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Record W3096500199 · doi:10.14785/lymphosign-2020-0010

Diets for patients undergoing haematopoietic stem cell transplant—a review

2020· article· en· W3096500199 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
venuePublished in a venue whose home country is Canada.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueLymphoSign Journal · 2020
Typearticle
Languageen
FieldMedicine
TopicNeutropenia and Cancer Infections
Canadian institutionsSickKids Foundation
Fundersnot available
KeywordsNoveltyMedicineHaematopoiesisStem cellIntensive care medicineHematopoietic stem cell transplantationTransplantationSurgeryPsychologyBiology

Abstract

fetched live from OpenAlex

At present there is no known consensus or standard of practice when recommending diet modifications for patients undergoing haematopoietic stem cell transplant (HSCT). There is large variation between centres in terms of which patients are required to follow a restricted diet, what foods are or are not permitted, and how long patients should follow a modified or restricted diet. Some centres continue to recommend outdated highly restrictive “neutropenic” or “low bacteria” (ND/LBD) diets despite a lack of evidence indicating benefit. Many centres are now moving towards more liberalized diets based on a “food safety” approach which follows guidelines from food and health agencies such as the FDA, CDC, and Health Canada, as well as research that shows that these diets are equally safe and potentially more beneficial than ND/LBD in terms of acceptance, satisfaction, and adherence. This article reviews and discusses the current body of literature relating to diet post-HSCT. Statement of novelty: An up-to-date review of diets recommended post-HSCT and a rationale for moving towards a food-safety based approach over neutropenic or low bacteria diets, which continue to be widely followed.

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.

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)0.000
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: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.383
Threshold uncertainty score0.439

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
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 head0.027
GPT teacher head0.263
Teacher spread0.236 · 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