AI knowledge flow · research reuse

Where does knowledge from funded AI research travel?

The index connects German participation in EU AI projects to reported research outputs and uses exact DOI and OpenAlex identifiers to observe where those works are cited next.

Exact identifiers, not name matchingFull baseline and OpenAlex run kept separateNo generative AI model

Complete OpenAlex crawlCollector checked 04 Nov 2026, 01:11Source data through 11 May 2026Tracking since 22 Jul 2026Revision 6

Full cohort · CORDIS + OpenAIRE

The reliable baseline

Full baseline checked

Project and output aggregates come from the fully checked transfer cohort. They are not extrapolated from the OpenAlex run.

reported research outputs in the full cohort: 56,274
outputs with at least one DOI: 40,376
unique DOI identifiers in the full cohort: 68,976
reported OpenAIRE citations: 769,275

Basis: the transfer cohort that the collector run of 04 Nov 2026 took over. The AI transfer index may already show a newer snapshot with different totals.

Complete OpenAlex crawl

The observed knowledge flow

Every DOI output queried at least once

The complete crawl processes the configured DOI cohort through exact OpenAlex identifiers. Unresolved DOIs remain visible gaps; titles and names are never matched.

DOI outputs in the OpenAlex run: 40,376
DOI identifiers in the OpenAlex run: 68,976
DOI outputs exactly resolved in OpenAlex: 29,911
observed output-to-citation edges: 939,756

Selection rule: every DOI-bearing output in the configured cohort; no title or name matching

Search projects, outputs or institutionsFramework programme

Country of citing institution

Institution type

180 results

Output → citing work → institution

Exactly observed knowledge paths

Choose an output to see which works reference it and which institutions OpenAlex reports for them. The graph shows at most five outputs and eight recent citing works per output; the metrics count every observed edge in the active OpenAlex run. Person and author data are not published.

