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Record W2460993365

Differences in adult day services center characteristics by center ownership: United States, 2012.

2014· article· en· W2460993365 on OpenAlexaboutno aff
Lisa L. Dwyer, Lauren Harris-Kojetin, Roberto Valverde

Bibliographic record

VenuePubMed · 2014
Typearticle
Languageen
FieldHealth Professions
TopicGeriatric Care and Nursing Homes
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineQuarter (Canadian coin)Human servicesFor profitLong-term carePharmacyDay careSocial WelfareHealth careFamily medicineBusinessNursingGerontologyFinancePolitical science
DOInot available

Abstract

fetched live from OpenAlex

KEY FINDINGS: Data from the National Study of Long-Term Care Providers. In 2012, 40% of the 4,800 adult day services centers were for-profit entities, serving nearly one-half of the 272,300 center participants. About 60% of adult day services centers used a standardized tool to screen for cognitive impairment, and about 20% used a standardized tool for depression screening. A greater percentage of for-profit than nonprofit centers used these tools. More than one-half of adult day services centers provided skilled nursing, therapeutic, and social work services, while less than one-half of centers provided mental health, pharmacy, and dental services. With the exception of social work services, a greater percentage of for-profit than nonprofit centers provided these services. Almost all adult day services centers provided daily transportation to and from the center. The most recent data estimate that 4,800 adult day services centers nationwide serve nearly a quarter million participants daily (1). Unlike other long-term care providers, such as nursing homes, home health agencies, hospices, and residential care communities, the majority of adult day services centers are nonprofit (1). However, for-profit ownership of adult day services centers appears to be increasing, from 27% in 2010 to 40% in 2012 (2). Using data from the National Study of Long-Term Care Providers, this report presents national estimates for characteristics of adult day services centers in 2012 and compares them by type of center ownership.

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 score0.067
Threshold uncertainty score0.133

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0020.005
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0050.001

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 head0.026
GPT teacher head0.281
Teacher spread0.256 · 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

Citations6
Published2014
Admission routes1
Has abstractyes

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