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Record W2944446177 · doi:10.1186/s12969-018-0265-6

Proceedings of the 25th European Paediatric Rheumatology Congress (PReS 2018)

2018· article· en· W2944446177 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

VenuePediatric Rheumatology · 2018
Typearticle
Languageen
FieldMedicine
TopicAutoimmune and Inflammatory Disorders Research
Canadian institutionsnot available
FundersNational Institute of Arthritis and Musculoskeletal and Skin DiseasesMedical Research CouncilUniversity of SouthamptonManchester Biomedical Research CentreNordic Pharma GroupAssistance publique-Hôpitaux de ParisNational Institutes of HealthNewcastle UniversityUniversity of ManchesterArthritis SocietyNational Institute for Health and Care ResearchAlder Hey Children's NHS Foundation Trust
KeywordsMedicineRheumatologyInternal medicineFamily medicinePediatrics

Abstract

fetched live from OpenAlex

Introduction: Vocational development is an integral component of adolescence with several key educational transitions occurring during this stage of life. In the context of long term health conditions and/or disability including rheumatic disease, vocational morbidities are increasingly recognised. However, only a few studies to date have used qualitative methods to report on the perspective of young people with arthritis [1,2].<br/>Objectives: To understand the experiences of education and employment of educational and vocational outcomes for young people with arthritis, from the perspective of young people themselves.<br/>Methods: We used secondary analysis of narrative and semi-structured interviews (n=49) which had been video or audio recorded from a primary qualitative study on the experiences and information and support needs of young people with arthritis [3]. A purposive, maximum variation sampling strategy had been employed. The dataset consisted of 40 young people. The dataset consisted of 39 young people (median age at interview 20, range 10 to 28 years; median age at diagnosis 11, range 2 months to 22 years) and 10 carers of young people who had been diagnosed with arthritis in childhood, adolescence or young adulthood. Data analysis for the primary study combined a thematic approach with the grounded theory technique of constant comparison. NVivo software was used to assist data management and coding. The secondary analysis process aligned with Heaton’s categories of supra and supplementary analysis [4]. All 49 original transcripts were re-coded with the overarching aim to identify all material relevant to vocational experiences. We also undertook a series of workshop meetings in which the re-coded data were discussed and reviewed jointly by the authorship group to add a further layer of scrutiny, and debate and refine the emerging findings.<br/>Results: Three key themes were identified: (i) The impact of the unpredictability of arthritis symptoms on education and vocation; (ii) the negotiation of disclosure, understanding, support and flexibility in the workplace or educational setting; and (iii) the appraisal and reappraisal of life’s goals in the context of an uncertain prognosis. Findings illustrated how young people with arthritis are faced with a range of challenges and disruptions in their everyday life at a time when key developmental tasks occur, including the educational and vocational aspects of their development. Appropriate support and flexibility in the workplace or educational setting were identified as enablers to successful educational and vocational outcomes. However, negotiating disclosure was not a straightforward process for such young people, with a range of concerns and<br/>expectations acting as barriers to disclosure. Furthermore, participants’ accounts revealed how disclosure is a necessary but not always sufficient step towards achieving an understanding and supportive environment in school or the workplace.<br/>Conclusion: There is a need to strengthen the health-school/work interface to improve the educational and vocational outcomes for young people with arthritis. Addressing disclosure with the young person and employing effective interventions to improve communication, understanding and awareness beyond the clinical domain and across workplace/educational settings are key challenges for health professionals and important areas for further research.<br/>[1] Hanson H, Hart RI, Thompson B et al. Disabil Rehabil. 2017 ; 13:1-8<br/>[2]. Shaw KL, Hackett J, Southwood TR, McDonagh JE . Br J Occupational Therapy 2006;69(3): 98-105.<br/>[3] McDonagh JE, Simmons B, Raisanen U, Zeibland S. Rheumatology (2014) 53 (suppl 3): iii18.<br/>[4] Heaton, J., 2004. Reworking qualitative data. Sage, London.

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)0.001
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 score0.041
Threshold uncertainty score0.808

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.001

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 head0.013
GPT teacher head0.261
Teacher spread0.248 · 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