Complete OpenAlex crawlEvery DOI output queried at least once

Funded output

Citing institutions

Centre National de la Recherche ScientifiqueFR · 3 citing works

Boston Children's HospitalUS · 2 citing works

École Polytechnique Fédérale de LausanneCH · 2 citing works

European Bioinformatics InstituteGB · 2 citing works

Harvard UniversityUS · 2 citing works

McGill UniversityCA · 2 citing works

Stanford UniversityUS · 2 citing works

Latest publicly displayed relations · at most eight works per output
Citing works	Citing institutions	Country
Zirconium Based Chalcogenide Perovskites AZrS3 (A = Ca, Sr, Ba): Crystal Chemistry, Phase Behavior, Electronic and Optical Properties, Stability, and Energy Applications a Critical Review.	Afe Babalola University	NG
Thermochemistry of the Water Splitter SrTi0.5Mn0.5O3−δ Studied Using Density Functional Theory (DFT+ U )	American University in Cairo	EG
Peripheral nitrogen topology as a defect-chemical design parameter for electronic and magnetic states in graphene: a first-principles study of pyridinic, pyridazinic, pyrrolic, and pyrazolic configurations	Bangladesh University of Engineering and Technology	BD
Hydrogenation-induced sp2-to-sp3 conversion of bilayer graphene on Cu(111): Formation of a thermally stable diamond-like carbon layer at an electronically coupled Cu–C interface	CEA Grenoble	FR
Hydrogenation-induced sp2-to-sp3 conversion of bilayer graphene on Cu(111): Formation of a thermally stable diamond-like carbon layer at an electronically coupled Cu–C interface	Centre d’Élaboration de Matériaux et d’Études Structurales	FR
Hydrogenation-induced sp2-to-sp3 conversion of bilayer graphene on Cu(111): Formation of a thermally stable diamond-like carbon layer at an electronically coupled Cu–C interface	Centre National de la Recherche Scientifique	FR
Hydrogenation-induced sp2-to-sp3 conversion of bilayer graphene on Cu(111): Formation of a thermally stable diamond-like carbon layer at an electronically coupled Cu–C interface	Commissariat à l'Énergie Atomique et aux Énergies Alternatives	FR
Zirconium Based Chalcogenide Perovskites AZrS3 (A = Ca, Sr, Ba): Crystal Chemistry, Phase Behavior, Electronic and Optical Properties, Stability, and Energy Applications a Critical Review.	Gombe State Polytechnic Bajoga	NG
Synergistic activation of peroxymonosulfate by Fe 3 O 4 /diatomite composite for efficient tetracycline degradation: mechanistic insights from experiments and density functional theory	Guizhou University	CN
Role of M-Site Cation Substitution on Phonon Rattling, Carrier Scattering, and Thermoelectric Performance in Vacancy-Ordered Double Perovskites Cs2MBr6 (M = Te, Pt)	Indian Institute of Science Education and Research Berhampur	IN
Hydrogenation-induced sp2-to-sp3 conversion of bilayer graphene on Cu(111): Formation of a thermally stable diamond-like carbon layer at an electronically coupled Cu–C interface	Institut de Recherche Interdisciplinaire de Grenoble	FR
Hydrogenation-induced sp2-to-sp3 conversion of bilayer graphene on Cu(111): Formation of a thermally stable diamond-like carbon layer at an electronically coupled Cu–C interface	Institut National des Sciences Appliquées de Toulouse	FR
Hydrogenation-induced sp2-to-sp3 conversion of bilayer graphene on Cu(111): Formation of a thermally stable diamond-like carbon layer at an electronically coupled Cu–C interface	Institut polytechnique de Grenoble	FR
Switching the Ordering Pattern of Bi2Rh4 Breathing Distortion by Isovalent Chalcogen Substitution in Bi2Rh3 X 2 ( X = Se, S)	Japan Synchrotron Radiation Research Institute	JP
Switching the Ordering Pattern of Bi2Rh4 Breathing Distortion by Isovalent Chalcogen Substitution in Bi2Rh3 X 2 ( X = Se, S)	Keio University	JP
Switching the Ordering Pattern of Bi2Rh4 Breathing Distortion by Isovalent Chalcogen Substitution in Bi2Rh3 X 2 ( X = Se, S)	Kitasato University	JP
Hydrogenation-induced sp2-to-sp3 conversion of bilayer graphene on Cu(111): Formation of a thermally stable diamond-like carbon layer at an electronically coupled Cu–C interface	Laboratoire de Physique et Chimie des Nano-Objets	FR
Oxygen-Induced Surface Reconstruction Tunes MoS2 Activity in Li–O2 Electrocatalysis	Mahasarakham University	TH
Switching the Ordering Pattern of Bi2Rh4 Breathing Distortion by Isovalent Chalcogen Substitution in Bi2Rh3 X 2 ( X = Se, S)	Nagoya University	JP
Hydrogenation-induced sp2-to-sp3 conversion of bilayer graphene on Cu(111): Formation of a thermally stable diamond-like carbon layer at an electronically coupled Cu–C interface	National Research Council	IT
