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Record W3093975831 · doi:10.1111/hdi.12899

Cost analysis of two modalities of continuous renal replacement therapy

2020· article· en· W3093975831 on OpenAlexvenueno aff
Parikshit Duriseti, Najia Idrees, Atheer Aldairem, Bertrand L. Jaber, Vaidyanathapuram S. Balakrishnan

Bibliographic record

VenueHemodialysis International · 2020
Typearticle
Languageen
FieldMedicine
TopicAcute Kidney Injury Research
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineIntensive care unitRenal replacement therapyEmergency medicineHemodialysisHemofiltrationIntensive care medicineInternal medicine

Abstract

fetched live from OpenAlex

BACKGROUND: Continuous veno-venous hemofiltration (CVVH) and continuous veno-venous hemodialysis (CVVHD) are costly therapies reserved for use in critically ill patients with kidney failure. DESIGN: Quality improvement study at St. Elizabeth's Medical Center, Boston, MA, USA. SETTING AND PARTICIPANTS: Members of nephrology and pharmacy department, working alongside intensive care unit nursing staff and hospital administration, undertook an initiative to transition from CVVH to CVVHD, to simplify therapy administration, lessen need for electrolyte repletion, and reduce total treatment-related costs. QUALITY IMPROVEMENT PLAN: We postulated that conversion from CVVH to CVVHD would result in fewer filter clotting events, longer filter use (up to 72 hours), lower resource utilization, and confer overall cost benefit. Over 12 months, patients initiated on CVVH were identified. Following conversion to CVVHD, patients initiated on CVVHD over 9 months were identified. Patient characteristics, comorbidities, and hospital-related outcomes, as well as CRRT-related information including treatment modality, treatment duration, and treatment-related costs were obtained. MEASURES: Daily treatment-related costs, intensive care unit and hospital length of stay (LOS), and in-hospital mortality. RESULTS: During the baseline period, 77 patients were initiated on CVVH, and during the intervention period, 60 patients were initiated on CVVHD. Following conversion from CVVH to CVVHD, mean (±SD) daily total treatment cost decreased from $1813 ± $2143 to $775 ± $766 (P < 0.001). Conversion from CVVH to CVVHD had no impact on intensive care unit LOS (11.8 ± 9.7 vs. 12.4 ± 9.5 days; P = 0.53), hospital LOS (15.0 ± 11.1 vs. 16.4 ± 14.0 days; P = 0.89), or in-hospital mortality (58% vs. 60%; P = 0.85). LIMITATIONS: Nursing costs, costs of dialysis machine utilization, phosphate repletion, and systemic anti-coagulation were not studied. CONCLUSION: Transition from CVVH to CVVHD resulted in a significant cost benefit and reduced resource utilization. There was no difference in LOS and in-hospital mortality between the two treatment modalities.

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)0.003
metaresearch head score (Gemma)0.018
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.017
Threshold uncertainty score0.071

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.018
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.004
Bibliometrics0.0020.002
Science and technology studies0.0000.000
Scholarly communication0.0020.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0050.000

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 head0.077
GPT teacher head0.379
Teacher spread0.303 · 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

Citations7
Published2020
Admission routes1
Has abstractyes

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