MétaCan
Menu
Back to cohort
Record W3135198730 · doi:10.5430/jha.v10n1p1

Suction catheter usage and cost at long-term care hospitals in Republic of Korea

2021· article· en· W3135198730 on OpenAlexvenueno aff
Kyung Hun Nam, Dae‐Hyun Kim, Won Ki Baek, Han Byul Lee, Joo Hyung Kim

Bibliographic record

VenueJournal of Hospital Administration · 2021
Typearticle
Languageen
FieldHealth Professions
TopicGeriatric Care and Nursing Homes
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineSuctionReimbursementCatheterPneumoniaEmergency medicineIntensive care medicineSurgeryHealth careInternal medicine

Abstract

fetched live from OpenAlex

A substantial number of Korean patients who require tracheostomy or oral suctioning are admitted to long-term care hospitals. However, under the Korea’s current daily fixed-rate reimbursement system, the cost of suction catheters is a considerable financial burden. To further discuss proper reimbursement policies for suction catheters in South Korean long-term care system, we examined the number and cost of suction catheters used in a long-term care hospital. This study is a single-center prospective cohort observational study that was conducted on patients admitted to the step-down unit at Ajou University Intermediate Care Hospital. Data of 47 patients were collected for this study. The average amount of suction catheter use per person was 529 during the 62 days of the study period. Daily suction catheter usage showed a statistically significant difference between patients with and without tracheostomy (10.5 ± 6.9 vs 2.1 ± 3.3, p-value < .001). It also showed a significant difference between patients who were diagnosed with or without pneumonia during hospitalization (12.3 ± 4.2 vs 5.5 ± 4.2, p-value < .001). The estimated cost of suction catheter usage for 30 days on a single patient who has tracheostomy was about 160,000 Korean won ($160), which was about 7.3% of the total monthly reimbursement. With the current reimbursement system, there is a potential risk of improper reuse and underuse of suction catheters. To improve respiratory care and prevent pneumonia, we suggest a separate reimbursement system for suction catheters for patients with tracheostomy in South Korean long-term care hospitals.

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)0.002
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 score0.013
Threshold uncertainty score0.025

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.002
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.021
GPT teacher head0.355
Teacher spread0.334 · 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
Published2021
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Hospital AdministrationSame topicGeriatric Care and Nursing HomesFrench-language works237,207