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 27 Sept 2026, 12:51Source data through 11 May 2026Tracking since 22 Jul 2026Revision 3

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: 53,226
outputs with at least one DOI: 37,858
unique DOI identifiers in the full cohort: 64,799
reported OpenAIRE citations: 737,350

Basis: the transfer cohort that the collector run of 27 Sept 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: 37,858
DOI identifiers in the OpenAlex run: 64,799
DOI outputs exactly resolved in OpenAlex: 28,457
observed output-to-citation edges: 845,669

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

Helmholtz MunichDE · 2 citing works

Ludwig-Maximilians-Universität MünchenDE · 2 citing works

Max Planck Institute of BiochemistryDE · 2 citing works

University of CopenhagenDK · 2 citing works

Imperial College LondonGB · 2 citing works

Technical University of MunichDE · 2 citing works

Academy of Sciences of the Republic of TajikistanTJ · 1 citing work

Latest publicly displayed relations · at most eight works per output
Citing works	Citing institutions	Country
Optoelectronic and thermoelectric properties of high-performance AlSb semiconductors	Academy of Sciences of the Republic of Tajikistan	TJ
Structure, mechanical and filtration properties of graphyne compounds of the self-intercalated type	Chelyabinsk State University	RU
Unraveling the polymorphism and optoelectronic properties of coumarin via high-throughput computational screening	Clover Biopharmaceuticals (China)	CN
Role of Hydrogen Bridging Bonds in the Shear Thickening and Jamming of Dense Suspensions	Dankook University	KR
Active Learning of a Neural Network Potential for Large-Scale Atomistic Simulations of Polymer Electrolyte Membranes	Fujitsu (Japan)	JP
Structure, mechanical and filtration properties of graphyne compounds of the self-intercalated type	Immanuel Kant Baltic Federal University	RU
Correlation-driven half-metallicity and spin-caloritronic response in quaternary heusler IrMnZnTi: A first-principles study	Islamic University of Madinah	SA
Unraveling the polymorphism and optoelectronic properties of coumarin via high-throughput computational screening	Leshan Normal University	CN
From UV to infrared: Tunable electronic and optical properties of BaThO3 and BaThX3 (X = S, se, Te) Perovskites driven by chalcogen Substitution	Medical University of Warsaw	PL
Correlation-driven half-metallicity and spin-caloritronic response in quaternary heusler IrMnZnTi: A first-principles study	Mohammed V University	MA
From UV to infrared: Tunable electronic and optical properties of BaThO3 and BaThX3 (X = S, se, Te) Perovskites driven by chalcogen Substitution	Nicolaus Copernicus University	PL
Optoelectronic and thermoelectric properties of high-performance AlSb semiconductors	Tajik National University	TJ
Unraveling the polymorphism and optoelectronic properties of coumarin via high-throughput computational screening	Tiandi Science & Technology (China)	CN
Role of Hydrogen Bridging Bonds in the Shear Thickening and Jamming of Dense Suspensions	University of Chicago	US
Effect of Mg doping and dopant-vacancy arrangement on the structural stability, electronic structure, and Li-ion migration of anti-perovskite Li3ClO: A first-principles study	University of Delhi	IN
From UV to infrared: Tunable electronic and optical properties of BaThO3 and BaThX3 (X = S, se, Te) Perovskites driven by chalcogen Substitution	University of Okara	PK
Correlation-driven half-metallicity and spin-caloritronic response in quaternary heusler IrMnZnTi: A first-principles study	Yeungnam University	KR
Multi-view deep learning for classification of maxillary canine impaction severity using CBCT-derived images	A.T. Still University	US
Lightweight multimodal adaptive swin transformer with normal feature protection for variable-load fault diagnosis	Anhui University of Science and Technology	CN
An Explainable Multi-Modal Deep Learning Framework for Investigating the Influences of Dynamic Environmental Exposure on Momentary Stress	Chinese University of Hong Kong	HK
Lithium-Ion battery SOH estimation via a physics-feature-enhanced method integrating DRT mechanism and multi-scale deep learning	Guangxi University	CN
