Evidence map›Paper›PMID 42182484›Full record

ArticlebioRxiv : the preprint server for biology2026

Granger Sensori-Behavioral Taxonomy of Neuronal Ensemble Activity from Two-Photon Calcium Imaging Data.

Sahar Khosravi, Nikolas A Francis, Patrick O Kanold, Behtash Babadi

Abstract readPreprint
PubMed Full text at PMC Publisher
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

5 · Who and what money

Authors and funding

4 authors.

Sahar KhosraviDepartment of Electrical & Computer Engineering, University of Maryland, College Park, MD, USA.
Nikolas A FrancisDepartment of Biology, University of Maryland, College Park, MD, USA.ORCID 0000-0001-6530-5559
Patrick O KanoldDepartment of Biomedicl Engineering, Johns Hopkins University, Baltimore, MD, USA.
Behtash BabadiDepartment of Electrical & Computer Engineering, University of Maryland, College Park, MD, USA.ORCID 0000-0002-9856-006X

Funding

Readout and control of spatiotemporal neuronal codes for behaviorU19NS107464 · NINDS · UNIVERSITY OF CHICAGO · PI KANOLD, PATRICK O · 2018 to 2022
$17.3M
Dynamic processing of sound in auditory cortexR01DC017785 · NIDCD · JOHNS HOPKINS UNIVERSITY · PI KANOLD, PATRICK O · 2021 to 2025
$2.7M
NIDCD NIH HHS R01 DC017785NINDS NIH HHS U19 NS107464
6 · The paper itself

Abstract

Understanding how neuronal populations interact to encode and transform sensory information is a fundamental challenge in computational neuroscience. Most existing studies, however, study neural encoding, behavioral readout, and functional connectivity as disjoint problems. Two-photon calcium imaging enables simultaneous recording of large neuronal ensembles

Identifiers

PMID42182484
PMCPMC13192643

What OpenQuestion holds

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Registered trials

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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.