Evidence map›Paper›PMID 42482717›Full record

ArticleCureus2026

Visibility Is Not Control: Construct Separation and Variable Attribution in Surgical Reimbursement Policy.

Andrew M Klapper, Anthony N Dardano, Michael Risin, Karla Maita, Monali Mahedia

Abstract read
In one paragraph

Article in Cureus, 2026. 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

5 authors.

Andrew M KlapperPlastic and Reconstructive Surgery, Florida Atlantic University Charles E. Schmidt College of Medicine, Boca Raton, USA.
Anthony N DardanoPlastic and Reconstructive Surgery, Florida Atlantic University Charles E. Schmidt College of Medicine, Boca Raton, USA.
Michael RisinPlastic and Reconstructive Surgery, Delray Medical Center, Delray Beach, USA.
Karla MaitaPlastic Surgery, Mayo Clinic, Jacksonville, USA.
Monali MahediaPlastic Surgery, Larkin Community Hospital, Miami, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Surgical reimbursement policy frequently treats dollar-denominated figures as interchangeable even when they measure different economic constructs. Physician professional fees, facility revenue, Medicare Physician Fee Schedule rates, qualifying payment amounts, contracted rates, billed charges, adjudicated payments, and total episode costs differ in provenance, construction method, purpose, and interpretive boundary. A related attribution error occurs when accountability is assigned to the actor most visible to the patient rather than to the actor that controlled the operative variable. This technical report proposes a construct-separation and variable-attribution framework for distinguishing what reimbursement figures measure from who controlled the variables that produced disputed payment, access, or cost-containment outcomes. The report presents two operational checks: a five-filter construct-separation test and a six-question variable-attribution test. These checks apply symmetrically to physician charges, payer benchmarks, adjudicated outcomes, directory-based network claims, and savings assertions. Functional specialist availability is identified as an access-relevant construct distinct from directory enrollment. A network listing may establish contractual presence but does not establish emergency coverage, complex case acceptance, transfer acceptance, after-hours availability, or post-operative continuity. The framework does not set prices, validate billed charges, invalidate statutory benchmarks, or prove access harm. It establishes a measurement discipline that should precede policy judgment: identify the construct, define its boundary, state what it omits, and map operative control before assigning accountability. The intended audience includes clinicians, health-policy researchers, payers, regulators, hospitals, independent dispute-resolution entities, and legislators seeking a structured method for interpreting reimbursement figures, evaluating network adequacy, and assigning accountability according to operative control rather than patient-facing visibility.

Indexed as

construct separationhealth policyindependent dispute resolutionnetwork adequacyno surprises actphysician reimbursementqualifying payment amountspecialist availabilitysurgical reimbursementvariable attribution

Identifiers

PMID42482717
PMCPMC13384907

What OpenQuestion holds

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LicenceCC BY
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 OpenQuestion graph.