Opportunistic Cardiac Health Assessment: Estimating Phenotypes from Localizer MRI Through Multi-modal Representations	Imperial College London	GB
Physics-informed vector ptychography for imaging vector order parameters	Institution not reported	unknown
A deep learning approach to cognitive diagnostic modeling: Dvae CDM	McGill University	CA
A deep learning approach to cognitive diagnostic modeling: Dvae CDM	Mila - Quebec Artificial Intelligence Institute	CA
Opportunistic Cardiac Health Assessment: Estimating Phenotypes from Localizer MRI Through Multi-modal Representations	Munich Center for Machine Learning	unknown
Opportunistic Cardiac Health Assessment: Estimating Phenotypes from Localizer MRI Through Multi-modal Representations	Technical University of Munich	DE
A deep learning approach to cognitive diagnostic modeling: Dvae CDM	University of Alberta	CA
Multi-view deep learning for classification of maxillary canine impaction severity using CBCT-derived images	University of California, Los Angeles	US
Multi-view deep learning for classification of maxillary canine impaction severity using CBCT-derived images	University of California, Santa Barbara	US
Prioritizing Peptides for Targeted Mass Spectrometry Experiments Using Deep Learning	University of Washington	US
Visualizing zinc-starved slow-replicating Mycobacterium tuberculosis in neutrophil-rich lung lesions	Albany Medical Center Hospital	US
Beyond animal glue: Paleoproteomic analysis of paint binders and adhesives in ancient Egypt	British Museum	GB
DNA end-resection is stimulated by an interaction between BRCA1 exon 11 and TOPBP1	Centro Andaluz de Biología Molecular y Medicina Regenerativa	ES
Visualizing zinc-starved slow-replicating Mycobacterium tuberculosis in neutrophil-rich lung lesions	College Medical Center	US
Visualizing zinc-starved slow-replicating Mycobacterium tuberculosis in neutrophil-rich lung lesions	Cornell University	US
Blood Plasma Analysis in Ovarian Cancer Patients Using an AFM/MS Approach: Effect of Sample Dilution on Proteome Depth	Institute of Biomedical Chemistry	RU
Impact of pH and Mycoplasma hominis endosymbiosis on Trichomonas vaginalis pathogenesis	Institution not reported	unknown
How elephant host proteins fight—or fail—against EEHV: Insights from a multi-contrast proteomic enrichment study	Kasetsart University	TH
DNA end-resection is stimulated by an interaction between BRCA1 exon 11 and TOPBP1	Leiden University Medical Center	NL
How elephant host proteins fight—or fail—against EEHV: Insights from a multi-contrast proteomic enrichment study	Mahidol University	TH
Proteome Remodelling in Candida auris During Early Host Adaptation In Vitro and In Vivo	Medical University of Vienna	AT
How elephant host proteins fight—or fail—against EEHV: Insights from a multi-contrast proteomic enrichment study	Michigan State University	US
Beyond animal glue: Paleoproteomic analysis of paint binders and adhesives in ancient Egypt	National Museums of World Culture	SE
How elephant host proteins fight—or fail—against EEHV: Insights from a multi-contrast proteomic enrichment study	National Science and Technology Development Agency	TH
DNA end-resection is stimulated by an interaction between BRCA1 exon 11 and TOPBP1	Netherlands Metabolomics Centre	NL
Visualizing zinc-starved slow-replicating Mycobacterium tuberculosis in neutrophil-rich lung lesions	New York State Department of Health	US
Beyond animal glue: Paleoproteomic analysis of paint binders and adhesives in ancient Egypt	Novo Nordisk Foundation	DK
Beyond animal glue: Paleoproteomic analysis of paint binders and adhesives in ancient Egypt	Ny Carlsberg Glyptotek	DK
DNA end-resection is stimulated by an interaction between BRCA1 exon 11 and TOPBP1	Oncode Institute	NL
DNA end-resection is stimulated by an interaction between BRCA1 exon 11 and TOPBP1	Spanish National Cancer Research Centre	ES
Visualizing zinc-starved slow-replicating Mycobacterium tuberculosis in neutrophil-rich lung lesions	University at Albany, State University of New York	US
Beyond animal glue: Paleoproteomic analysis of paint binders and adhesives in ancient Egypt	University of Copenhagen	DK
Pathogenic Variants in HEPACAM Alter Protein Localization and Interactome in Astrocytes of the Developing Mouse Cortex	University of North Carolina at Chapel Hill	US
