Evidence map›Paper›PMID 42071926›Full record

ArticleAnimals : an open access journal from MDPI2026

Marketing of Slow-Track Rather than Fast-Track Animals Reduces Mean Length of Stay and Animal Shelter Census Count: A Theoretical Study.

Michael Loizos Mavrovouniotis

Abstract read
In one paragraph

Article in Animals : an open access journal from MDPI, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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.

Michael Loizos MavrovouniotisSCIL and Social Compassion, P.O. Box 1125, Laguna Beach, CA 92652-1125, USA.ORCID 0009-0009-9896-2761

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Animal shelters operate under capacity constraints in which average length of stay (LOS) determines the number of animals in care and the resources required to maintain humane standards. Shelters commonly distinguish between fast-track animals, which are expected to be adopted quickly, and slow-track animals, which tend to remain longer. Many operational interventions, such as preferential kennel placement or active marketing, are limited resources that must be allocated among these groups. We developed a mathematical framework to evaluate how simple, broadly applicable interventions affect expected LOS as a function of an animal's baseline LOS. We analyzed the impact of marketing interventions with multiplicatively higher adoption odds. We showed analytically that marketing interventions yield larger reductions in expected LOS when applied to slow-track animals. To examine population-level consequences, we constructed a steady-state kennel allocation example and validate the results using Monte Carlo simulation with stochastic intakes and adoptions. Across both analyses, prioritizing slow-track animals for marketing resources minimizes the total in-care census count relative to the opposite strategy. These findings provide a quantitative basis for allocating limited shelter resources. Preferential marketing of slow-track animals helps reduce mean LOS and maintain the in-care census count within capacity.

Indexed as

animal adoptionanimal shelteringcapacity for carelength of stayshelter capacity

Identifiers

PMID42071926
PMCPMC13113131

What OpenQuestion holds

Textmetadata
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.