On the public citation graph

Towards a Hybrid Human-Computer Scientific Information Extraction Pipeline

https://doi.org/10.1109/escience.2017.23

0 signed · 71 inferred · view as graph

Inferred edges come from two machine sources: sweeps of open repository metadata (mostly SSRN and Zenodo), and a bulk OpenAlex citation snapshot. Every row below is labelled with the one it came from. Neither is a complete citation index — absence here is not evidence of absence.

Is this your work? Sign in with ORCID and put your name on the claims that are yours.

Claim with ORCID

Reference health. See whether every reference in this work resolves to a known work and none has been retracted — and get a dated CiteStamped badge you can embed.

See reference health

What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1002/polb.1987.090250914openalex-snapshot

Prediction of the glass transition temperature of polymers: A model based on the principle of corresponding states

inferredcites →https://doi.org/10.1002/wics.100openalex-snapshot

Optimal experimental design

inferredcites →https://doi.org/10.1007/978-0-387-69002-5_19openalex-snapshot

Thermodynamics of Polymer Blends

inferredcites →https://doi.org/10.1007/978-3-642-33299-9_1openalex-snapshot

The Fourth Paradigm – Data-Intensive Scientific Discovery

inferredcites →https://doi.org/10.1007/978-3-642-39146-0_15openalex-snapshot

Crowdsourcing Fact Extraction from Scientific Literature

inferredcites →https://doi.org/10.1007/978-3-642-41338-4_7openalex-snapshot

Integrating NLP Using Linked Data

inferredcites →https://doi.org/10.1007/s11837-016-2001-3openalex-snapshot

The Materials Data Facility: Data Services to Advance Materials Science Research

inferredcites →https://doi.org/10.1007/s12221-010-0757-6openalex-snapshot

Support vector machine-based QSPR for the prediction of glass transition temperatures of polymers

inferredcites →https://doi.org/10.1016/j.artmed.2006.08.005openalex-snapshot

Mining of relations between proteins over biomedical scientific literature using a deep-linguistic approach

inferredcites →https://doi.org/10.1016/j.cossms.2014.02.003openalex-snapshot

The Materials Genome Initiative, the interplay of experiment, theory and computation

inferredcites →https://doi.org/10.1016/j.jbi.2003.10.001openalex-snapshot

GeneWays: a system for extracting, analyzing, visualizing, and integrating molecular pathway data

inferredcites →https://doi.org/10.1016/j.jbi.2004.08.004openalex-snapshot

Term identification in the biomedical literature

inferredcites →https://doi.org/10.1016/j.jbi.2007.11.008openalex-snapshot

Extracting interactions between proteins from the literature

inferredcites →https://doi.org/10.1016/j.polymer.2012.11.003openalex-snapshot

A Brief Guide to Polymer Nomenclature

inferredcites →https://doi.org/10.1016/j.procs.2016.05.338openalex-snapshot

A Hybrid Human-computer Approach to the Extraction of Scientific Facts from the Literature

inferredcites →https://doi.org/10.1021/acs.jchemed.5b01032openalex-snapshot

Blending Education and Polymer Science: Semiautomated Creation of a Thermodynamic Property Database

inferredcites →https://doi.org/10.1021/acs.jcim.6b00207openalex-snapshot

ChemDataExtractor: A Toolkit for Automated Extraction of Chemical Information from the Scientific Literature

inferredcites →https://doi.org/10.1021/acs.macromol.5b00809openalex-snapshot

Self-Healing of a Cross-Linked Polymer with Dynamic Covalent Linkages at Mild Temperature and Evaluation at Macroscopic and Molecular Levels

inferredcites →https://doi.org/10.1021/ci010062oopenalex-snapshot

Prediction of Glass Transition Temperatures from Monomer and Repeat Unit Structure Using Computational Neural Networks

inferredcites →https://doi.org/10.1021/cr200066hopenalex-snapshot

Quantitative Structure–Property Relationship Modeling of Diverse Materials Properties

inferredcites →https://doi.org/10.1021/ma0611826openalex-snapshot

Glass Transition Behavior of Clay Aerogel/Poly(vinyl alcohol) Composites

inferredcites →https://doi.org/10.1021/ma0626362openalex-snapshot

A Comparison of Hydrogen Bonding and Order in a Polyurethane and Poly(urethane−urea) and Their Blends with Poly(ethylene glycol)

inferredcites →https://doi.org/10.1038/533022aopenalex-snapshot

Can artificial intelligence create the next wonder material?

