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

Curvature-Induced Giant Second-Harmonic Generation in WS 2 Nanoscroll on a Metallic Film.

  • ws2 nanoscrolls
  • monolayers
  • second-harmonic generation
  • shg
  • raman scattering signals
2026 42224019

Setbacks to strengths: A scoping review of positive psychology constructs among veterans and service members with traumatic brain injury.

  • veterans
  • veterans and service members with traumatic brain injury
  • military personnel
  • adults with military background
  • military personnel with tbi
  • positive psychology constructs
  • ppcs
2026 42224018

Behavioral health provider training to enhance family partnerships.

  • families of adults with serious mental health and other behavioral health conditions
  • adults with behavioral health conditions
  • families of adults with behavioral health conditions
2026 42224017

Dual-Functional Potassium Citrate: Synergistic In Situ Carbon Filling and Activation toward Wood-Based Thick Carbon Electrodes with Enhanced Capacitive Performance.

  • high-mass-loading wood-based thick carbon electrodes
  • electrical double-layer capacitors
  • edlcs
  • wood-derived carbon
  • wood-based thick carbon electrodes
  • high-mass-loading biomass-derived carbon thick electrodes
  • insufficient capacitance
  • capacitive performance
2026 42224016

Estimating a Physiological Lung Function Score and Biological Sex Using Pulmonary Function Tests and Machine Learning: Retrospective Study.

  • 6392 healthy adults
  • mayo clinic regions
  • adults
  • four models
  • person's lung age
  • complete pulmonary function tests
  • lung age
  • chronological age
  • biological sex
  • person's lung age
  • self-reported sex
2026 42224015

Who benefits from autonomy? Action-state orientation moderates the effect of autonomy need satisfaction at work on employee well-being.

  • state-oriented employees
  • action-oriented employees
  • employees
  • autonomy need satisfaction
  • self-regulatory abilities
  • autonomy
2026 42224014

Hybrid sequencing reveals incompleteness of the H37Rv reference genome and highlights lineage-specific genomic divergence in Mycobacterium tuberculosis.

  • chinese laboratory-adapted h37rv _ cn strain
  • clinically isolated beijing family strain
  • a2018772
  • chinese laboratory-adapted h37rv strain
  • h37rv_cn
  • chinese lineage 2 strains
  • family clinical isolated strain a2018772
  • lineage 2-dominated populations
  • studied strains
  • m. tuberculosis lineage 2 strains from china
  • 78 publicly available lineage 2 genomes
  • mycobacterium tuberculosis h37rv reference genome
  • 14 structural variants
  • mapping rates
  • coverage
  • greater divergence
  • snps
  • 373 indels
  • 219 structural variants
  • pe/ppe genes and metabolic pathways
  • transmission clusters
  • transmission events
  • substantial differences
  • transmission clustering
  • 9.2 kb deletion
2026 42224013

Affective intensity of enacted stigma events and emotion regulation strategy use among sexual and gender minorities.

  • adult sexual and gender minorities
2026 42224012

An Exploration of Danish Forensic Hospital Staffs' Clinical Decision-Making about the Least Restrictive Alternative Principle.

  • danish forensic hospital staffs
  • mental health staff
  • nine staff members
  • 10 nursing staff
  • danish forensic hospital staffs'clinical decision-making
  • perceptions of decision-making
  • danish forensic hospital staffs'clinical decision-making
2026 42224010

Temporal cueing of conflict reduces congruency effects in the Eriksen flanker and Simon tasks.

  • eriksen flanker and simon tasks
  • eriksen flanker task
  • simon task
  • diffusion model
  • conflict tasks
  • tasks
  • diffusion model for conflict tasks
  • classical two-choice versions of the eriksen flanker and simon tasks
  • congruency effects
  • modulation
  • conflict effects
  • cognitive control
  • distractor suppression
  • conflict between targets and distractors
  • high or low conflict probabilities
2026 42224009

Morphological Distinction of Supra-RPE Deposits in Idiopathic Full-Thickness Macular Holes.

  • fd eyes deposit area
  • gd eyes
  • 66 eyes
  • patients with idiopathic ftmh
  • eyes
  • idiopathic full-thickness macular holes
  • en face oct slabs
  • fd eyes deposit area
  • δva
  • postoperative functional recovery
  • anatomical and functional outcomes
  • supra-rpe deposits
2026 42224008

Systematic Metabolic Engineering and Fermentation Optimization of Yarrowia lipolytica for High-Yield Production of Scutellarin.

