Definitions used

The INoVA uses entity recognition models to extract models and associated readouts (outcomes) from sentences in PubMed abstracts. The following definitions are used for these entities:

Model

The experimental setup (e.g. wound healing assay, Irwin test) used to measure an outcome, or the system in which an outcome is being measured (e.g. CACO-2 cells, the liver, ob/ob mice). The following model types are included: In vitro, in vivo, ex vivo, in silico and in chemico.

Readout

What is being measured in the model. Both quantitative measures and qualitative outcomes are being retrieved.

Searching and filtering

The INoVA hub uses free text searches as well as pre-defined filtering options to guide the user in retrieving relevant publications. The various options are described below. Multiple filters and/or free text searches can be used to define your search.

Free text search

Free text searches are available for the model name, readout and species. By typing in the name and clicking on "apply", a substring search is performed on all models and readouts in our platform. For species, a generative AI mapping has been performed on the sentence level. Therefore, the species has been inferred from the model and/or sentence. To correctly handle abbreviations, an attempt is made to map a search term on its full name if an abbreviation is being used, and vice versa, abbreviations of a full name are included when possible. Boolean queries are currently not supported in search.

Predefined filters

The models recognized have been mapped to model parameters whenever possible. This mapping has been performed by a generative AI model on a contextual level. This means that the whole sentence has been used to classify the models to the predefined parameters.

The model parameters can be used either to query the INoVA hub data, or to filter results. To use the filters, select a parameter from the pulldown menu and click the apply button. When multiple model parameters are used, the AND logic is being performed. The following model parameters are available:

  • System type, e.g. in vitro, in vivo, in silico
  • System format, e.g. bioengineered system, organism
  • Inducer type, e.g. chemical, diet, genetic engineering
  • Health domain, e.g. cardiovascular disease
  • Organ system, e.g. heart, liver

For the organ system parameter, two levels of granularity are offered. The second level offers a more detailed.

Please note that the model parameters are set independent from each other. The user is responsible for making meaningful intersections of the parameter values.

Dynamic data

The information available in the INoVA hub interface is updated daily and contains all PubMed abstract data from the year 2015 onwards.

Selection and Download

To select and download PMIDs for further analysis, tick the box of the publication and click the download button. The number of downloads is limited to a maximum of 100 records.

Reset

Title Model(s) Readout(s) Pub. year PMID

[Multisegment spectacles for prevention of myopia progression].

  • mcs
  • children
  • europe
  • prevalence of myopia
  • secondary complications
  • maculopathy
2026 42986343

Reinterpreting homographs in context.

  • participants
2026 42986342

Characteristics of and Clinical Criteria for Oropouche Virus Disease, United States, May 2024-January 2025.

  • 65 case-patients
  • patients with oropouche virus disease
  • patients
  • americas
  • commonly fever
  • headache
  • myalgia
  • characteristics
  • symptoms
  • sensitivity
  • specificity of symptom combinations
2026 42986341

A component analysis of the Resilience Education Program: A Tier 2 intervention for internalizing behavior concerns.

  • schools
  • students
  • resilient families
  • students (ages 10-14 years old)
  • urban schools in the midwestern united states
  • students with internalizing behavior concerns
  • school mental health professionals
  • students
  • behavior concerns
  • student outcomes
2026 42986340

Latent classes of family vulnerability and associations with parental functioning during the COVID-19 pandemic.

  • well-adapted families
  • well-adapted group (low risk)
  • elevated-risk groups
  • families living
  • interpersonal risk group
  • contextual risk group
  • families living apart
  • elevated-risk classes
  • significantly higher parenting stress
  • mental health
  • three distinct vulnerability classes
2026 42986339

Training in vigilant care for parents of juvenile offenders: A randomized controlled trial.

  • parents of adolescents (12-18 years old)
  • multilevel models
  • parents
  • adolescents
  • juvenile offenders
  • parents of juvenile offenders
  • parental knowledge and anchoring
  • risk behavior
  • factors associated with risk reduction
  • treatment retention
2026 42986338

Moderating effect of parent self-esteem and depression on links between child behavior and interparental communication.

