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226 Impact of Propofol Sedation on Colonoscopy Quality Metrics: A Population-Based Cohort Study

2019· article· en· W2979467987 on OpenAlexaffabout
Sheikh Hasanur Rahman, Michael Sey, Nitin Khanna, Mayur Brahmania, Cassandra McDonald, M Blier, Zaid Hindi, Brian Yan, Debarati Chakraborty

Bibliographic record

VenueThe American Journal of Gastroenterology · 2019
Typearticle
Languageen
FieldMedicine
TopicAnesthesia and Sedative Agents
Canadian institutionsLondon Health Sciences CentreWestern University
Fundersnot available
KeywordsMedicineColonoscopyPropofolSedationIntubationAnesthesiaPerforationPopulationCohortColorectal cancerInternal medicineCancer

Abstract

fetched live from OpenAlex

INTRODUCTION: The use of propofol during colonoscopy has gained increased popularity due to deeper anesthesia compared to conscious sedation. Whether propofol sedation leads to improved colonoscopy quality metrics is unknown and the aim of our study. METHODS: We examined the association between use of propofol sedation and colonoscopy quality metrics, including adenoma detection rate (ADR), polyp detection rate (PDR), cecal intubation, and perforation, using colonoscopy quality data prospectively collected by the Southwest Regional Cancer Program, a division of Cancer Care Ontario. All colonoscopies performed for any indication across 21 hospitals in Southwest Ontario between April 2017 and December 2018 were identified. Data collected included patient and endoscopist demographics, procedural indication, bowel preparation quality, type of sedation, cecal intubation, polyp detection, and histology. Multi-variable models were built to assess the relationship between propofol sedation and adenoma detection rate (ADR), polyp detection rate (PRD), cecal intubation, and perforation risk. RESULTS: In total, 23,903 colonoscopies were identified, of which 8,533 (35.6%) procedures were performed with propofol sedation. There were no significant differences in ADR (22.6% vs. 21.6%, P = 0.156), PDR (43.9% vs. 42.6%, P = 0.05), or cecal intubation rates (97% vs 96.7%, P 0.192) between the two groups on univariate or multivariate analyses. The event rate for perforation was too low for a meaningful comparison in this analysis (1 propofol vs. 2 events for non-propofol). CONCLUSION: In this large colonoscopy cohort, propofol sedation was not associated with improved ADR, PDR, or cecal intubation rates.

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)0.004
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 score0.031
Threshold uncertainty score0.061

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0000.001
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 head0.019
GPT teacher head0.355
Teacher spread0.336 · 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".

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Citations0
Published2019
Admission routes2
Has abstractyes

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