Use of intensive care at the end of life in the United States: An epidemiologic study*

Why is this work in the frame?

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

Full frame distilled prediction

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.

Candidate categories

Metaresearch

Consensus categories

none

Domain

Candidate signal: noneConsensus signal: none

Study design

Candidate signal: QualitativeConsensus signal: none

Genre

Candidate signal: EmpiricalConsensus signal: Empirical

Teacher disagreement score

0.537

Threshold uncertainty score

0.974

Validation status

machine_predicted_unvalidated · codex-gemma-dda1882f352a

Codex and Gemma teacher scores by category

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.

Teacher spread

0.160 · how far apart the two teachers sit on this one work

Validation status

score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Abstract

OBJECTIVE: Despite concern over the appropriateness and quality of care provided in an intensive care unit (ICU) at the end of life, the number of Americans who receive ICU care at the end of life is unknown. We sought to describe the use of ICU care at the end of life in the United States using hospital discharge data from 1999 for six states and the National Death Index. DESIGN: Retrospective analysis of administrative data to calculate age-specific rates of hospitalization with and without ICU use at the end of life, to generate national estimates of end-of-life hospital and ICU use, and to characterize age-specific case mix of ICU decedents. SETTING: All nonfederal hospitals in the states of Florida, Massachusetts, New Jersey, New York, Virginia, and Washington. PATIENTS: All inpatients in nonfederal hospitals in the six states in 1999. INTERVENTION: None. MEASUREMENTS AND MAIN RESULTS: We found that there were 552,157 deaths in the six states in 1999, of which 38.3% occurred in hospital and 22.4% occurred after ICU admission. Using these data to project nationwide estimates, 540,000 people die after ICU admission each year. The age-specific rate of ICU use at the end of life was highest for infants (43%), ranged from 18% to 26% among older children and adults, and fell to 14% for those >85 yrs. Average length of stay and costs were 12.9 days and $24,541 for terminal ICU hospitalizations and 8.9 days and $8,548 for non-ICU terminal hospitalizations. CONCLUSIONS: One in five Americans die using ICU services. The doubling of persons over the age of 65 yrs by 2030 will require a system-wide expansion in ICU care for dying patients unless the healthcare system pursues rationing, more effective advanced care planning, and augmented capacity to care for dying patients in other settings.

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.

The record

Venue

Critical Care Medicine

Topic

Palliative Care and End-of-Life Issues

Field

Medicine

Canadian institutions

CARE Canada

Funders

National Institute on Aging

Keywords

MedicineIntensive care unitEnd-of-life careEmergency medicineIntensive careRetrospective cohort studyPediatricsIntensive care medicinePalliative careInternal medicineNursing

Has abstract in OpenAlex

yes

API

/api/v1/works/W2045932891