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Utilization of Health Care Resources by Individuals with Inflammatory Bowel Disease in the United States: A Profile of Time Since Diagnosis

2004· article· en· W1983423728 on OpenAlexaff
Teresa Longobardi, P Jacobs, Çharles N. Bernstein

Bibliographic record

VenueThe American Journal of Gastroenterology · 2004
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicInflammatory Bowel Disease
Canadian institutionsInstitute of Health EconomicsUniversity of Manitoba
Fundersnot available
KeywordsMedicineInflammatory bowel diseaseMedical prescriptionPopulationOdds ratioDiseaseLogistic regressionHealth careInternal medicineEnvironmental health

Abstract

fetched live from OpenAlex

BACKGROUND: There are no cost studies of inflammatory bowel disease (IBD) that describe its impact on resource utilization or treatment costs over long periods of time. Our aim was to determine if there are observable trends in health-care resource utilization by adults with IBD depending on disease duration. METHODS: The 1999 U.S. National Health Interview Survey (n = 30,801; N = 195,398,057) included 256 adult cases with IBD who indicated the number of years since the onset of disease. Cases were grouped according to the "number of years with IBD" to distinguish between recent diagnosis (0-5 yr with IBD), long-standing IBD (6-15 yr with IBD), and very long-standing IBD (16-62 yr). A group of non-IBD controls was established and age and gender were controlled for through logistic regression analysis. Odds ratios were computed for resource use including hospitalization, health provider contact, and prescription medication. Population estimates were computed, while accounting for the complex survey design. RESULTS: When compared with the general population, IBD patients were more likely to visit a specialist and to use prescription medication regardless of disease duration. GP visits were more likely until 15 yr with diagnosed IBD [0-5 yr with IBD: OR = 2.26; 95% CI = (1.21-4.21); 6-15 yr with IBD: OR = 2.73; 95% CI = (1.17-6.37)]. Home care was more likely in the IBD population with long-standing disease [OR = 3.21; 95% CI = (1.22-8.40)]. An emergency room visit [OR = 2.41; 95% CI = (1.49-3.88)] and hospitalization [OR = 2.34; 95% CI = (1.38-3.96)] were more likely in the first 5 yr since diagnosis as was hospitalization and surgical intervention [OR = 2.14; 95% CI = (1.09-4.19)]. CONCLUSION: Specialist physicians are visited by IBD patients, and prescription medications are provided to treat IBD patients throughout their lives. This is a statistically significant trend that is viewed from onset of the disease to up to 62 yr with IBD. Our results also suggest, at least tentatively, that patients within the first 5 yr after the onset of the disease have a stronger tendency than the general population to visit an emergency room, to be hospitalized, and to have been both hospitalized and to have had surgery. If these results were borne out by further studies, then this would indicate that we can measure the greatest proportion of treatment effects on these resources within a relatively short period.

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)0.001
metaresearch head score (Gemma)0.003
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 score0.018
Threshold uncertainty score0.037

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.005
GPT teacher head0.236
Teacher spread0.230 · 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

Citations62
Published2004
Admission routes1
Has abstractyes

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