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

[Sinonasal ameloblastoma: Clinical case presentation and literature review].

  • mexican patient
  • right maxillary sinus
  • ipsilateral nasal cavity
2026 42096278

[First intestinal transit bipartition at the Mexican Institute for Social Security].

  • 44-year-old male patient with grade iii obesity
2026 42096277

Porphyrinic MOF-Confined Nanozyme Hydrogel with CuS-Mediated Photoregulation for Infected Wound Healing.

  • wound models
  • in vitro
  • in vivo
  • wounds
  • tissue
  • nanozyme hydrogel
  • tissue microenvironment
  • bacterial-infected wounds
  • granulation tissue formation
  • collagen deposition
  • skin regeneration
  • bacterial load
  • inflammation
  • oxidative balance
  • precise therapy
  • bacterial eradication
  • reactive oxygen species
  • ros
2026 42096276

Folic acid supplementation and prevention of adverse offspring outcomes among women with epilepsy: An observational study.

  • pregnant women with epilepsy
  • pwwe
  • asm-exposed pregnancies
  • women with epilepsy
  • 1013 women
  • risks of composite adverse offspring outcomes
  • outcomes
  • fetal death
  • aor
  • composite adverse outcomes
  • preterm birth
  • adverse offspring outcomes
  • odds ratio [
  • aor ]
2026 42096275

Nanoparticle-based approaches to tackling urinary tract biofilms.

  • urine-relevant models
2026 42096274

Geographic clustering and population structures of Campylobacter jejuni and Campylobacter coli in South and Southeast Asian poultry systems.

  • c. coli
  • jejuni
  • poultry
  • c. jejuni isolates
  • farms
  • markets
  • live bird markets and shops
  • facilities
  • south and southeast asian poultry systems
  • geographically structured accessory profiles
  • multiple clonal complexes
  • st-21
  • st-45
  • genetic diversity of c. jejuni and c. coli isolates
  • apparent ecological segregation
  • geographic clustering and population structures of campylobacter jejuni and campylobacter coli
2026 42096272

Microbe Profile: Durusdinium trenchii: a thermotolerant coral symbiont.

  • coral gastrodermis
  • corals
  • symbiont communities
  • thermal tolerance
  • bleaching susceptibility
  • host growth
2026 42096271

Aerobic Fermentation Strategy to Promote Nisin Production by Lactococcus lactis.

  • l. lactis cf6
  • intracellular atp
  • nad+/nadh ratio
  • metabolic flux
  • production
2026 42096270

Evidence supporting the first secondary chromosome in Actinobacteria as a hallmark of the Embleya genus.

  • actinobacteria
  • eec1
2026 42096269

A General Quasi-Periodic Sampling Method for Simulating and Interpreting X-ray Powder Diffraction Patterns of Ultrathin Crystalline Materials.

  • close-packed metals
  • two-dimensional metal-organic frameworks
  • atomic structures
  • pxrd patterns
2026 42096267

Breaking Atomic Fe-N 4 Symmetry in Aerogel Catalysts by Nitrogen and Chlorine Doping for Enhancing Oxygen Reduction.

  • aerogel catalysts
  • micro-nanoporous aerogel
  • explainable xgboost machine-learning model
  • liquid-and solid-state batteries
  • oxygen reduction
  • battery power density
  • critical performance trends
  • high peak power densities
  • excellent stability
2026 42096266

A treat-to-target urate management strategy does not improve kidney outcome in patients with chronic kidney disease and asymptomatic hyperuricemia: a target trial emulation.

  • patients with stage g3-g4 ckd and asymptomatic hyperuricemia
  • patients with chronic kidney disease (ckd) and asymptomatic hyperuricemia
  • adults with stage g3-g4 ckd and asymptomatic hyperuricemia
  • zhejiang provincial people's hospital
  • patients with chronic kidney disease and asymptomatic hyperuricemia
  • renal outcomes
  • kidney outcomes
  • kidney outcome
2026 42096265

Carbon Residual Chemical Shift Anisotropy as an Analytical Tool for Anomeric Differentiation and Enantiodiscrimination.

  • isotropic phase
  • chromonic-like lyotropic liquid crystalline phase of dsf
  • dsf liquid crystal
  • liquid crystalline phase of dsf
  • water-compatible systems
  • aqueous disodium folate (dsf) liquid crystal
  • β-anomers of carbohydrates
  • unambiguous anomeric differentiation
  • enantiodiscrimination of carbohydrates and amino acids
2026 42096263

Streptomyces mabaensis sp. nov., isolated from karst cave samples of ancient Ma'ba remains.

  • karst cave samples of ancient ma'ba remains
  • caves
  • culturable streptomyces strains
  • karst cave of the maba hominins
  • karst cave niche
  • uncharacterized microbial diversity
2026 42096262

Clavibacter vidaverae sp. nov., Clavibacter rahimiani sp. nov. and Clavibacter davisi sp. nov.: corynebacterial plant pathogens isolated from small-grain cereals.

