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Record W7134095794

Famílias que apresentem indivíduos com risco de desenvolver diabetes mellitus: O papel do enfermeiro especialista em saúde familiar na promoção da saúde e gestão da doença

2025· dissertation· pt· W7134095794 on OpenAlexaboutno aff
Susana Cristina Carocinho Crispim

Bibliographic record

VenuePortuguese National Funding Agency for Science, Research and Technology (RCAAP Project by FCT) · 2025
Typedissertation
Languagept
FieldComputer Science
TopicHealthcare during COVID-19 Pandemic
Canadian institutionsnot available
Fundersnot available
KeywordsDiabetes mellitusFamily healthSelf carePhysical activity
DOInot available

Abstract

fetched live from OpenAlex

A Diabetes Mellitus (DM) constitui um desafio ascendente de saúde pública devido aos seus elevados índices de mortalidade e morbilidade, bem como ao impacto socioeconómico que causa (World Health Organization, 2016). O presente estudo de intervenção realizado numa Unidade de Cuidados de Saúde Personalizados do sul do país, teve como foco famílias com fatores de risco genético e comportamentais para desenvolver a doença, especificamente excesso de peso ou obesidade, hábitos alimentares desajustados e sedentarismo. Foi utilizado o Modelo de Calgary de Avaliação e Intervenção Familiar para realizar a avaliação dos agregados familiares em estudo, identificando limitações para a adoção de estilos de vida saudáveis. Foram realizadas sessões de educação para a saúde, orientadas consultas de nutrição e planos alimentares individualizados e personalizados, planos de exercício físico, e estratégias de empoderamento para gestão do autocuidado. Apesar das limitações resultantes da desistência de alguns participantes e da baixa adesão, observou-se um aumento dos conhecimentos adquiridos sobre a DM, maior consistência na monitorização da glicémia capilar e mudanças de hábitos alimentares e de atividade física nos indivíduos participantes. Os resultados demonstram a importância de intervenções precoces e focadas na família para prevenir a DM e as comorbilidades a ela adjacentes e reforçam o papel fundamental do Enfermeiro Especialista em Saúde Familiar na promoção da saúde e prevenção da doença.

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)0.002
metaresearch head score (Gemma)0.007
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.034
Threshold uncertainty score0.068

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.007
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0020.001
Scholarly communication0.0020.001
Open science0.0010.002
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 head0.093
GPT teacher head0.408
Teacher spread0.316 · 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 designObservational
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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