MétaCan
Menu
Back to cohort
Record W4415818689 · doi:10.3399/bjgpo.2025.0054

Adolescents talk about insufficient prevention through their general practitioner: A qualitative study

2025· article· en· W4415818689 on OpenAlexaff
Elodie Million, Bruno Falissard, François Carbonnel, Béatrice Lognos

Bibliographic record

VenueBJGP Open · 2025
Typearticle
Languageen
FieldHealth Professions
TopicAdolescent and Pediatric Healthcare
Canadian institutionsHealth Sciences Centre
Fundersnot available
KeywordsQualitative researchPrimary carePrimary preventionHealth carePrimary health careQualitative analysis

Abstract

fetched live from OpenAlex

BACKGROUND: Adolescence is a period of empowerment and vulnerability that requires the early identification of risky behaviours to prevent them. Several prevention areas need to be addressed, including sexual health, mental health, substance use and addiction, diet, physical activity, orthopaedic disorders, vaccinations, screen use, and social relationships. Prevention plays an important role in primary care all over the world. Consultation between an adolescent and their GP can be complex. While there are professional recommendations, they rarely address all prevention areas. AIM: To understand adolescents' experiences of preventive health care during consultations with GPs. DESIGN & SETTING: This qualitative study used semi-structured interviews with adolescents in France, aged between 11 years and 24 years. METHOD: Individual interviews took place with 12 participants. Analysis was conducted based on grounded theory and triangulated for the identification of conceptualising categories. RESULTS: Twelve interviews led to the identification of the following three conceptualising categories: (1) prevention in adolescents is primary prevention and is multifaceted; (2) limited preventive involvement by the attending physician: adolescents seek information from other sources with varying influence on their behaviour; and (3) adolescents tend to justify GPs' limited preventive engagement. CONCLUSION: Adolescents trust their GP. Despite the use of different prevention sources, not all recommended topics are discussed with adolescents. Leveraging the experiences of adolescents, we can confirm that GPs have to be more involved in preventive care during consultations with adolescents. These consultations are complex, and it is necessary to offer support tools for GPs and other primary healthcare professionals, based on the needs of adolescents.

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 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)0.002
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: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.111
Threshold uncertainty score0.958

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0000.001
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 head0.176
GPT teacher head0.573
Teacher spread0.396 · 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 teacher head, 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".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueBJGP OpenSame topicAdolescent and Pediatric HealthcareFrench-language works237,207