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Use of prophylactic and reactive feeding tubes in patients with esophageal cancer: A single-centre cohort study.

2023· article· en· W4379281340 on OpenAlexaff
Yuchen Li, Rachel Reed, Gregory R. Pond, Eglantina Moglica, Yee Ung, Susanna Y. Cheng, Ines B. Menjak, Mark Doherty, Amandeep Taggar

Bibliographic record

VenueJournal of Clinical Oncology · 2023
Typearticle
Languageen
FieldMedicine
TopicEsophageal and GI Pathology
Canadian institutionsHealth Sciences CentreUniversity of TorontoMcMaster UniversityOntario Clinical Oncology GroupSunnybrook Health Science Centre
Fundersnot available
KeywordsMedicineFeeding tubeDysphagiaCohortGastrostomySurgeryRetrospective cohort studyCancerInternal medicine

Abstract

fetched live from OpenAlex

e18694 Background: Esophageal cancer (EC) patients suffer from significant cachexia prior to and during treatment with chemotherapy and radiation (CRT). Feeding tubes can become the primary form of nutritional support for these patients during and after completion of treatment. Our primary objective was to identify factors that can predict EC patients at high risk of requiring feeding tube insertion. Methods: A retrospective cohort review was completed. All patients with an EC diagnosis made from January 1, 2013 to December 31, 2018 were included. Baseline characteristics of all patients and those receiving feeding tubes were collected. A multivariate logistic regression was performed comparing the group that required a reactive feeding tube insertion to those who did not require any feeding tube insertion to identify risk factors. Results: A total of 350 patients were included in the study, and 132/350 (38%) patients received a feeding tube, with gastrostomy tube being the most common type inserted (72%). 82 out of 132 (62%) patients had feeding tube inserted prophylactically, while 50/132 (38%) patients had feeding tube inserted reactively. Amongst patients who had a feeding tube inserted, median age was 67 years old, with 74% being male. Fifty-one out of 132 (39%) were adenocarcinoma, 75/132 (57%) were squamous cell carcinoma, 5/132 (4%) were neuroendocrine, and 1/132 (1%) was lymphoma. Severe dysphagia (OR 19.9, 95% CI 2.6-151.2, p < 0.001) at diagnosis and decision to undergo chemotherapy (OR 2.8, 95% CI 1.3-5.8, p = 0.008) appeared to be predictors for reactive feeding tube insertion. Complications relating to feeding tubes were seen in 24/50 (48%) of the reactive insertion group and 34/82 (41%) of the prophylactic insertion group (p = 0.48). Conclusions: In this single-centre cohort study, severe dysphagia and undergoing chemotherapy were identified as risk factors for requiring a feeding tube later on. Future prospective studies can further explore other risk factors that may predict those at high risk of requiring a feeding tube, especially as it appears that those who have feeding tubes inserted reactively may have more complications than those who have feeding tube inserted prophylactically.

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 score0.006
Threshold uncertainty score0.012

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.118
GPT teacher head0.415
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".

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Citations0
Published2023
Admission routes1
Has abstractyes

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