Switching the Ordering Pattern of Bi2Rh4 Breathing Distortion by Isovalent Chalcogen Substitution in Bi2Rh3 X 2 ( X = Se, S)	Okayama University	JP
Hydrogenation-induced sp2-to-sp3 conversion of bilayer graphene on Cu(111): Formation of a thermally stable diamond-like carbon layer at an electronically coupled Cu–C interface	Pontificia Universidad Católica Madre y Maestra	DO
Switching the Ordering Pattern of Bi2Rh4 Breathing Distortion by Isovalent Chalcogen Substitution in Bi2Rh3 X 2 ( X = Se, S)	SPring-8	JP
Switching the Ordering Pattern of Bi2Rh4 Breathing Distortion by Isovalent Chalcogen Substitution in Bi2Rh3 X 2 ( X = Se, S)	The University of Tokyo	JP
Hydrogenation-induced sp2-to-sp3 conversion of bilayer graphene on Cu(111): Formation of a thermally stable diamond-like carbon layer at an electronically coupled Cu–C interface	Université de Toulouse	FR
Peripheral nitrogen topology as a defect-chemical design parameter for electronic and magnetic states in graphene: a first-principles study of pyridinic, pyridazinic, pyrrolic, and pyrazolic configurations	University of Alabama in Huntsville	US
Switching the Ordering Pattern of Bi2Rh4 Breathing Distortion by Isovalent Chalcogen Substitution in Bi2Rh3 X 2 ( X = Se, S)	University of Hyogo	JP
Peripheral nitrogen topology as a defect-chemical design parameter for electronic and magnetic states in graphene: a first-principles study of pyridinic, pyridazinic, pyrrolic, and pyrazolic configurations	University of Illinois Urbana-Champaign	US
Inverse Design of Metainterfaces Towards Static Friction Control: Beyond the Hertzian Limit	Brown University	US
Current gaps in downstream applications of fMRI foundation models: lessons learned from BrainLM & BrainHarmonix on Prevent-AD	Centre National de la Recherche Scientifique	FR
Quantifying the Effect of Synthetic Colour Fundus Photograph Scaling on Foundation Models	Chinese University of Hong Kong	HK
DMAF-Net: An effective modality rebalancing framework for incomplete multi-modal medical image segmentation	Chongqing University of Technology	CN
Current gaps in downstream applications of fMRI foundation models: lessons learned from BrainLM & BrainHarmonix on Prevent-AD	Djavad Mowafaghian Centre for Brain Health	CA
DINOSim : Training‐Free Semantic Segmentation on Microscopy Images	Donostia International Physics Center	ES
Current gaps in downstream applications of fMRI foundation models: lessons learned from BrainLM & BrainHarmonix on Prevent-AD	Douglas Mental Health University Institute	CA
Inverse Design of Metainterfaces Towards Static Friction Control: Beyond the Hertzian Limit	École Polytechnique Fédérale de Lausanne	CH
A self-supervised random noise attenuation method for seismic data based on self-attention	Hefei University of Technology	CN
DINOSim : Training‐Free Semantic Segmentation on Microscopy Images	Ikerbasque	ES
Current gaps in downstream applications of fMRI foundation models: lessons learned from BrainLM & BrainHarmonix on Prevent-AD	IMT Atlantique	FR
Current gaps in downstream applications of fMRI foundation models: lessons learned from BrainLM & BrainHarmonix on Prevent-AD	Institut Universitaire de Gériatrie de Montréal	CA
DINOSim : Training‐Free Semantic Segmentation on Microscopy Images	Instituto Biofisika	ES
DINOSim : Training‐Free Semantic Segmentation on Microscopy Images	Instituto de Tecnologia Química e Biológica António Xavier	PT
Current gaps in downstream applications of fMRI foundation models: lessons learned from BrainLM & BrainHarmonix on Prevent-AD	Laboratoire des Sciences et Techniques de l’Information de la Communication et de la Connaissance	FR
Current gaps in downstream applications of fMRI foundation models: lessons learned from BrainLM & BrainHarmonix on Prevent-AD	McGill University	CA
Current gaps in downstream applications of fMRI foundation models: lessons learned from BrainLM & BrainHarmonix on Prevent-AD	Mila - Quebec Artificial Intelligence Institute	CA
Current gaps in downstream applications of fMRI foundation models: lessons learned from BrainLM & BrainHarmonix on Prevent-AD	Montreal Neurological Institute and Hospital	CA
Quantifying the Effect of Synthetic Colour Fundus Photograph Scaling on Foundation Models	Moorfields Eye Hospital NHS Foundation Trust	GB
Quantifying the Effect of Synthetic Colour Fundus Photograph Scaling on Foundation Models	National University of Singapore	SG
Quantifying the Effect of Synthetic Colour Fundus Photograph Scaling on Foundation Models	NIHR Moorfields Biomedical Research Centre	GB
DINOSim : Training‐Free Semantic Segmentation on Microscopy Images	NOVA Institute for Medical Systems Biology	PT
