Evidence map›Paper›PMID 42044419›Full record

ArticleThe American journal of managed care2026

Billing for tobacco cessation: enhancing data quality and revenue capture.

Derek J Baughman, Marcus Rauhut, Ishan Mahajan, Allison McCoy, Edward Anselm

Abstract read
In one paragraph

Article in The American journal of managed care, 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.

Derek J BaughmanDepartment of Biomedical Informatics, Vanderbilt University School of Medicine, Nashville, TN.
Marcus RauhutWellSpan Health, York, PA.
Ishan MahajanDepartment of Biomedical Informatics, Vanderbilt University School of Medicine, Nashville, TN.
Allison McCoyWellSpan Health, York, PA.
Edward AnselmIcahn School of Medicine at Mount Sinai, 5260 S Landings Dr, Unit 1603, Fort Myers, FL 33939. Email: eanselm@msn.com.

Funding

Johns Hopkins Training Program in Biomedical Informatics and Data ScienceT15LM013979 · NLM · JOHNS HOPKINS UNIVERSITY · PI CHRISTOPHER G CHUTE, Hadi Kharrazi · 2022 to 2026
$2.2M
NLM NIH HHS T15 LM013979
6 · The paper itself

Abstract

objectivesThis study aimed to quantify the economic impact of missed billing opportunities for tobacco cessation counseling at an academic medical center to identify what may be a systematic defect in the administration of tobacco cessation services and to highlight opportunities to improve patient outcomes and revenue. Patient surveys show that evidence-based tobacco cessation interventions are provided at low rates despite guidelines supporting the use of these services at every eligible encounter. STUDY

designRetrospective cohort study.

methodsThe study analyzed deidentified patient health data from electronic health records at an academic medical center, focusing on primary care encounters from January 1, 2020, to December 31, 2023, involving patients 18 years and older with a history of current tobacco use. Billing data for tobacco cessation counseling ( Current Procedural Terminology codes 99406 or 99407) were examined to estimate revenue loss from unbilled eligible encounters.

resultsOf 1,068,875 primary care visits, 16.8% (179,304) involved tobacco users. However, only 1.0% of these encounters were billed for cessation services, representing an estimated potential revenue loss of $3.2 million over 4 years.

conclusionsThese findings identify a significant discrepancy between the billing of tobacco cessation services and the opportunities to do so. Better provision and billing of tobacco cessation counseling can improve patient health outcomes, advance value-based care goals, and enhance financial sustainability.

Indexed as

CounselingTobacco Use CessationAcademic Medical CentersElectronic Health RecordsFemaleHumansPrimary Health CareRetrospective Studies

Identifiers

PMID42044419
PMCPMC13177293

What OpenQuestion holds

Textmetadata
LicenceTDM
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.