Evidence map›Paper›PMID 42817958›Full record

ArticlebioRxiv : the preprint server for biology2026

PixelPaws: a low-cost, open-source integrated platform for automated scoring of mouse behaviors.

Richard A Slivicki, Hanyun Wang, Juliet M Mwirigi, Kayla Kucz, Hunter Hua, Meaghan C Creed, Robert W Gereau

Abstract readPreprint
In one paragraph

Article in bioRxiv : the preprint server for biology, 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

7 authors.

Richard A SlivickiWashington University Pain Center and Department of Anesthesiology, Washington University, St. Louis, MO.ORCID 0000-0002-3191-7749
Hanyun WangWashington University Pain Center and Department of Anesthesiology, Washington University, St. Louis, MO.ORCID 0009-0005-7003-6513
Juliet M MwirigiWashington University Pain Center and Department of Anesthesiology, Washington University, St. Louis, MO.
Kayla KuczWashington University Pain Center and Department of Anesthesiology, Washington University, St. Louis, MO.
Hunter HuaWashington University Pain Center and Department of Anesthesiology, Washington University, St. Louis, MO.
Meaghan C CreedWashington University Pain Center and Department of Anesthesiology, Washington University, St. Louis, MO.ORCID 0000-0001-7522-8841
Robert W GereauWashington University Pain Center and Department of Anesthesiology, Washington University, St. Louis, MO.ORCID 0000-0002-5428-4251

Funding

Washington University Nutrition Obesity Research CenterP30DK056341 · NIDDK · WASHINGTON UNIVERSITY · PI Brian N Finck · 1999 to 2026
$30.2M
IMPETUS: Integrated Mechanisms, Phenotypes, and Translational Underpinnings of Chronic Pain after SurgeryRM1NS135283 · NINDS · WASHINGTON UNIVERSITY · PI CREED, MEAGHAN C, HAROUTOUNIAN, SIMON · 2024 to 2024
$4.6M
Analgesic potential of novel peripherally-restricted CB1 ligandsR01DA064355 · NIDA · WASHINGTON UNIVERSITY · PI Robert W Gereau · 2025 to 2026
$1.3M
Mesolimbic adaptations underlying altered reward sensitivity in neuropathic painR01DA062509 · NIDA · WASHINGTON UNIVERSITY · PI Meaghan C Creed · 2025 to 2026
$1.3M
Functional and molecular characterization of the central amygdala in the context of oxycodone withdrawalK99DA056691 · NIDA · WASHINGTON UNIVERSITY · PI SLIVICKI, RICHARD · 2024 to 2025
$332k
NIDA NIH HHS K99 DA056691NIDA NIH HHS R01 DA062509NIDA NIH HHS R01 DA064355NIDDK NIH HHS P30 DK056341NINDS NIH HHS RM1 NS135283
6 · The paper itself

Abstract

Behavioral scoring is central to preclinical pain research but is typically performed manually, which is inherently low-throughput and subject to variability between observers. Automated alternatives exist, but cost and programming expertise limit adoption beyond the laboratories that build them. Here we describe PixelPaws, an open-source platform combining a near-infrared imaging enclosure built from consumer parts for under $300, multi-camera acquisition software, a bundled pose-estimation network, and eight classifiers in a graphical user interface. We evaluated the platform across standard assays of pain, itch, and opioid withdrawal. Licking, scratching, and jumping classifiers were validated against trained human observers by leave-one-session-out evaluation. In the formalin assay, classifier-scored licking followed the expected biphasic time course and was reduced dose-dependently by oxycodone, with a phase 2 potency estimate comparable to blinded manual scoring. Chloroquine roughly tripled scratching, and naloxone precipitated a burst of jumping in oxycodone-treated mice. From the same recordings we derived a set of paw contour metrics. Contour intensity fell after formalin and tracked the oxycodone dose series, and contour area shifted toward symmetry after oxycodone in nerve-injured mice. Behavioral sequencing revealed distinct changes in the transitions between behaviors after naloxone-precipitated withdrawal and formalin administration. Oxycodone suppressed formalin-evoked licking without restoring behavioral sequencing toward the vehicle state. These data demonstrate that an integrated, low-cost, open-source platform can make automated behavioral phenotyping accessible without requiring users to build a custom computational pipeline.

Indexed as

automated behavior scoringformalinitchmachine learningneuropathic painopen-sourceopioid withdrawalweight bearing

Identifiers

PMID42817958
PMCPMC13622077

What OpenQuestion 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 OpenQuestion graph.