Computer-aided triage and diagnostic routing for efficient medical image classification	Shandong Jianzhu University	CN
Quantifying the Effect of Synthetic Colour Fundus Photograph Scaling on Foundation Models	Singapore National Eye Center	SG
DMAF-Net: An effective modality rebalancing framework for incomplete multi-modal medical image segmentation	Southeast University	CN
Current gaps in downstream applications of fMRI foundation models: lessons learned from BrainLM & BrainHarmonix on Prevent-AD	Université de Montréal	CA
Current gaps in downstream applications of fMRI foundation models: lessons learned from BrainLM & BrainHarmonix on Prevent-AD	University of British Columbia	CA
DINOSim : Training‐Free Semantic Segmentation on Microscopy Images	University of the Basque Country	ES
YOLO-DFA: dynamic feature-aware fusion for small object detection in UAV and remote sensing imagery	Xihua University	CN
UCHL1 as a Biomarker of Brain Injury in Neonates and Infants Undergoing Cardiac Surgery: An Exploratory Study	Boston Children's Hospital	US
UCHL1 as a Biomarker of Brain Injury in Neonates and Infants Undergoing Cardiac Surgery: An Exploratory Study	Boston University	US
UCHL1 as a Biomarker of Brain Injury in Neonates and Infants Undergoing Cardiac Surgery: An Exploratory Study	Broad Institute	US
Dual Cell Carriers Support In Vitro Tri-Culture Models for Tracheal Tissue Patch Development	Buriram Rajabhat University	TH
Extracorporeal membrane oxygenation impact on critically ill COVID-19 patients	Centro de Química Estrutural	PT
Dual Cell Carriers Support In Vitro Tri-Culture Models for Tracheal Tissue Patch Development	Chulalongkorn University	TH
Extracorporeal membrane oxygenation impact on critically ill COVID-19 patients	Comprehensive Health Research Centre	PT
Breaking new ground into RAD51 BRC repeats interplay in homologous recombination	École Polytechnique Fédérale de Lausanne	CH
UCHL1 as a Biomarker of Brain Injury in Neonates and Infants Undergoing Cardiac Surgery: An Exploratory Study	Harvard University	US
Extracorporeal membrane oxygenation impact on critically ill COVID-19 patients	Institute for Biotechnology and Bioengineering	PT
An analytical workflow enabling selective enrichment of proteoglycans and heparin ligands from the human aorta	Institution not reported	unknown
Extracorporeal membrane oxygenation impact on critically ill COVID-19 patients	Instituto Superior Técnico	PT
Breaking new ground into RAD51 BRC repeats interplay in homologous recombination	Italian Institute of Technology	IT
Dual Cell Carriers Support In Vitro Tri-Culture Models for Tracheal Tissue Patch Development	King Chulalongkorn Memorial Hospital	TH
UCHL1 as a Biomarker of Brain Injury in Neonates and Infants Undergoing Cardiac Surgery: An Exploratory Study	Mahidol University	TH
Breaking new ground into RAD51 BRC repeats interplay in homologous recombination	Max Planck Institute for Brain Research	DE
Breaking new ground into RAD51 BRC repeats interplay in homologous recombination	Max Planck Institute of Biophysics	DE
ZmHY5L synergistically affects endosperm starch quality and grain morphology through G-box-mediated transcriptional regulation of the maize waxy gene	Ministry of Agriculture and Rural Affairs	CN
Dual Cell Carriers Support In Vitro Tri-Culture Models for Tracheal Tissue Patch Development	National Center for Genetic Engineering and Biotechnology	TH
Dual Cell Carriers Support In Vitro Tri-Culture Models for Tracheal Tissue Patch Development	National Science and Technology Development Agency	TH
MYST-Dependent Proteome and Acetylome Landscapes in Fungal Morphogenesis and Pathogenesis	Shenyang Agricultural University	CN
UCHL1 as a Biomarker of Brain Injury in Neonates and Infants Undergoing Cardiac Surgery: An Exploratory Study	Siriraj Hospital	TH
Extracorporeal membrane oxygenation impact on critically ill COVID-19 patients	Unidade Local de Saúde de São José	PT
Extracorporeal membrane oxygenation impact on critically ill COVID-19 patients	Universidade Nova de Lisboa	PT
Extracorporeal membrane oxygenation impact on critically ill COVID-19 patients	Universidade Politécnica de Lisboa	PT
Quantitative Top‐Down Proteomics: A Review	University of Alabama	US
Breaking new ground into RAD51 BRC repeats interplay in homologous recombination	University of Bologna	IT
Extracorporeal membrane oxygenation impact on critically ill COVID-19 patients	University of Lisbon	PT
Breaking new ground into RAD51 BRC repeats interplay in homologous recombination	University of Urbino	IT
MYST-Dependent Proteome and Acetylome Landscapes in Fungal Morphogenesis and Pathogenesis	Xi’an International University	CN
