Evidence map›Paper›PMID 40386487›Full record

ArticleStructural equation modeling : a multidisciplinary journal2025

Unsupervised Model Construction in Continuous-Time.

Jonathan J Park, Zachary F Fisher, Michael D Hunter, Chad Shenk, Michael Russell, Peter C M Molenaar, Sy-Miin Chow

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Structural equation modeling : a multidisciplinary journal, 2025. 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.

Jonathan J ParkDepartment of Psychology, University of California, Davis.
Zachary F FisherDepartment of Human Development and Family Studies, The Pennsylvania State University.
Michael D HunterDepartment of Human Development and Family Studies, The Pennsylvania State University.
Chad ShenkDepartment of Psychology, University of Rochester.
Michael RussellDepartment of Biobehavioral Health, The Pennsylvania State University.
Peter C M MolenaarDepartment of Human Development and Family Studies, The Pennsylvania State University.
Sy-Miin ChowDepartment of Human Development and Family Studies, The Pennsylvania State University.

Funding

Penn State Clinical and Translational Science InstituteUL1TR002014 · NCATS · PENNSYLVANIA STATE UNIV HERSHEY MED CTR · PI KRASCHNEWSKI, JENNIFER L. · 2016 to 2025
$33.7M
The Center for Innovation in Intensive Longitudinal Studies (CIILS)U24AA027684 · NIAAA · PENNSYLVANIA STATE UNIVERSITY, THE · PI CHOW, SY-MIIN · 2018 to 2022
$1.9M
NCATS NIH HHS UL1 TR002014NIAAA NIH HHS U24 AA027684
6 · The paper itself

Abstract

Many of the advancements reconciling individual- and group-level results have occurred in the context of a discrete-time modeling framework. Discrete-time models are intuitive and offer relatively simple interpretations for the resulting dynamic structures; however, they do not possess the flexibility of models fitted in the continuous-time framework. We introduce ct-gimme, a continuous-time extension of the group iterative multiple model estimation (GIMME; Gates & Molenaar, 2012) procedure which enables researchers to fit complex, high dimensional dynamic networks in continuous-time. Our results indicate that ct-gimme outperforms

Indexed as

Continuous-TimeDynamic Network AnalysisNetwork AnalysisState-Space ModelingStructural Equation Modeling

Identifiers

PMID40386487
PMCPMC12083780

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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.