Proteome Remodelling in Candida auris During Early Host Adaptation In Vitro and In Vivo	Vienna Biocenter	AT
Visualizing zinc-starved slow-replicating Mycobacterium tuberculosis in neutrophil-rich lung lesions	Wadsworth Center	US
How elephant host proteins fight—or fail—against EEHV: Insights from a multi-contrast proteomic enrichment study	Walailak University	TH
Selective Packaging of miR‐22 and miR‐29 Orthologues into Extracellular Vesicles of the Porcine Whipworm Trichuris Suis	Aalborg University	DK
Selective Packaging of miR‐22 and miR‐29 Orthologues into Extracellular Vesicles of the Porcine Whipworm Trichuris Suis	Aalborg University Hospital	DK
Selective Packaging of miR‐22 and miR‐29 Orthologues into Extracellular Vesicles of the Porcine Whipworm Trichuris Suis	Aarhus University	DK
Selective Packaging of miR‐22 and miR‐29 Orthologues into Extracellular Vesicles of the Porcine Whipworm Trichuris Suis	Aarhus University Hospital	DK
Selective Packaging of miR‐22 and miR‐29 Orthologues into Extracellular Vesicles of the Porcine Whipworm Trichuris Suis	AgriBio	AU
Kaiso Is a Novel TAZ-Interaction Partner That Promotes Hepatic Stellate Cell Activation and Regulates the Downstream lncRNA HIF1A-AS3	Ain Shams University	EG
Matricytosis is a phenotype-specific ECM internalization program dysregulated across macrophages and fibroblasts in pulmonary fibrosis	Boehringer Ingelheim (Australia)	AU
Selective Packaging of miR‐22 and miR‐29 Orthologues into Extracellular Vesicles of the Porcine Whipworm Trichuris Suis	Centre for Arctic Gas Hydrate, Environment and Climate	NO
Proteomic profiling of formalin-fixed paraffin-embedded specimens reveals candidate intraoperative diagnostic biomarkers for Hirschsprung disease	Chiba University	JP
Kaiso Is a Novel TAZ-Interaction Partner That Promotes Hepatic Stellate Cell Activation and Regulates the Downstream lncRNA HIF1A-AS3	Children Cancer Hospital	EG
Integrated Genomic and Proteomic Analysis Reveals T‐B Lymphocyte Signatures in the MYCN Driven “Immune Desert” of Specific Neuroblastoma Subtypes	Chinese Academy of Medical Sciences & Peking Union Medical College	CN
Selective Packaging of miR‐22 and miR‐29 Orthologues into Extracellular Vesicles of the Porcine Whipworm Trichuris Suis	Consorzio Interuniversitario per lo Sviluppo dei Sistemi a Grande Interfase	IT
Kaiso Is a Novel TAZ-Interaction Partner That Promotes Hepatic Stellate Cell Activation and Regulates the Downstream lncRNA HIF1A-AS3	European Molecular Biology Laboratory	DE
Mechanosensitive phosphorylation of NFATC4 at S213/S217 drives fibroblast-to-myofibroblast transition and fibrosis	German Center for Lung Research	DE
Integrated Genomic and Proteomic Analysis Reveals T‐B Lymphocyte Signatures in the MYCN Driven “Immune Desert” of Specific Neuroblastoma Subtypes	Guang’anmen Hospital	CN
Proteomic profiling of formalin-fixed paraffin-embedded specimens reveals candidate intraoperative diagnostic biomarkers for Hirschsprung disease	Gunma Children's Medical Center	JP
Proteomic profiling of formalin-fixed paraffin-embedded specimens reveals candidate intraoperative diagnostic biomarkers for Hirschsprung disease	Gunma University	JP
Mechanosensitive phosphorylation of NFATC4 at S213/S217 drives fibroblast-to-myofibroblast transition and fibrosis	Health University of Applied Sciences Tyrol	AT
Kaiso Is a Novel TAZ-Interaction Partner That Promotes Hepatic Stellate Cell Activation and Regulates the Downstream lncRNA HIF1A-AS3	Heidelberg University	DE
Mechanosensitive phosphorylation of NFATC4 at S213/S217 drives fibroblast-to-myofibroblast transition and fibrosis	Helmholtz Munich	DE
Olfactory proteomics reveals the capacity of the HDAC1 inhibitor pyroxamide to halt the α‐synuclein preformed fibrils‐induced damage in nasal epithelial, microglial and dopaminergic neuronal cell lines	Imperial College London	GB
Selective Packaging of miR‐22 and miR‐29 Orthologues into Extracellular Vesicles of the Porcine Whipworm Trichuris Suis	Institute of Nanostructured Materials	IT
Proteomic profiling of formalin-fixed paraffin-embedded specimens reveals candidate intraoperative diagnostic biomarkers for Hirschsprung disease	Kazusa DNA Research Institute	JP