ZmHY5L synergistically affects endosperm starch quality and grain morphology through G-box-mediated transcriptional regulation of the maize waxy gene	Yunnan Academy of Agricultural Sciences	CN
Multilevel response to heat and cold stress in cauliflower (Brassica oleracea var. botrytis)	Adam Mickiewicz University in Poznań	PL
A nanoscale map of the human cell surface proteome reveals spatial and functional organization	Amgen (United States)	US
Integration of Chemical Probes and Degradomics Reveals That Cathepsin B Functions Primarily as a Dipeptidyl Carboxypeptidase in Macrophages	Baker Heart and Diabetes Institute	AU
A nanoscale map of the human cell surface proteome reveals spatial and functional organization	Boston Children's Hospital	US
Mitochondrial transfer enhances the metabolic fitness and antitumor activity of primary NK cells	CHA University	KR
High-resolution transcriptomic and proteomic profiling of house dust mite homologous allergens	Czech Agrifood Research Center	CZ
High-resolution transcriptomic and proteomic profiling of house dust mite homologous allergens	Czech University of Life Sciences Prague	CZ
A nanoscale map of the human cell surface proteome reveals spatial and functional organization	Harvard Stem Cell Institute	US
A nanoscale map of the human cell surface proteome reveals spatial and functional organization	Harvard University	US
A nanoscale map of the human cell surface proteome reveals spatial and functional organization	Howard Hughes Medical Institute	US
Mitochondrial transfer enhances the metabolic fitness and antitumor activity of primary NK cells	Inha University	KR
An analytical workflow enabling selective enrichment of proteoglycans and heparin ligands from the human aorta	Institution not reported	unknown
Methylated eEF1A selectively decodes mRNA to shape cancer proteomes	Karolinska Institutet	SE
Interaction of outer membrane vesicles of the oral pathogen Porphyromonas gingivalis with human red blood cells disclosed by proteome analyses	Lesaffre (France)	FR
Methylated eEF1A selectively decodes mRNA to shape cancer proteomes	McGill University	CA
High-resolution transcriptomic and proteomic profiling of house dust mite homologous allergens	Medical University of Vienna	AT
Integration of Chemical Probes and Degradomics Reveals That Cathepsin B Functions Primarily as a Dipeptidyl Carboxypeptidase in Macrophages	Peter Doherty Institute	AU
Multilevel response to heat and cold stress in cauliflower (Brassica oleracea var. botrytis)	Poznan University of Medical Sciences	PL
High-resolution transcriptomic and proteomic profiling of house dust mite homologous allergens	Purdue University West Lafayette	US
Methylated eEF1A selectively decodes mRNA to shape cancer proteomes	Science for Life Laboratory	SE
Methylated eEF1A selectively decodes mRNA to shape cancer proteomes	St. Jude Children's Research Hospital	US
A nanoscale map of the human cell surface proteome reveals spatial and functional organization	Stanford Medicine	US
A nanoscale map of the human cell surface proteome reveals spatial and functional organization	Stanford University	US
Methylated eEF1A selectively decodes mRNA to shape cancer proteomes	Stanford University	US
Integration of Chemical Probes and Degradomics Reveals That Cathepsin B Functions Primarily as a Dipeptidyl Carboxypeptidase in Macrophages	The University of Melbourne	AU
Methylated eEF1A selectively decodes mRNA to shape cancer proteomes	The University of Texas MD Anderson Cancer Center	US
Interaction of outer membrane vesicles of the oral pathogen Porphyromonas gingivalis with human red blood cells disclosed by proteome analyses	Universität Greifswald	DE
Interaction of outer membrane vesicles of the oral pathogen Porphyromonas gingivalis with human red blood cells disclosed by proteome analyses	University Medical Center Groningen	NL
Mitochondrial transfer enhances the metabolic fitness and antitumor activity of primary NK cells	University of California, Irvine	US
Interaction of outer membrane vesicles of the oral pathogen Porphyromonas gingivalis with human red blood cells disclosed by proteome analyses	University of Groningen	NL
Integration of Chemical Probes and Degradomics Reveals That Cathepsin B Functions Primarily as a Dipeptidyl Carboxypeptidase in Macrophages	Walter and Eliza Hall Institute of Medical Research	AU
Methylated eEF1A selectively decodes mRNA to shape cancer proteomes	Washington University in St. Louis	US
Ubi-SCAPE Enables Deep Exploration of the Poly-Ubiquitylome	Babraham Institute	GB
Liposome supplementation enhances host metabolism in a model symbiotic cnidarian	Carnegie Institution for Science	US
