{"@context":{"@vocab":"https://cir.nii.ac.jp/schema/1.0/","rdfs":"http://www.w3.org/2000/01/rdf-schema#","dc":"http://purl.org/dc/elements/1.1/","dcterms":"http://purl.org/dc/terms/","foaf":"http://xmlns.com/foaf/0.1/","prism":"http://prismstandard.org/namespaces/basic/2.0/","cinii":"http://ci.nii.ac.jp/ns/1.0/","datacite":"https://schema.datacite.org/meta/kernel-4/","ndl":"http://ndl.go.jp/dcndl/terms/","jpcoar":"https://github.com/JPCOAR/schema/blob/master/2.0/"},"@id":"https://cir.nii.ac.jp/crid/1360003449882964992.json","@type":"Article","productIdentifier":[{"identifier":{"@type":"DOI","@value":"10.7567/1347-4065/ab4f39"}},{"identifier":{"@type":"URI","@value":"http://iopscience.iop.org/article/10.7567/1347-4065/ab4f39"}},{"identifier":{"@type":"URI","@value":"http://iopscience.iop.org/article/10.7567/1347-4065/ab4f39/pdf"}},{"identifier":{"@type":"URI","@value":"https://iopscience.iop.org/article/10.7567/1347-4065/ab4f39/pdf"}},{"identifier":{"@type":"URI","@value":"https://iopscience.iop.org/article/10.7567/1347-4065/ab4f39"}},{"identifier":{"@type":"NAID","@value":"210000157396"}}],"resourceType":"学術雑誌論文(journal article)","dc:title":[{"@value":"A high throughput molecular screening for organic electronics via machine learning: present status and perspective"}],"description":[{"type":"abstract","notation":[{"@value":"<jats:title>Abstract</jats:title>\n               <jats:p>Organic electronics such as organic field-effect transistors (OFET), organic light-emitting diodes (OLED), and organic photovoltaics (OPV) have flourished over the last three decades, largely due to the development of new conjugated materials. Their designs have evolved through incremental modification and stepwise inspiration by researchers; however, a complete survey of the large molecular space is experimentally intractable. Machine learning (ML), based on the rapidly growing field of artificial intelligence technology, offers high throughput material exploration that is more efficient than high-cost quantum chemical calculations. This review describes the present status and perspective of ML-based development (materials informatics) of organic electronics. Although the complexity of OFET, OLED, and OPV makes revealing their structure-property relationships difficult, a cooperative approach incorporating virtual ML, human consideration, and fast experimental screening may help to navigate growth and development in the organic electronics field.</jats:p>"}]}],"creator":[{"@id":"https://cir.nii.ac.jp/crid/1420001326217138048","@type":"Researcher","personIdentifier":[{"@type":"KAKEN_RESEARCHERS","@value":"10362625"},{"@type":"NRID","@value":"1000010362625"},{"@type":"ORCID","@value":"0000-0001-7429-2200"},{"@type":"NRID","@value":"9000022213721"},{"@type":"NRID","@value":"9000395365893"},{"@type":"NRID","@value":"9000401707964"},{"@type":"NRID","@value":"9000412241421"},{"@type":"NRID","@value":"9000107349647"},{"@type":"NRID","@value":"9000001334432"},{"@type":"NRID","@value":"9000241554556"},{"@type":"NRID","@value":"9000402033618"},{"@type":"NRID","@value":"9000283312594"},{"@type":"NRID","@value":"9000257899323"},{"@type":"NRID","@value":"9000257731505"},{"@type":"NRID","@value":"9000257736121"},{"@type":"NRID","@value":"9000380433156"},{"@type":"NRID","@value":"9000238246001"},{"@type":"NRID","@value":"9000068805021"},{"@type":"NRID","@value":"9000401566711"},{"@type":"NRID","@value":"9000392076650"},{"@type":"NRID","@value":"9000283314316"},{"@type":"NRID","@value":"9000258419560"},{"@type":"NRID","@value":"9000413516634"},{"@type":"NRID","@value":"9000401780230"},{"@type":"NRID","@value":"9000257899152"},{"@type":"NRID","@value":"9000258601185"},{"@type":"NRID","@value":"9000241556086"},{"@type":"NRID","@value":"9000401726920"},{"@type":"NRID","