Mechanosensitive phosphorylation of NFATC4 at S213/S217 drives fibroblast-to-myofibroblast transition and fibrosis	KU Leuven	BE
Mechanosensitive phosphorylation of NFATC4 at S213/S217 drives fibroblast-to-myofibroblast transition and fibrosis	Ludwig-Maximilians-Universität München	DE
Mechanosensitive phosphorylation of NFATC4 at S213/S217 drives fibroblast-to-myofibroblast transition and fibrosis	Max Planck Institute of Biochemistry	DE
Protocol for isolation of interstitial fluid from tumor-draining lymph nodes for proteomic profiling in murine breast cancer models	Max Planck Institute of Biochemistry	DE
Integrated Genomic and Proteomic Analysis Reveals T‐B Lymphocyte Signatures in the MYCN Driven “Immune Desert” of Specific Neuroblastoma Subtypes	National Cancer Center	US
Olfactory proteomics reveals the capacity of the HDAC1 inhibitor pyroxamide to halt the α‐synuclein preformed fibrils‐induced damage in nasal epithelial, microglial and dopaminergic neuronal cell lines	Navarrabiomed	ES
Kaiso Is a Novel TAZ-Interaction Partner That Promotes Hepatic Stellate Cell Activation and Regulates the Downstream lncRNA HIF1A-AS3	New Giza University	EG
Kaiso Is a Novel TAZ-Interaction Partner That Promotes Hepatic Stellate Cell Activation and Regulates the Downstream lncRNA HIF1A-AS3	Suez Canal University	EG
Selective Packaging of miR‐22 and miR‐29 Orthologues into Extracellular Vesicles of the Porcine Whipworm Trichuris Suis	The University of Melbourne	AU
Proteomic profiling of formalin-fixed paraffin-embedded specimens reveals candidate intraoperative diagnostic biomarkers for Hirschsprung disease	The University of Tokyo	JP
Integrated Genomic and Proteomic Analysis Reveals T‐B Lymphocyte Signatures in the MYCN Driven “Immune Desert” of Specific Neuroblastoma Subtypes	Tianjin Medical University Cancer Institute and Hospital	CN
Selective Packaging of miR‐22 and miR‐29 Orthologues into Extracellular Vesicles of the Porcine Whipworm Trichuris Suis	UiT The Arctic University of Norway	NO
Protocol for isolation of interstitial fluid from tumor-draining lymph nodes for proteomic profiling in murine breast cancer models	Universitätsklinikum Würzburg	DE
Kaiso Is a Novel TAZ-Interaction Partner That Promotes Hepatic Stellate Cell Activation and Regulates the Downstream lncRNA HIF1A-AS3	University Hospital Heidelberg	DE
Kaiso Is a Novel TAZ-Interaction Partner That Promotes Hepatic Stellate Cell Activation and Regulates the Downstream lncRNA HIF1A-AS3	University Medical Centre Mannheim	DE
Matricytosis is a phenotype-specific ECM internalization program dysregulated across macrophages and fibroblasts in pulmonary fibrosis	University of Bonn	DE
Protocol for isolation of interstitial fluid from tumor-draining lymph nodes for proteomic profiling in murine breast cancer models	University of Bonn	DE
Selective Packaging of miR‐22 and miR‐29 Orthologues into Extracellular Vesicles of the Porcine Whipworm Trichuris Suis	University of Copenhagen	DK
Selective Packaging of miR‐22 and miR‐29 Orthologues into Extracellular Vesicles of the Porcine Whipworm Trichuris Suis	University of Florence	IT
Protocol for isolation of interstitial fluid from tumor-draining lymph nodes for proteomic profiling in murine breast cancer models	University of Würzburg	DE
Selective Packaging of miR‐22 and miR‐29 Orthologues into Extracellular Vesicles of the Porcine Whipworm Trichuris Suis	Walter and Eliza Hall Institute of Medical Research	AU
Beyond animal glue: Paleoproteomic analysis of paint binders and adhesives in ancient Egypt	British Museum	GB
Charting Endocrine Progenitors Across Species and Organs	Broad Center	US
Charting Endocrine Progenitors Across Species and Organs	Cell and Tissue Systems (United States)	US
Charting Endocrine Progenitors Across Species and Organs	Deutsches Diabetes-Zentrum e.V.	DE
Low Carbohydrate Availability in Energy Balance Alters Bone Turnover and Muscle Proteomic Response With Limited Endocrine Disruption	Fuel Cells and Hydrogen	BE
Proteomic Profiling of Enriched Nuclei Provides a Nuclear Proteome Resource and Protein Interaction Landscape for Trypanosoma cruzi	Fundação Carlos Chagas	BR
Proteomic Profiling of Enriched Nuclei Provides a Nuclear Proteome Resource and Protein Interaction Landscape for Trypanosoma cruzi	Fundação Oswaldo Cruz	BR
