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Record W4212856481 · doi:10.1111/apt.16805

Resolution of dominant patient‐reported outcome at end of induction predicts clinical and endoscopic remission in Crohn’s disease

2022· article· en· W4212856481 on OpenAlexaff
Emily C L Wong, Parambir S. Dulai, John K. Marshall, Vipul Jairath, Walter Reinisch, Neeraj Narula

Bibliographic record

VenueAlimentary Pharmacology & Therapeutics · 2022
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicInflammatory Bowel Disease
Canadian institutionsWestern UniversityMcMaster UniversityPopulation Health Research Institute
Fundersnot available
KeywordsMedicineInternal medicineOdds ratioCrohn's diseaseConfoundingGastroenterologyLogistic regressionPost-hoc analysisSeverity of illnessClinical trialDiseaseSurgery

Abstract

fetched live from OpenAlex

BACKGROUND: It is unclear whether improvement in patient-reported outcomes (PROs) relative to baseline symptom burden in Crohn's disease (CD) is associated with subsequent endoscopic remission. AIM: To evaluate the relationship between dominant PRO resolution post-induction and achievement of clinical and endoscopic remission. METHODS: This post-hoc analysis of clinical trial data from 251 participants evaluated the relationship between the resolution of the dominant PRO (most severely elevated baseline PRO) or clinical response (CDAI ≥100 reduction) after induction therapy with biologics (post-induction) and 1-year clinical remission (CDAI <150) and/or endoscopic remission (SES-CD <3). Multivariate logistic regression models evaluated the relationship between post-induction-dominant PRO resolution and 1-year outcomes adjusted for confounders. RESULTS: Participants with dominant PRO resolution post-induction had higher odds of combined endoscopic and clinical remission compared to those without resolution (aOR: 1.94 [95% CI: 1.01-3.74], P = 0.047). Combining dominant PRO resolution with post-induction endoscopic response (SES-CD ≥50% reduction) was associated with higher odds of 1-year endoscopic and clinical remission (aOR: 6.89 [95% CI: 1.65-28.72], P = 0.008). Clinical and PRO2 response (≥30% decrease in stool frequency and/or ≥30% decrease in abdominal pain score and both not worse than baseline) at post-induction did not predict these outcomes. No significant differences were observed with 1-year endoscopic remission for post-induction-dominant PRO resolution, clinical or PRO2 response. CONCLUSIONS: Post-induction resolution of dominant PRO, but not clinical or PRO2 response, was strongly associated with 1-year endoscopic and clinical remission. Resolution of dominant baseline PRO after induction therapy may be informative for 1-year outcomes. Further validation is required.

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)0.009
metaresearch head score (Gemma)0.012
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 score0.009
Threshold uncertainty score0.050

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0090.012
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.002
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0010.000
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 head0.039
GPT teacher head0.336
Teacher spread0.297 · 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

Citations9
Published2022
Admission routes1
Has abstractyes

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