Mediator-associated proteins and the small RNA–guided Polycomb repressive complex enhance cryptic transcription for transposon exclusion	Centre National de la Recherche Scientifique	FR
Liposome supplementation enhances host metabolism in a model symbiotic cnidarian	Department of Embryology	US
Cell Painting and machine learning for mechanistic profiling of hepatotoxic botanicals and their constituents	European Bioinformatics Institute	GB
Quantifying Data Reuse in Proteomics Using PRIDE Downloads Statistics and a Semi‐Supervised LLM‐Based Framework	European Bioinformatics Institute	GB
Cell Painting and machine learning for mechanistic profiling of hepatotoxic botanicals and their constituents	Health and Environmental Sciences Institute	US
Mediator-associated proteins and the small RNA–guided Polycomb repressive complex enhance cryptic transcription for transposon exclusion	Institut de Génétique Humaine	FR
In vitro investigation of the host-pathogen interaction in human strongyloidiasis at the intestinal level	IRCCS Policlinico San Donato	IT
Liposome supplementation enhances host metabolism in a model symbiotic cnidarian	King Abdullah University of Science and Technology	SA
Cell Painting and machine learning for mechanistic profiling of hepatotoxic botanicals and their constituents	National Institute of Environmental Health Sciences	US
Cell Painting and machine learning for mechanistic profiling of hepatotoxic botanicals and their constituents	National Institutes of Health	US
Ubi-SCAPE Enables Deep Exploration of the Poly-Ubiquitylome	Newcastle University	GB
Mediator-associated proteins and the small RNA–guided Polycomb repressive complex enhance cryptic transcription for transposon exclusion	Ocean University of China	CN
In vitro investigation of the host-pathogen interaction in human strongyloidiasis at the intestinal level	Ospedale Sacro Cuore Don Calabria	IT
Liposome supplementation enhances host metabolism in a model symbiotic cnidarian	Polytech Nice Sophia	FR
Cell Painting and machine learning for mechanistic profiling of hepatotoxic botanicals and their constituents	Procter & Gamble (United States)	US
Renal clearance rate, estimated renal reabsorption ratio, and kidney proteome of Holstein dairy cows with divergent milk urea concentrations	Research Institute for Farm Animal Biology (FBN)	DE
The impact of ventilation mode on systemic inflammation and organ dysfunction in a porcine model of abdominal sepsis-associated acute respiratory distress syndrome	SUNY Upstate Medical University	US
In vitro investigation of the host-pathogen interaction in human strongyloidiasis at the intestinal level	Università degli Studi del Piemonte Orientale “Amedeo Avogadro”	IT
Renal clearance rate, estimated renal reabsorption ratio, and kidney proteome of Holstein dairy cows with divergent milk urea concentrations	Universität Greifswald	DE
Liposome supplementation enhances host metabolism in a model symbiotic cnidarian	Université Côte d'Azur	FR
Mediator-associated proteins and the small RNA–guided Polycomb repressive complex enhance cryptic transcription for transposon exclusion	Université de Montpellier	FR
The impact of ventilation mode on systemic inflammation and organ dysfunction in a porcine model of abdominal sepsis-associated acute respiratory distress syndrome	University of Arkansas for Medical Sciences	US
Liposome supplementation enhances host metabolism in a model symbiotic cnidarian	University of California, Berkeley	US
Ubi-SCAPE Enables Deep Exploration of the Poly-Ubiquitylome	University of Manchester	GB
The impact of ventilation mode on systemic inflammation and organ dysfunction in a porcine model of abdominal sepsis-associated acute respiratory distress syndrome	University of Maryland Medical Center	US
In vitro investigation of the host-pathogen interaction in human strongyloidiasis at the intestinal level	University of Parma	IT
Liposome supplementation enhances host metabolism in a model symbiotic cnidarian	University of Technology Sydney	AU
In vitro investigation of the host-pathogen interaction in human strongyloidiasis at the intestinal level	University of Verona	IT
Renal clearance rate, estimated renal reabsorption ratio, and kidney proteome of Holstein dairy cows with divergent milk urea concentrations	University of Veterinary Medicine Vienna	AT
Liposome supplementation enhances host metabolism in a model symbiotic cnidarian	Victoria University of Wellington	NZ
Quantifying Data Reuse in Proteomics Using PRIDE Downloads Statistics and a Semi‐Supervised LLM‐Based Framework	Wellcome Trust	GB