  • hosts of isolation
  • small-grain cereals
  • barley
  • oat
2026 42096261

Correction: Evaluation of Large Language Models for Radiologists' Support in Multidisciplinary Breast Cancer Teams: Comparative Study.

  • ©hong jiang
2026 42096260

Drug-Induced Liver Injury: Mitochondrial Mechanisms, Biomarkers, and Emerging Therapeutic Strategies.

  • animal models
  • in vitro systems
  • experimental models
  • mice
  • liver organoids
  • mitochondrial targets
  • hepatocellular injury
  • predictive value
  • drug safety assessment
2026 42096259

Structural Retinal and Choroidal Changes in Toxoplasmic Retinochoroiditis Assessed by Swept-Source Optical Coherence Tomography.

  • kruskal-wallis h test
  • inactive eyes
  • active eyes
  • 33 patients
  • reactive eyes
  • 6 bilateral cases
  • continuous parameters
  • ellipsoid zone disruption
  • rpe loss
  • epiretinal membranes
  • cft
  • sfct
  • posterior hyaloid thickening
  • vitreous hyperreflective dots
  • intraretinal/subretinal fluid
  • outer retinal atrophy
2026 42096258

Exposing Metal Centers in Carborane-Protected Copper Cluster Electrocatalysts.

  • electrocatalytic nitrate reduction reaction
2026 42096257

An Enhanced 4A‑Based Stress‑Management Intervention for Nursing Students: A Randomized Controlled Comparison With a Mobile Self‑Help Program.

  • 105 undergraduate nursing students
  • nursing students
  • clinical competence
  • self-efficacy and professional identity
2026 42096256

[Solitary fibrous tumor of the prostate mimicking a tumor of the vesicoprostatic junction. Case report].

  • adult patients
  • 71-year-old man
  • neoplasms of the urinary and reproductive system
  • suspicious lesion
  • urothelial carcinoma
2026 42096255

[Early preeclampsia associated with hydatidiform mole and pulmonary metastasis: A case report].

  • adolescent patient with early-onset preeclampsia
  • 15-year-old patient without prenatal care
  • vaginal bleeding
  • nausea
  • clinical signs of preeclampsia
2026 42096254

Adding transcriptomic features to MF prognostic models.

  • mf prognostic models
2026 42096251

[Coffin-Lowry syndrome: Case report in Mexico].

  • men
  • 4-year-old male, son of healthy, non-consanguineous parents
  • clinical features of cls
  • global neurodevelopmental delay
  • hypertelorism
  • nasal bridge
2026 42096245

Targets of senescence in cardiac muscle: insights for regenerative treatments in the aged heart.

  • pre-clinical models
  • cardiac muscle
  • heart
  • patients in need of regenerative therapies
  • structural and functional changes
  • senescent cell burden
  • metabolic dysfunction
2026 42096244

A geometry-informed continuous 3D IEQ framework enables more accurate dose estimation in stem cell-derived islet transplantation.

  • in vivo
  • streptozotocin-induced diabetic mice transplanted with islet
  • stem cell-derived pancreatic islet organoids
  • glucose-stimulated insulin secretion assays
  • islet mass
  • consistent insulin output
2026 42096241

Adjunctive Intra-Arterial Alteplase After Successful Thrombectomy for Acute Ischemic Stroke: The CHOICE-2 Randomized Clinical Trial.

  • patients with acute ischemic stroke due to large vessel occlusion
  • patients with acute ischemic stroke
  • thrombectomy plus intra-arterial alteplase group
  • 3786 patients
  • patients
  • excellent functional outcome
  • symptomatic intracranial hemorrhage
  • mortality
  • rankin scale score
  • residual hypoperfusion
2026 42096239

Tumor-Infiltrating Clonal Hematopoiesis and Pan-Cancer Prognosis in Patients With Solid Tumors.

  • patients with solid tumors
  • patients with tet2 variants
  • patients with endometrial cancer
  • tumor tissue
  • solid tumors
  • survival
  • gata2
  • (pan-cancers) and tet2 (breast cancer) variants
  • ti-ch
  • prevalence of ti-ch
  • variant allele frequency
  • pan-cancer prognosis
  • clinical factors
  • overall survival
  • os
2026 42096237

Mobile Application as a Digital Therapeutic for Chronic Tinnitus: A Randomized Clinical Trial.

  • therapeutic app group
  • sham-control app group
  • individuals with chronic tinnitus
  • individuals diagnosed with mild to severe chronic tinnitus
  • patients reporting distressing chronic tinnitus
  • patients
  • thi scores
  • tinnitus
  • efficacy
  • safety
2026 42096236

Web-Based Amblyopia Decision Support Tool.

  • children
  • children aged 3 to 17 years with amblyopia
  • monocular decreased best-corrected vision
2026 42096234