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Record W4213098491 · doi:10.1093/ecco-jcc/jju027.626

P508. Vedolizumab for the Treatment of Fistulising Crohn's Disease: An Exploratory Analysis of Data From GEMINI 2

2015· article· en· W4213098491 on OpenAlexaff
Shannon L. Kanis, Aryelle Almeida Lima, Zuzana Zelinková, Gerard Dijkstra, Robert West, Rob J. Ouwendijk, Nanne K.H. de Boer, Marieke Pierik, A van der Meulen-de Jong, Liekele E. Oostenbrug, Mariëlle Romberg‐Camps, Alexander Bodelier, Bas Oldenburg, Frank Hoentjen, R. Beukers, Jeroen M. Jansen, C. Janneke van der Woude, Brian G. Feagan, David A. Schwartz, Silvio Danese, David T. Rubin, B Abhyankar, Michael Smyth, Jing Xu, Karen Lasch

Bibliographic record

VenueJournal of Crohn s and Colitis · 2015
Typearticle
Languageen
FieldMedicine
TopicDiverticular Disease and Complications
Canadian institutionsRobarts Clinical TrialsWestern University
Fundersnot available
KeywordsVedolizumabCrohn's diseaseExploratory analysisMedicineDiseaseGastroenterologyInternal medicineComputer scienceData science

Abstract

fetched live from OpenAlex

also assessed by standardized scales.Clinical and demographic data were obtained from our database and the electronic medical records .Univariate analyses and multiple linear regression analysis were performed to identify predictors associated with HRQOL.Results: 91.3%(200/219) of patients included completed the questionnaires.The prevalence of anxiety and depression in our study population were 24%(48/200) and 16%(32/200).Univariate analyses showed that anxiety symptoms, depression symptoms , perceived stress , perceived social support ,disease activity , previous hospitalizations and relapses, hemoglobin and medical costs were strongly or moderatly correlated with HRQOL.Multivariate regression analysis revealed that both disease activity and anxiety symptoms were strong predictors of impaired HRQOL.Conclusions: Our study demonstrates that psychological disorder contributes to impaired HRQOL in IBD, independent of the disease activity.Therefore, psychological distress should be considered in our current management of IBD patients and appropriate psychotherapy may improve HRQOL of these individuals.

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)0.002
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 score0.001
Threshold uncertainty score0.005

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.108
GPT teacher head0.350
Teacher spread0.242 · 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

Citations6
Published2015
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Crohn s and ColitisSame topicDiverticular Disease and ComplicationsFrench-language works237,207