inferredcites →https://doi.org/10.1039/9781847559425openalex-snapshot

Compendium of Polymer Terminology and Nomenclature

inferredcites →https://doi.org/10.1063/1.4946894openalex-snapshot

Perspective: Materials informatics and big data: Realization of the “fourth paradigm” of science in materials science

inferredcites →https://doi.org/10.1088/0957-0233/9/6/003openalex-snapshot

Optimal experiment design

inferredcites →https://doi.org/10.1093/bioinformatics/17.suppl_1.s74openalex-snapshot

GENIES: a natural-language processing system for the extraction of molecular pathways from journal articles

inferredcites →https://doi.org/10.1093/jamia/ocx053openalex-snapshot

Identifying reports of randomized controlled trials (RCTs) via a hybrid machine learning and crowdsourcing approach

inferredcites →https://doi.org/10.1109/eidwt.2011.13openalex-snapshot

PoLyInfo: Polymer Database for Polymeric Materials Design

inferredcites →https://doi.org/10.1109/jproc.2011.2155130openalex-snapshot

The Fourth Paradigm: Data-Intensive Scientific Discovery [Point of View]

inferredcites →https://doi.org/10.1136/jamia.1994.95236146openalex-snapshot

A General Natural-language Text Processor for Clinical Radiology

inferredcites →https://doi.org/10.1136/jamia.1999.0060076openalex-snapshot

Representing Information in Patient Reports Using Natural Language Processing and the Extensible Markup Language

inferredcites →https://doi.org/10.1136/jamia.2009.001560openalex-snapshot

Mayo clinical Text Analysis and Knowledge Extraction System (cTAKES): architecture, component evaluation and applications

inferredcites →https://doi.org/10.1145/1989323.1989331openalex-snapshot

CrowdDB

inferredcites →https://doi.org/10.1145/2463676.2463680openalex-snapshot

GeoDeepDive

inferredcites →https://doi.org/10.1145/2814864.2814887openalex-snapshot

Crowdsourced semantic annotation of scientific publications and tabular data in PDF

inferredcites →https://doi.org/10.1145/2949741.2949756openalex-snapshot

DeepDive

inferredcites →https://doi.org/10.1186/1758-2946-3-17openalex-snapshot

ChemicalTagger: A tool for semantic text-mining in chemistry

inferredcites →https://doi.org/10.1186/1758-2946-3-41openalex-snapshot

OSCAR4: a flexible architecture for chemical text-mining

inferredcites →https://doi.org/10.1186/1758-2946-7-s1-s1openalex-snapshot

CHEMDNER: The drugs and chemical names extraction challenge

inferredcites →https://doi.org/10.1371/journal.pone.0113523openalex-snapshot

A Machine Reading System for Assembling Synthetic Paleontological Databases

inferredcites →https://doi.org/10.1557/mrs.2016.93openalex-snapshot

Materials science with large-scale data and informatics: Unlocking new opportunities

inferredcites →https://doi.org/10.18653/v1/d13-1079openalex-snapshot

Rule-Based Information Extraction is Dead! Long Live Rule-Based Information Extraction Systems!

inferredcites →https://doi.org/10.2307/2334826openalex-snapshot

Theory of Optimal Experiments.

inferredcites →https://doi.org/10.3115/v1/p14-5010openalex-snapshot

The Stanford CoreNLP Natural Language Processing Toolkit

inferredcites →https://doi.org/10.3233/978-1-60750-949-3-758openalex-snapshot

Extracting Phenotypic Information from the Literature via Natural Language Processing

inferredcites →https://doi.org/10.3762/bjnano.6.149openalex-snapshot

Using natural language processing techniques to inform research on nanotechnology

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1007/978-3-030-22734-0_29openalex-snapshot

