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In-Center Short Daily Dialysis and Children

2003· article· en· W2111816571 on OpenAlexaffvenue
TM DG J B S J A A. McCallum Matsell Grimmer Beisetzer

Bibliographic record

VenueHemodialysis International · 2003
Typearticle
Languageen
FieldMedicine
TopicDialysis and Renal Disease Management
Canadian institutionsChildren's Hospital of Western Ontario
Fundersnot available
KeywordsMedicineDialysisHome hemodialysisHemodialysisPopulationPeritoneal dialysisRegimenIntensive care medicineInternal medicine

Abstract

fetched live from OpenAlex

When faced with the realization that peritoneal dialysis (PD) is no longer feasible, what are the options for a 12 year old girl with End Stage Renal Disease, who also has Insulin Dependent Diabetes Mellitus? Recognizing that daily dialysis is the superior choice, how would In-Center Short Daily Hemodialysis (SDHD) impact this child? What are the risks for children? What are the benefits? Do we follow conventional guidelines? How would this impact her family as they were already facing burnout? There is significant evidence to support the improved outcomes for the adult dialysis patient on Short Daily/Nocturnal Dialysis. There is limited data available on outcomes for the pediatric hemodialysis population. After team and family meetings, SDHD, via permcath was initiated. To provide daily structure for the child, the diabetic regimen and minimize loss of school time, dialysis starts at 0730 hours. Kt/v, URR measurements and non-invasive blood monitoring continues. During the last eight months, better nutrition, diabetic control, no peritonitis, less phosphate binders, dietary and fluid restrictions, have resulted in increased school attendance, better performance and decreased hospitalization. BP control remains an issue. The family has arranged to have drivers on certain weekdays. The stress and workload is much less. Family time has improved. In conclusion, the bloodwork isn't always ideal and the BP is higher than we wish to see. Many questions still remain. However, the glow on her face as she describes getting to sleep in the top bunk, her latest sleepover and the “A” on her Math test has certainly influenced our decision to consider SDHD as the treatment of choice for our children requiring hemodialysis.

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 score0.009
Threshold uncertainty score0.031

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0020.001
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0090.000

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 head0.010
GPT teacher head0.260
Teacher spread0.250 · 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

Citations0
Published2003
Admission routes2
Has abstractyes

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