@value":"9000283314344"},{"@type":"NRID","@value":"9000054102279"},{"@type":"NRID","@value":"9000006463206"},{"@type":"NRID","@value":"9000392106356"},{"@type":"NRID","@value":"9000258162535"},{"@type":"NRID","@value":"9000314078694"},{"@type":"NRID","@value":"9000403997640"},{"@type":"NRID","@value":"9000307259618"},{"@type":"NRID","@value":"9000401737646"},{"@type":"NRID","@value":"9000263042437"},{"@type":"NRID","@value":"9000403028832"},{"@type":"NRID","@value":"9000000962100"},{"@type":"NRID","@value":"9000392084339"},{"@type":"NRID","@value":"9000405100932"},{"@type":"NRID","@value":"9000257720571"},{"@type":"NRID","@value":"9000356624892"},{"@type":"NRID","@value":"9000251401061"},{"@type":"NRID","@value":"9000345270445"},{"@type":"NRID","@value":"9000402005698"},{"@type":"NRID","@value":"9000392084752"},{"@type":"NRID","@value":"9000258162496"},{"@type":"NRID","@value":"9000258174066"},{"@type":"NRID","@value":"9000025063099"},{"@type":"NRID","@value":"9000410918689"},{"@type":"NRID","@value":"9000414491602"},{"@type":"NRID","@value":"9000392084328"},{"@type":"NRID","@value":"9000273020208"},{"@type":"NRID","@value":"9000283254662"},{"@type":"NRID","@value":"9000259831718"},{"@type":"NRID","@value":"9000283312929"},{"@type":"NRID","@value":"9000248198804"},{"@type":"NRID","@value":"9000356889686"},{"@type":"NRID","@value":"9000413387682"},{"@type":"NRID","@value":"9000024966055"},{"@type":"NRID","@value":"9000025035516"},{"@type":"NRID","@value":"9000019191349"},{"@type":"NRID","@value":"9000248231240"},{"@type":"NRID","@value":"9000401780208"},{"@type":"NRID","@value":"9000257897832"},{"@type":"NRID","@value":"9000257896367"},{"@type":"NRID","@value":"9000302393173"},{"@type":"NRID","@value":"9000366128486"},{"@type":"NRID","@value":"9000401564199"},{"@type":"NRID","@value":"9000401707967"},{"@type":"NRID","@value":"9000398144606"},{"@type":"NRID","@value":"9000256030303"},{"@type":"NRID","@value":"9000257736562"},{"@type":"NRID","@value":"9000257720855"},{"@type":"NRID","@value":"9000025057465"},{"@type":"NRID","@value":"9000362235885"},{"@type":"NRID","@value":"9000392112310"},{"@type":"NRID","@value":"9000257899546"},{"@type":"NRID","@value":"9000258182735"},{"@type":"NRID","@value":"9000401573108"},{"@type":"NRID","@value":"9000392084680"},{"@type":"NRID","@value":"9000257899533"},{"@type":"NRID","@value":"9000010553331"},{"@type":"NRID","@value":"9000255324069"},{"@type":"NRID","@value":"9000410615051"},{"@type":"NRID","@value":"9000404790398"},{"@type":"NRID","@value":"9000404504139"},{"@type":"RESEARCHMAP","@value":"https://researchmap.jp/a-saeki"}],"foaf:name":[{"@value":"Akinori Saeki"}]},{"@id":"https://cir.nii.ac.jp/crid/1030299673840404864","@type":"Researcher","personIdentifier":[{"@type":"NRID","@value":"9000404790399"}],"foaf:name":[{"@value":"Kakaraparthi Kranthiraja"}]}],"publication":{"publicationIdentifier":[{"@type":"PISSN","@value":"00214922"},{"@type":"EISSN","@value":"13474065"}],"prism:publicationName":[{"@value":"Japanese Journal of Applied Physics"}],"dc:publisher":[{"@value":"IOP Publishing"}],"prism:publicationDate":"2019-12-10","prism:volume":"59","prism:number":"SD","prism:startingPage":"SD0801"},"reviewed":"false","dcterms:accessRights":"http://purl.org/coar/access_right/c_abf2","dc:rights":["http://creativecommons.org/licenses/by/4.0/","https://iopscience.iop.org/info/page/text-and-data-mining"],"url":[{"@id":"http://iopscience.iop.org/article/10.7567/1347-4065/ab4f39"},{"@id":"http://iopscience.iop.org/article/10.7567/1347-4065/ab4f39/pdf"},{"@id":"https://iopscience.iop.org/article/10.7567/1347-4065/ab4f39/pdf"},{"@id":"https://iopscience.iop.org/article/10.7567/1347-4065/ab4f39"}],"createdAt":"2019-10-18","modifiedAt":"2021-11-24","project":[{"@id":"https://cir.nii.ac.jp/crid/1040282256872705152","@type":"Project","projectIdentifier":[{"@type":"KAKEN","@value":"16H02285"},{"@type":"JGN","@value":"JP16H02285"},{"@type":"URI","@value":"https://kaken.nii.ac.jp/grant/KAKENHI-PROJECT-16H02285/"}],"notation":[{"@language":"ja","@value":"非鉛ペロブスカイト太陽電池の探究と基礎物性の包括的解明"},{"@language":"en","@value":"Exploration