Charting Endocrine Progenitors Across Species and Organs	German Center for Diabetes Research	DE
Mechanosensitive phosphorylation of NFATC4 at S213/S217 drives fibroblast-to-myofibroblast transition and fibrosis	German Center for Lung Research	DE
Benchmarking the OptiSpray−μPAC Workflow against a Traditional Nanospray Capillary Interface for Multiplexed Quantitative Proteomics	Harvard University	US
Mechanosensitive phosphorylation of NFATC4 at S213/S217 drives fibroblast-to-myofibroblast transition and fibrosis	Health University of Applied Sciences Tyrol	AT
Charting Endocrine Progenitors Across Species and Organs	Heinrich Heine University Düsseldorf	DE
Charting Endocrine Progenitors Across Species and Organs	Helmholtz Munich	DE
Mechanosensitive phosphorylation of NFATC4 at S213/S217 drives fibroblast-to-myofibroblast transition and fibrosis	Helmholtz Munich	DE
Upregulation of Endogenous Serine Proteinases by SVMPs Contributes to Muscle Damage Induced by Bothrops atrox Venom	Instituto Butantan	BR
Mechanosensitive phosphorylation of NFATC4 at S213/S217 drives fibroblast-to-myofibroblast transition and fibrosis	KU Leuven	BE
Low Carbohydrate Availability in Energy Balance Alters Bone Turnover and Muscle Proteomic Response With Limited Endocrine Disruption	Liverpool John Moores University	GB
Charting Endocrine Progenitors Across Species and Organs	Ludwig-Maximilians-Universität München	DE
Mechanosensitive phosphorylation of NFATC4 at S213/S217 drives fibroblast-to-myofibroblast transition and fibrosis	Ludwig-Maximilians-Universität München	DE
Mechanosensitive phosphorylation of NFATC4 at S213/S217 drives fibroblast-to-myofibroblast transition and fibrosis	Max Planck Institute of Biochemistry	DE
Beyond animal glue: Paleoproteomic analysis of paint binders and adhesives in ancient Egypt	National Museums of World Culture	SE
Beyond animal glue: Paleoproteomic analysis of paint binders and adhesives in ancient Egypt	Novo Nordisk Foundation	DK
Beyond animal glue: Paleoproteomic analysis of paint binders and adhesives in ancient Egypt	Ny Carlsberg Glyptotek	DK
Charting Endocrine Progenitors Across Species and Organs	Technical University of Munich	DE
Benchmarking the OptiSpray−μPAC Workflow against a Traditional Nanospray Capillary Interface for Multiplexed Quantitative Proteomics	Thermo Fisher Scientific (Israel)	IL
Benchmarking the OptiSpray−μPAC Workflow against a Traditional Nanospray Capillary Interface for Multiplexed Quantitative Proteomics	Thermo Fisher Scientific (United States)	US
Charting Endocrine Progenitors Across Species and Organs	Universidad Nacional Autónoma de México	MX
How Reusable Are Public Proteomics Datasets in Practice?	Universidade Federal de São Paulo	BR
How Reusable Are Public Proteomics Datasets in Practice?	University Hospital Foundation	CA
Benchmarking the OptiSpray−μPAC Workflow against a Traditional Nanospray Capillary Interface for Multiplexed Quantitative Proteomics	University Hospital Münster	DE
Charting Endocrine Progenitors Across Species and Organs	University of California, San Francisco	US
Charting Endocrine Progenitors Across Species and Organs	University of Cambridge	GB
Beyond animal glue: Paleoproteomic analysis of paint binders and adhesives in ancient Egypt	University of Copenhagen	DK
Charting Endocrine Progenitors Across Species and Organs	University of Helsinki	FI
Charting Endocrine Progenitors Across Species and Organs	Wellcome Sanger Institute	GB
Charting Endocrine Progenitors Across Species and Organs	Wellcome/MRC Cambridge Stem Cell Institute	GB

10 of 137 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

1,095projects

Licence / reuse: European Commission reuse policy

checked 27 Sept 2026, 12:51Open source ↗

OpenAIRE Graphavailable

53,226outputs

Licence / reuse: CC BY 4.0

checked 27 Sept 2026, 12:51Open source ↗

OpenAlexavailable

36,720resolved OpenAlex works

Licence / reuse: CC0

checked 27 Sept 2026, 12:51Open source ↗

ROR identifiers via OpenAlexavailable

48,000ROR identifiers

Licence / reuse: CC0

checked 27 Sept 2026, 12:51Open 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.

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