10 of 153 relations

Method & identity rules

Knowledge flow without invented bridges

The collector connects sources only through compatible official or persistent identifiers. Missing assignments remain visibly unknown.

1
Define the project cohort exactly
CORDIS project codes and reported German participation define the AI cohort; they do not prove German authorship of every output.
2
Take outputs from OpenAIRE
Research products are connected only through the project relation reported by OpenAIRE. Full-cohort aggregates remain separate from the OpenAlex run.
3
Preserve every DOI relation
Every valid DOI of an output is processed separately. The collector picks no supposed primary DOI and matches no titles or person names.
4
Resolve references backwards
A citing work counts only when its OpenAlex reference list contains a resolved target work. Institutions come from reported affiliations.

Collection, linking, classification and presentation use no generative AI model.

How to read the figures correctly

Citations evidence scholarly attention or reuse, not quality or economic or societal impact.
CORDIS proves German participation in the project. It does not prove that a German project participant authored a linked output.
The flow analysis processes every exact DOI-linked output in the configured cohort.
Countries, sectors and institutions are full-counted from reported OpenAlex affiliations and may overlap. Missing affiliations remain unknown.
OpenAlex dates some citing works years before the output they cite, for example reprints or faulty metadata. Such edges count, but their dates do not: the timeline and the first and latest citation use only dates from one year before the cited output's earliest date up to the check day.
Sources add, correct and deduplicate records retrospectively. Recent months are therefore marked provisional.

Sources, licences & individual coverage status

Each source shows its check status. The upstream cutoff is stated separately from the collector run time; bounded samples are never extrapolated.

European Commission · CORDISavailable

1,170projects

Licence / reuse: European Commission reuse policy

checked 04 Nov 2026, 01:11Open source ↗

OpenAIRE Graphavailable

56,274outputs

Licence / reuse: CC BY 4.0

checked 04 Nov 2026, 01:11Open source ↗

OpenAlexavailable

32,652resolved OpenAlex works

Licence / reuse: CC0

checked 04 Nov 2026, 01:11Open source ↗

ROR identifiers via OpenAlexavailable

43,297ROR identifiers

Licence / reuse: CC0

checked 04 Nov 2026, 01:11Open source ↗

Frequently asked questions

What does AI knowledge flow measure?

It observes which works cite outputs from EU-funded AI projects and which countries, sectors and institutions occur in the reported affiliations of those citing works. This is a signal of scholarly attention and reuse.

What coverage does the OpenAlex analysis have?

The observed-flow card states the active scope. A bounded probe is never extrapolated. A complete crawl processes the configured DOI cohort; unresolved DOIs remain reported as gaps.

Does the index prove German authorship or impact?

No. CORDIS proves German project participation, not authorship of every output. A citation also proves neither quality nor economic or societal impact.

Why can one output have several DOI and OpenAlex links?

OpenAIRE can report multiple persistent identifiers for one output, such as a preprint and journal version. The collector preserves this many-to-many relation instead of arbitrarily choosing one primary identifier.

Does the index publish author names?

No. Work, institution and ROR identifiers are sufficient for the knowledge-flow analysis. Person, author and ORCID data are excluded from the public dataset.

Does the collector use generative AI?

No. It uses versioned rules, exact identifiers, API responses and schema validation. There is no language model in the collector and no generated assignment.

Want to connect research, funding or market data reliably?

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