of Non-Lead Perovskite Solar Cells and Comprehensive Study on Thier Fundamental Properties"}]},{"@id":"https://cir.nii.ac.jp/crid/1040282256968398976","@type":"Project","projectIdentifier":[{"@type":"KAKEN","@value":"18F18035"},{"@type":"JGN","@value":"JP18F18035"},{"@type":"URI","@value":"https://kaken.nii.ac.jp/grant/KAKENHI-PROJECT-18F18035/"}],"notation":[{"@language":"ja","@value":"光電変換機能でマルチユースな有機分子の設計と物性解明"},{"@language":"en","@value":"Design and characterization of multi-use organic molecules for photoelectric conversion"}]}],"relatedProduct":[{"@id":"https://cir.nii.ac.jp/crid/1050564285769686784","@type":"Article","resourceType":"学術雑誌論文(journal article)","relationType":["references"],"jpcoar:relatedTitle":[{"@language":"en","@value":"Purely organic electroluminescent material realizing 100% conversion from electricity to light."}]},{"@id":"https://cir.nii.ac.jp/crid/1360002216658872448","@type":"Article","resourceType":"学術雑誌論文(journal article)","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Beyond Fullerenes: Design of Nonfullerene Acceptors for Efficient Organic Photovoltaics"}]},{"@id":"https://cir.nii.ac.jp/crid/1360002216804357120","@type":"Article","resourceType":"学術雑誌論文(journal article)","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Liquid crystals for organic thin-film transistors"}]},{"@id":"https://cir.nii.ac.jp/crid/1360002216811760640","@type":"Article","resourceType":"学術雑誌論文(journal article)","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Coexistence of ultra-long spin relaxation time and coherent charge transport in organic single-crystal semiconductors"}]},{"@id":"https://cir.nii.ac.jp/crid/1360004233632750720","@type":"Article","resourceType":"学術雑誌論文(journal article)","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Enhancing photovoltaic performance by tuning the domain sizes of a small-molecule acceptor by side-chain-engineered polymer donors"}]},{"@id":"https://cir.nii.ac.jp/crid/1360009142545003776","@type":"Article","resourceType":"学術雑誌論文(journal article)","relationType":["isReferencedBy"],"jpcoar:relatedTitle":[{"@value":"Analysis of trade-off relationships between resolution, line edge roughness, and sensitivity in extreme ultraviolet lithography using lasso regression"}]},{"@id":"https://cir.nii.ac.jp/crid/1360011144484536832","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Unified description for hopping transport in organic semiconductors including both energetic disorder and polaronic contributions"}]},{"@id":"https://cir.nii.ac.jp/crid/1360011144512752768","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Chemical and Electrochemical Electron-Transfer Theory"}]},{"@id":"https://cir.nii.ac.jp/crid/1360011144827745408","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Steric engineering of metal-halide perovskites with tunable optical band gaps"}]},{"@id":"https://cir.nii.ac.jp/crid/1360011145335624448","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Exact Solution for Hopping Dissociation of Geminate Electron-Hole Pairs in a Disordered Chain"}]},{"@id":"https://cir.nii.ac.jp/crid/1360011145519529984","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Polymer-Fullerene Miscibility: A Metric for Screening New Materials for High-Performance Organic Solar Cells"}]},{"@id":"https://cir.nii.ac.jp/crid/1360011145537293952","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Temperature dependent activation energy for electron