Cost of Refractory Crohn’s Disease Before and After Ustekinumab Utilization
Bibliographic record
Abstract
BACKGROUND: Crohn's disease (CD) is associated with major health services utilization and costs. Between 2012 and 2015, ustekinumab was used off-label in Quebec, Canada for treatment of refractory CD. AIMS: We assessed the direct medical cost of adult CD patients in the 1-year pre- and 1-year postustekinumab initiation. METHODS: Data were obtained from the provincial administrative databases. CD patients dispensed subcutaneous ustekinumab in 2012 to 2014 were followed for 1 year from the date of initiation (index-date). Kaplan Meier plots were used to display time to ustekinumab discontinuation and factors associated with discontinuation were identified using multivariate Cox regression models. Direct medical costs and 95% confidence interval (CI) of gastrointestinal-related health services were calculated for the 1-year pre- and 1-year post-index-date. RESULTS: Thirty-four CD patients (mean age ± standard deviation, 44 ± 14 years, 59% women and 41% with low income) were included. Of these, 14 (41%) discontinued ustekinumab during the postperiod. Discontinuation was less likely among older patients: hazard ratio (95% CI) per 5-year age increase, 0.77 (0.61 to 0.96). The total $CAN direct medical cost (mean, 95% CI) was higher in the post- versus preperiod: $1,681,239 ($49,448; $42,265 to $57,160) versus $880,060 ($25,884; $20,391 to 31,596), while the total costs of GI-related health services were similar: $250,206 ($7359, $3536 to $11,674), versus $213,446 ($6278, $3609 to $9423). CONCLUSION: In patients with severe refractory CD on off-label ustekinumab, approximately 60% remained on treatment beyond 1 year. The cost of gastrointestinal services did not increase during that year as compared to that of the year preceding ustekinumab use.
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 imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".