityProcess (computing)Subject (documents)Health educationMathematics educationMedical educationPsychologyPedagogyMedicineSociologyComputer sciencePublic healthNursing

Abstract

fetched live from OpenAlex

ABSTRACT Situation of study (SoS) has been reported as an excellent strategy to promote students’ significant learning. This work intended to demonstrate how a SoS on health education (“Knowing cancer: a way to life”) can be implemented within the co-creation (CoC) framework. The study was carried out in a middle school, with the participation of five groups: students (14-15 years old), teachers, future teachers, university teacher trainers and health professionals. The 10 activities were carried out in school and outdoors for five months, undergoing a process of self-reflexive cycle: “reflecting and planning”, “acting and observing”, and “analyzing and reflecting”. Transcripts of debates and of students’ and teachers’ texts were subject to content analysis. This study on a topic of health education demonstrated that the Situation of Study implemented in a co-creation process was very efficient for students to develop significant learning.

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)0.001
metaresearch head score (Gemma)0.000
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 score0.326
Threshold uncertainty score0.615

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
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 head0.030
GPT teacher head0.393
Teacher spread0.363 · 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