  • shake flasks
  • microbial titer
  • 7.26 % byproduct
2026 42224007

Affordable GLP-1? When Digital Platforms Meet Policy Reform.

  • emerging access model
2026 42224006

Ultrasound-Guided Mandibular Nerve Pulsed Radiofrequency With Adjunct Dexamethasone in Trigeminal Neuralgia: A Retrospective Cohort Study.

  • patients with trigeminal neuralgia (tn)
  • 73 consecutive patients
  • clinical outcomes
  • safety
2026 42224005

Greater mother-infant synchrony predicts less positive emotion in infants at high levels of maternal anxiety.

  • mothers at low risk for psychopathology
  • infants
  • positive emotion
  • positive socioemotional outcomes
2026 42224004

Spontaneous movements of preterm-born infants predict social competence and self-esteem at early school age: The mediating role of motor skills and maternal emotional availability.

  • preterm-born children
  • preterm-born infants
  • one hundred six israeli preterm-born infants
  • 38.3 % girls
  • arab
  • middle-class families
  • standard test
  • infants
  • socioemotional adjustment
  • socioemotional challenges
  • children's motor skills
  • mothers'emotional availability
  • spontaneous movements
2026 42224003

Processing speed deficits: A missing link in understanding individual variation in children's interval timing skills?

  • children with movement difficulties
  • children with very slow processing speed
  • behavioral interval timing
  • nine-to 11-year-old children
  • movement skills
  • interval timing
  • variable interval timing
2026 42224002

Transactional associations of health-related worries among Asian families: Evidence from six-wave longitudinal data during COVID-19.

  • asian families
  • families in china
  • family members
  • family systems
  • mother, father
  • mothers
  • transactional associations of health-related worries
  • health-related worry
  • mothers
  • infection concerns
2026 42224001

Chemical Insights into Interfacial Materials from Brazilian Crude Oils via Comparative Extraction Methods.

  • model emulsion tests
  • stability
  • emulsion stabilization
2026 42224000

When Time Stands Behind the Patient: The Face, the Surgeon, and Goya's Old Women.

  • goya's old women
2026 42223999

"Rutin-Loaded Film-Forming Spray for Accelerated Wound Repair: A QbD-Guided Translational Approach".

  • in vivo
  • rats
  • ex vivo permeation
  • in vitro
  • stable, patient-compliant ffs
  • wound-healing platform
  • complete wound closure
  • cumulative permeation
  • korsmeyer-peppas kinetics
  • enhanced topical delivery
  • therapeutic performance
2026 42223998

Eye Movement Patterns Under Exposure to Spatial Disorientation Illusions During Simulated Flight.

  • subjects
  • high-risk sd flight profiles
  • gyro-ipt sd flight simulator
  • aircrew members
  • cadets
  • participants
  • head-up display
  • hud
  • flight simulator
  • gaze metrics
  • fixations
  • saccades
  • visits
  • visual illusions
  • vestibular illusions
  • hud engagement
  • methodeye movements
  • distinct eye-movement strategies
  • eye movement patterns
  • spatial disorientation (sd) events
2026 42223995

Metabacillus harenarius sp. nov., an alginate lyase-producing bacterium, and reclassification of 'Bacillus weihaiensis'.

  • coastal sand sample
  • alginate lyase-producing bacterium
  • bacillus weihaiensis
2026 42223994

Charge-Induced Stabilization of Ultralong Water Bridges between Disjoint Carbon Nanotubes.

  • nanofluidic systems
  • long-distance water transport
2026 42223993

Pain catastrophizing is associated with higher pain intensity following carpal tunnel release: a prospective observational study.

  • patients
  • patients between 18 and 79 years
  • worst preoperative pain
  • demographics
  • comorbidities
  • pain and function
  • sleep quality
  • pain catastrophizing
  • moderate pain
2026 42223992

Chloroplast and mitochondrial genomes of Sphaerosorus coelastroides Pascher (Xanthophyceae) from Central Appalachia, Clinch River, Virginia, United States.

  • report
  • chloroplasts
  • cell
  • utex culture collection of algae
  • isolate
  • mucilage layer
  • dry freshwater riverbed
  • cell sizes
2026 42223988

Seaweed community dynamics on the Konkan coast: Implications of variation in environmental factors.

  • 21 rocky intertidal sites
  • seaweed diversity
2026 42223987

COX-2-Derived PGE 2 Modulates IL-17 Production by γδ T Cells During Allergic Lung Inflammation.

  • γδ $ $ \ gamma \ delta $ $ t cells
  • il-17a production
  • pge2 receptors
  • ep2
  • ep4
2026 42223986