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Record W2084886417 · doi:10.1016/j.crohns.2012.05.010

Resource utilization during pediatric to adult transfer of care in IBD

2012· article· en· W2084886417 on OpenAlexaff
Natasha Bollegala, Herbert Brill, John K. Marshall

Bibliographic record

VenueJournal of Crohn s and Colitis · 2012
Typearticle
Languageen
FieldHealth Professions
TopicAdolescent and Pediatric Healthcare
Canadian institutionsMcMaster Children's HospitalMcMaster University
Fundersnot available
KeywordsMedicineInflammatory bowel diseaseEmergency departmentDiseaseMedical diagnosisUlcerative colitisYoung adultHealth careEmergency medicinePediatricsInternal medicine

Abstract

fetched live from OpenAlex

BACKGROUND: The transition from pediatric to adult care for inflammatory bowel disease (IBD) is poorly understood. AIMS: To characterize this transfer of care, health resource utilization was assessed. METHODS: Patients transferred between 1999 and 2008 were studied. Utilization of health resources one year before transfer and one year after transfer was compared. Resource units assessed included: i) emergency department (ED) visits; ii) hospitalizations; iii) clinic visits; iv) surgical procedures; and v) endoscopies. Secondary outcomes included: i) documentation of patient non-compliance; ii) reason(s) for ED visit; iii) diagnoses most responsible for hospital admission; iv) medications; v) indications for surgery; vi) endoscopic findings; vii) and disease activity. RESULTS: 95 subjects were identified (48 female), of whom 69 had Crohn's disease (CD) and 26 had ulcerative colitis (UC). The average age of diagnosis was 12.9 years. Over their adult care interval, subjects had fewer clinic visits (2.56 versus 3.05 (p = 0.01)) and more documented non-compliance (43% versus 29% (p = 0.01)). No differences in ED visits (0.15 versus 0.18 (p = 0.71)), hospitalizations (0.13 versus 0.13 (p = 0.23)), surgical intervention (0.03 versus 0.05 (p = 0.53)) or endoscopies (0.37 versus 0.25 (p = 0.11)) were observed. IBD was active 66.7% of endoscopies under pediatric care versus only 23.8% under adult care (p = 0.003). The average activity of CD was also higher during the last year of pediatric care. CONCLUSIONS: Understanding the transition process can help to develop strategies needed to support patients and their families.

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)0.000
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 score0.018
Threshold uncertainty score0.270

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
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 head0.043
GPT teacher head0.373
Teacher spread0.330 · 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 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

Citations46
Published2012
Admission routes1
Has abstractyes

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