  • mothers
  • fathers
  • parents of children with chronic disruptive behaviors
  • parents of children without such concerns
  • 90 parent couples
  • families
  • interparental discord
  • self-esteem
  • depressive symptoms
  • negative communication
  • disruptive child behavior
  • negative and less positive communication
  • parenting self-esteem
  • rates of depression
  • partner communication
2026 42986337

"How do you recognize the little wins": Reframing success in individual placement and support from the perspective of program clients and service providers.

  • individual placement and support program clients
  • clinical/administrative staff
  • program clients
2026 42986336

Suction versus traditional ureteral access sheaths in retrograde intrarenal surgery: an updated systematic review and meta-analysis of stone-free rates and complications.

  • adult rirs
2026 42986335

Preadolescent psychosocial maladjustment in children who exhibited different developmental patterns of co-occurring externalizing behaviors during the preschool years.

  • school-aged children
  • preschoolers with a high co-occurrence pattern
  • preadolescents
  • children with low or moderate trajectories
  • children
  • long-term homotypic (similar) and heterotypic (diverse) psychosocial difficulties
  • psychosocial adjustment
  • multiple co-occurring ebs
  • ebs
  • developmental patterns of co-occurring externalizing behaviors
2026 42986334

Parental racial trauma and Black preschoolers' socioemotional health: Socialization processes as risk and protective factors.

  • preschool-aged children
  • 168 black parents
  • children ages 3-5 years
  • 57.7 % boys
  • internalizing and externalizing behaviors
2026 42986333

Potentially psychologically traumatic event exposures among Royal Canadian Mounted Police during the first year of service.

  • participants
  • canadian general population
  • rcmp
  • royal canadian mounted police
  • prevalence
  • prevalences
  • rcmp longitudinal posttraumatic stress disorder study self-reported mental health disorder symptoms
  • ppte exposures
  • anxiety-, depressive-, and trauma-related mental health disorders
  • potentially psychologically traumatic event exposures
  • ∼39 ppte exposures
2026 42986332

Individual, interpersonal, and socioeconomic predictors of divorce: A 12-year prospective study.

  • 368 different-sex newlywed couples
  • behavioral models of divorce
  • couples
  • relationship satisfaction
  • individual vulnerabilities
  • socioeconomic risk
  • vulnerabilities
  • relationships
2026 42986331

Structured variation in daily life experience within and across individuals.

  • healthy adults
  • individuals
  • participants
  • emotional experience
  • current valence
  • primary activity
  • social context
  • daily life experience
2026 42986330

Reducing risky sex for young women in underserved settings: Motivational interviewing versus sex education.

  • hispanic participants
  • hispanic young women
  • underserved settings
  • ages 14-21 years
  • hispanic
  • vaginal swab
  • racially
  • ethnically
  • participants
  • alternative schools
  • young women in underserved settings
  • condom use
  • behaviors
  • young women
  • risk for unintended pregnancy and sexually transmitted infections
  • condomless sex with substance use
  • pregnancy
  • b|
  • unintended pregnancy and sexually transmitted infections
  • risky sex
2026 42986329

The dual-level dynamics of moral incongruence: A multilevel analysis of problematic pornography use.

  • between-person level
  • community sample of american adults
  • use frequency
  • ppu
2026 42986328

Multidimensional loss chasing among online sports gamblers: Assessing the moderating effects of starting behaviors on harm prediction.

  • bettors
  • online sports gamblers
  • loss chasing effects
2026 42986324

Prevalence of generalized joint hypermobility, hypermobility spectrum disorders and Ehlers-Danlos syndrome: systematic review and meta-analysis.

  • females
  • males
  • individuals aged 18-50 years
  • age group 51 and older
  • prevalence
  • hsd and hypermobile ehlers-danlos syndrome
  • prevalence of hsd
2026 42986321

It's not in your HEADSS: Mental health screening in adolescent primary care visits.