Creating Training Data for Scientific Named Entity Recognition with Minimal Human Effort

inferred← citeshttps://doi.org/10.1007/978-3-030-77961-0_60openalex-snapshot

Ensemble Labeling Towards Scientific Information Extraction (ELSIE)

inferred← citeshttps://doi.org/10.1007/978-3-319-99504-5_4openalex-snapshot

SciCrowd: Towards a Hybrid, Crowd-Computing System for Supporting Research Groups in Academic Settings

inferred← citeshttps://doi.org/10.1007/978-981-95-5009-8_21openalex-snapshot

Conceptual Design Considerations of a Knowledge Graph–Driven Framework for Scientific Knowledge Exploration

inferred← citeshttps://doi.org/10.1007/s10462-023-10548-7openalex-snapshot

A hybrid human–AI tool for scientometric analysis

inferred← citeshttps://doi.org/10.1007/s11192-020-03446-0openalex-snapshot

Towards a wider perspective in the social sciences using a network of variables based on thousands of results

inferred← citeshttps://doi.org/10.1021/acs.jcim.1c01031openalex-snapshot

Benchmarking Machine Learning Models for Polymer Informatics: An Example of Glass Transition Temperature

inferred← citeshttps://doi.org/10.1021/acs.jcim.4c00242openalex-snapshot

The Block Copolymer Phase Behavior Database

inferred← citeshttps://doi.org/10.1021/acs.macromol.3c00994openalex-snapshot

PolyID: Artificial Intelligence for Discovering Performance-Advantaged and Sustainable Polymers

inferred← citeshttps://doi.org/10.1021/acscentsci.9b00476openalex-snapshot

BigSMILES: A Structurally-Based Line Notation for Describing Macromolecules

inferred← citeshttps://doi.org/10.1021/acsmacrolett.2c00369openalex-snapshot

Leveraging Theory for Enhanced Machine Learning

inferred← citeshttps://doi.org/10.1021/acsomega.6c05295openalex-snapshot

Table-Based Text Parsing Methods for Polymer Science: A Comparative Study

inferred← citeshttps://doi.org/10.1021/acspolymersau.2c00053openalex-snapshot

Emerging Trends in Machine Learning: A Polymer Perspective

inferred← citeshttps://doi.org/10.1038/s41524-025-01823-yopenalex-snapshot

PolyMetriX: an ecosystem for digital polymer chemistry

inferred← citeshttps://doi.org/10.1063/5.0021106openalex-snapshot

Data-driven materials research enabled by natural language processing and information extraction

inferred← citeshttps://doi.org/10.1109/access.2025.3532767openalex-snapshot

Toward Automatic Dataset Discovery From Scientific Publications

inferred← citeshttps://doi.org/10.1109/aixset65682.2025.00020openalex-snapshot

When it Comes to Scientific Information Extraction and LLMs, Less is More

inferred← citeshttps://doi.org/10.1109/escience.2019.00021openalex-snapshot

Active Learning Yields Better Training Data for Scientific Named Entity Recognition

inferred← citeshttps://doi.org/10.1109/escience51609.2021.00011openalex-snapshot

Ensemble Labeling towards Scientific Information Extraction (ELSIE)—Blob Extraction

inferred← citeshttps://doi.org/10.1109/escience55777.2022.00036openalex-snapshot

Text Summarization towards Scientific Information Extraction

inferred← citeshttps://doi.org/10.1109/nysds.2018.8538953openalex-snapshot

Towards hybrid human-machine scientific information extraction

inferred← citeshttps://doi.org/10.1109/thms.2023.3319290openalex-snapshot

NLP-Crowdsourcing Hybrid Framework for Inter-Researcher Similarity Detection

inferred← citeshttps://doi.org/10.1557/mrc.2019.118openalex-snapshot

A data ecosystem to support machine learning in materials science

inferred← citeshttps://doi.org/10.1557/mrs.2018.204openalex-snapshot

Strategies for accelerating the adoption of materials informatics

Editorial review for independent work. ICSAC — the Institute for Complexity Science and Advanced Computing — runs a structured editorial panel for researchers publishing outside journals, and publishes on CiteStamp rails. Submission is free and goes through ORCID: icsacinstitute.org/submit.