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Record W2804818259

Factors Contributing to Variation in the Management of Radiation Therapy-Induced Nausea and Vomiting

2017· dissertation· en· W2804818259 on OpenAlexfundno aff
Kristopher Dennis

Bibliographic record

VenueTSpace (University of Toronto) · 2017
Typedissertation
Languageen
FieldMedicine
TopicNausea and vomiting management
Canadian institutionsnot available
FundersUniversity of TorontoCanadian Institutes of Health ResearchMerck CanadaUniversity of Ottawa
KeywordsVomitingNauseaVariation (astronomy)Radiation therapyMedicineAnesthesiaInternal medicinePhysics
DOInot available

Abstract

fetched live from OpenAlex

Purpose: Variation in the management of radiation therapy-induced nausea and vomiting (RINV) negatively impacts patients, practitioners and health systems and likely reflects limits in knowledge and failures to apply evidence. Factors that contribute to this variation are understudied. We investigated five factors that we believe contribute to variation in practice.\nMethods: 1) A web-based case-based international patterns of practice survey investigated RINV management strategies among radiation oncologists; 2) a systematic literature review investigated the timing and duration of prophylactic serotonin3 receptor antagonist (5-HT3RA) antiemetic therapy in randomized and non-randomized RINV trials; 3) another systematic review investigated the methodologies, endpoints and outcome measures of randomized RINV trials; 4) a prospective cohort study investigated RINV among patients receiving moderate- and low-risk palliative radiation therapy (RT) for bone metastases; and 5) another prospective cohort study investigated RINV among patients receiving long-course neoadjuvant pelvic RT and concurrent 5-fluorouracil-based chemotherapy for rectal adenocarcinoma.\nResults: Practice patterns varied among 1022 respondents from 12 countries, especially for moderate-risk and low-risk cases. The timing and duration of 5-HT3RA prophylaxis schedules and symptom control rates differed within 25 RINV trials. A diverse collection of methodologies, endpoints and outcome measures were observed in 34 RINV trials. RINV control rates were low within the bone metastases cohort (n=59 [32 evaluable]) with only 31% of patients being free of nausea and 44% being free of vomiting. Vomiting occurred in 21% of patients within the rectal cohort (n=34[33 evaluable]), however, the cumulative incidence of days with vomiting for all patients was only 1.6% of 1407 evaluable days.\nConclusions: Our five complementary studies provide insight into factors likely contributing to variation in RINV management. These include a lack of knowledge about practice patterns in RINV management, an uncertainty regarding the ideal prophylactic administration of 5-HT3RAs, the heterogeneity of RINV clinical trial designs and outcome measures, and an incomplete understanding of the incidence of RINV among patients undergoing moderate-risk and low-risk palliative RT for bone metastases and long-course neoadjuvant pelvic RT for rectal adenocarcinoma.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.901
Threshold uncertainty score0.981

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.031
GPT teacher head0.296
Teacher spread0.265 · 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 teacher head, 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

Citations0
Published2017
Admission routes1
Has abstractyes

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