  • youth aged 12 and older
  • pediatric primary care clinic
  • primary care clinics
  • headss administration
  • mental health concerns
  • risky behavior
  • identification
  • treatment
2026 42986320

Effects of a nutraceutical multicomponent supplement (Vertilev®) in older people with chronic dizziness: a prospective, open-label, single-arm multicenter study.

  • patients
  • people with chronic dizziness
  • elderly patients with chronic dizziness
  • patients with chronic dizziness
  • up and go (tug) test
  • patients with chronic dizziness (aged ≥65 years
  • 45 enrolled patients
  • elderly population
  • individuals over 65
  • control or placebo group
  • people
  • dizziness-related disability
  • postural stability
  • gait performance
  • potential effects
  • tolerability
  • dizziness handicap inventory (dhi) total score and subscales
  • dizziness self-assessment
  • quality of life
  • fall risk
  • excellent tolerability profile
2026 42986319

How hearing children of deaf parents navigate deafness-related stigma.

  • children of deaf adults
  • codas
  • children of deaf parents
2026 42986318

Ruxolitinib for graft-versus-host disease prophylaxis following tacrolimus toxicity: A case series.

  • four allo-hct recipients
  • four patients
  • tacrolimus-related toxicity
  • acute or chronic gvhd events
2026 42986317

ATMLP regulates MDVs mediated inflammation induced by radiotherapy in lung cancer.

  • cell lines with atmlp overexpression and knockdown
  • trans-well co-culture
  • radiotherapy-induced inflammation
2026 42986315

The NS4B A119T mutation of dengue virus 2 confers adaptation to mammalian cells and increased pathogenicity in AG129 mice.

  • mouse-adapted dengue virus type
  • ag-p10 strain
  • ag129 mice
  • mosquito c6/36 cells
  • in vitro
  • mammalian vero and a549 cells
  • mosquito-derived c6/36 cells
  • recombinant viruses
  • vero
  • a549 cells
  • parental strain india/09-74
  • robust animal model
  • denv2
  • significantly enhanced viral replication
  • focus formation
  • host-specific adaptation
  • pathogenicity
  • viral replication
  • viral adaptation
  • pathogenesis
  • nonsynonymous mutations
  • a119t in ns4b
  • e802q in ns5
  • virulence
  • rapid body weight loss
  • mortality
  • adaptation
2026 42986314

Cardiac Autonomic Dysfunction in Diabetic Highlander and Lowlander Populations of Nepal Assessed by Heart Rate Variability.

  • diabetic highlanders
  • diabetic lowlanders of nepal
  • patients with type 2 diabetes mellitus (t2dm)
  • native highlanders residing above 2500 m
  • biratnagar, morang
  • high-altitude dwellers
  • mann-whitney u tests
  • lowlanders
  • diabetic lowlanders
  • conclusionhighlanders with t2dm
  • diabetic highlander and lowlander populations of nepal
  • diabetic individuals
  • cardiac autonomic function
  • physiological adaptations
  • autonomic function
  • time-domain hrv parameters
  • significantly higher sdnn
  • rmssd
  • significantly increased hf power
  • lf/hf ratio
  • relatively better autonomic balance
  • relatively preserved cardiac autonomic balance
  • diabetes-related autonomic dysfunction
  • cardiac autonomic dysfunction
2026 42986313

Quercetin combined with cinnamaldehyde ameliorates insulin resistance via modulation of the G protein-coupled receptor 120/p38 mitogen-activated protein kinase/Kruppel-like factor 15 signaling pathway.

  • adipocytes.ResultsIn palmitic acid-induced 3t3-l1 adipocytes
  • insulin resistance model group
  • rat insulin resistance models
  • adipose tissue
  • gpr120 and klf15 overexpression
  • glucose consumption
  • gpr120 and p-p38 mapk expressions
  • glucose tolerance and insulin sensitivity ; reduced serum lipid and blood glucose levels
  • expressions of gpr120, p-p38 mapk, and klf15
  • insulin resistance
  • gpr120/p38 mapk/klf15 signaling pathway
2026 42986312