MétaCan
Menu
Back to cohort
Record W4377940344 · doi:10.1097/rhu.0000000000001988

Mind the Gap

2023· article· en· W4377940344 on OpenAlexaff
Molly J. Dushnicky, Claire Fine, Tania Cellucci, Stephanie Garner, Liane Heale, Mark Matsos, Karen Beattie, Michelle Batthish

Bibliographic record

VenueJCR Journal of Clinical Rheumatology · 2023
Typearticle
Languageen
FieldHealth Professions
TopicAdolescent and Pediatric Healthcare
Canadian institutionsUniversity of CalgaryMcMaster University
Fundersnot available
KeywordsMedicineJuvenileDiseaseTransitional careFamily medicineInternal medicineHealth care

Abstract

fetched live from OpenAlex

BACKGROUND: The transition from pediatric to adult care is a critical time when adolescent patients and their families face many challenges. This period can be associated with an increase in disease-related morbidity and mortality. The aim of our study is to identify gaps in transition-related care to help guide areas for improvement. METHODS: Patients (14-19 years) with juvenile idiopathic arthritis or systemic lupus erythematosus and one of their parents were recruited from the McMaster Rheumatology Transition Clinic. Both were asked to complete the Mind the Gap questionnaire, a validated tool to assess experience and satisfaction with transition care in a clinic setting. The questionnaire, addressing 3 important domains of care: management of the environment, provider characteristics, and process issues, was completed twice-once based on their current clinical experience and again based on their ideal clinical encounter. Positive scores suggest current care is less than ideal; negative scores suggest current care exceeds the ideal experience. RESULTS: Most patients (n = 65, 68% female) had a diagnosis of juvenile idiopathic arthritis (87%). Patients identified mean gap scores between 0.2 and 0.3 for each domain of Mind the Gap, with female patients having higher gap scores compared with male patients. Parents (n = 51) identified gap scores between 0.0 and 0.3. Patients identified process issues as having the largest gap, whereas parents identified management of the environment as having the largest gap. CONCLUSIONS: We identified several gaps in transition clinic care relative to what patients and parents identify as ideal. These can be used to improve the rheumatology transition care that is currently being provided.

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)0.008
metaresearch head score (Gemma)0.009
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.396
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0080.009
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.003
Insufficient payload (model declined to judge)0.0010.003

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 head0.433
GPT teacher head0.622
Teacher spread0.189 · 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.

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

Citations7
Published2023
Admission routes1
Has abstractyes

Explore more

Same venueJCR Journal of Clinical RheumatologySame topicAdolescent and Pediatric HealthcareFrench-language works237,207