Evidence map›Paper›PMID 39790917›Full record

ReviewBehavior analysis in practice2024

The Challenges Ahead: Concepts, Analytics, and Ethics of Value-Based Care in Applied Behavior Analysis.

David J Cox

Abstract readReview
In one paragraph

Review in Behavior analysis in practice, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

1 author.

David J CoxRethinkFirst, New York, NY USA.ORCID 0000-0003-4376-2104

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Value-based care has incrementally increased its footprint across healthcare over the past 2 decades. Several organizations in ABA have begun experimenting with various components of value-based care specific to the delivery of ABA services and it seems likely that this trend will continue into the future. For those new to value-based care, this article reviews the main conceptual components as well as common myths and misconceptions about value-based care. Though conceptually straightforward, practically pulling off value-based care in ABA will require significant advancements in data collection, analytics, sharing, and transparency that follow from broad field-wide collaboration. Further, many ethical questions will likely arise as ABA providers begin thinking about and assessing their clinical and business operations through a value-based care lens. Though value-based care will likely roll out slowly and incrementally over many years, ABA providers interested in participating or leading these conversations will likely benefit from focusing collaborative efforts around: normalizing data sharing and self-analysis; defining and developing quality and cost measures; identifying patient risk variables; addressing challenges at the intersection of public health ethics and clinical ethics; and addressing challenges at the intersection of AI ethics and clinical ethics. Most probably agree that optimizing patient outcomes is the goal of ABA services. However, doing it in an objective, measurable, and consistent manner that can be validated by third-parties will require overcoming significant challenges.

Indexed as

EthicsQuality measurementQuantitative analysisValue-based care

Identifiers

PMID39790917
PMCPMC11707211

What Socratic holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.