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Chronic Hemodialysis in a Nigerian Teaching Hospital

2004· article· en· W1585322507 on OpenAlexvenueno aff
Emmanuel I. Agaba, A. Lopez, Irene Ma, Roberto Martínez‐Beamonte, R.A. Tzamaloukas, Dorothy J. VanderJagt, Robert H. Glew, A.H. Tzamaloukas

Bibliographic record

VenueHemodialysis International · 2004
Typearticle
Languageen
FieldHealth Professions
TopicCentral Venous Catheters and Hemodialysis
Canadian institutionsnot available
Fundersnot available
KeywordsDialysisMedicineHemodialysisUremiaDialysis adequacyMedical prescriptionSurgeryIntensive care medicineInternal medicineNursing

Abstract

fetched live from OpenAlex

The Jos University Teaching Hospital (JUTH) has dialyzed >320 patients with ESRD since 1993. Objective: To identify differences, and their causes, in the practice of dialysis between Nigerian state‐owned dialysis units and U.S.A. Methods: We analyzed the characteristics of chronic dialysis at JUTH. Results: At JUTH, chronic dialysis is started at development of frank uremia (K/DOQI standard: creatinine clearance >10 mL/min, no overt uremia). Frequency of hemodialysis was 3 times weekly in 2 patients, twice weekly in 1 and once weekly or longer in 7 patients. Breakdowns in the dialysis machinery, which is outdated, forced additional decreases in the frequency of dialysis. Duration of a dialysis session was 4 h by prescription, but much longer in several sessions because of dialysis machine breakdown during the session (US standard: 4 h). 2 patients were dialyzed through arterio‐venous fistulas and 8 patients were dialyzed though temporary femoral vein dialysis catheters removed after each dialysis session. A vascular surgeon was unavailable. The urea reduction ratio was 45.38.6% (U.S.A target: 65%). The cost of the first dialysis session at JUTH is $160. With reuse of dialysis supplies, including dialyzers, dialysis tubing, femoral catheters, and guide wires, the cost of each subsequent dialysis session is $33. The minimal cost of dialysis with 3 dialysis sessions weekly and a new dialyzer every week is $501 per month. The cost of dialysis is borne exclusively by the patient. For comparison, average monthly income is $74 for unskilled laborers, $222 for dialysis technicians, $296 for dialysis nurses, and $889 for academic nephrologists. The low dose of dialysis has adverse effects on patient quality of life (frequent admissions with uremia). Despite notable exceptions (2 patients on dialysis for 12 and 9 years, respectively), survival of dialysis patients at JUTH appears to be poor. Conclusions: Underdialysis is frequent in Nigeria and is the consequence of socioeconomic conditions and technologic deficits. Removal of the economic burden of dialysis from the patients with ESRD is the first logical step toward correction of underdialysis.

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)0.000
metaresearch head score (Gemma)0.001
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 score0.012
Threshold uncertainty score0.023

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0030.001
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0040.000

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 head0.332
Teacher spread0.313 · 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

Citations1
Published2004
Admission routes1
Has abstractyes

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