transfer between biological molecules"}]},{"@id":"https://cir.nii.ac.jp/crid/1360011145626771072","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Machine learning for renewable energy materials"}]},{"@id":"https://cir.nii.ac.jp/crid/1360011145744327424","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Accelerated computational discovery of high-performance materials for organic photovoltaics by means of cheminformatics"}]},{"@id":"https://cir.nii.ac.jp/crid/1360011145790052608","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Electronic transport of organic-inorganic hybrid perovskites from first-principles and machine learning"}]},{"@id":"https://cir.nii.ac.jp/crid/1360011146213170816","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"The Harvard Clean Energy Project: Large-Scale Computational Screening and Design of Organic Photovoltaics on the World Community Grid"}]},{"@id":"https://cir.nii.ac.jp/crid/1360011146223942656","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Fullerene‐Free Polymer Solar Cells with over 11% Efficiency and Excellent Thermal Stability"}]},{"@id":"https://cir.nii.ac.jp/crid/1360011146436263040","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Molecular Engineering of Conjugated Polymers for Solar Cells: An Updated Report"}]},{"@id":"https://cir.nii.ac.jp/crid/1360013168730279168","@type":"Article","resourceType":"学術雑誌論文(journal article)","relationType":["isReferencedBy"],"jpcoar:relatedTitle":[{"@value":"Machine Learning-Assisted Development of Organic Solar Cell Materials: Issues, Analyses, and Outlooks"}]},{"@id":"https://cir.nii.ac.jp/crid/1360013168876116736","@type":"Article","resourceType":"学術雑誌論文(journal article)","relationType":["isReferencedBy"],"jpcoar:relatedTitle":[{"@value":"Impact of substituents on the performance of small-molecule semiconductors in organic photovoltaic devices <i>via</i> regulating morphology"}]},{"@id":"https://cir.nii.ac.jp/crid/1360017282188503808","@type":"Article","resourceType":"学術雑誌論文(journal article)","relationType":["isReferencedBy"],"jpcoar:relatedTitle":[{"@value":"Improved Predictions of Organic Photovoltaic Performance through Machine Learning Models Empowered by Artificially Generated Failure Data"}]},{"@id":"https://cir.nii.ac.jp/crid/1360017282188860160","@type":"Article","resourceType":"学術雑誌論文(journal article)","relationType":["isReferencedBy"],"jpcoar:relatedTitle":[{"@value":"Machine Learning-Assisted Polymer Design for Improving the Performance of Non-Fullerene Organic Solar Cells"}]},{"@id":"https://cir.nii.ac.jp/crid/1360284924862673408","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Ambient Electronics"}]},{"@id":"https://cir.nii.ac.jp/crid/1360290617808955776","@type":"Article","resourceType":"学術雑誌論文(journal article)","relationType":["isReferencedBy"],"jpcoar:relatedTitle":[{"@value":"Experiment‐Oriented Machine Learning of Polymer:Non‐Fullerene Organic Solar Cells"}]},{"@id":"https://cir.nii.ac.jp/crid/1360292618485210752","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Toward Design of Novel Materials for Organic Electronics"}]},{"@id":"https://cir.nii.ac.jp/crid/1360292618626446208","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Light-emitting diodes based on conjugated polymers"}]},{"@id":"https://cir.nii.ac.jp/crid/1360292618783836928","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Importance of the Donor:Fullerene Intermolecular Arrangement for High-Efficiency Organic Photovoltaics"}]},{"@id":"https://cir.nii.ac.jp/crid/1360292618826673792","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Li(Ni,Co,Al)O<sub>2</sub> Cathode Delithiation: A Combination of Topological Analysis, Density Functional Theory, Neutron Diffraction, and Machine Learning Techniques"}]},{"@id":"https://cir.nii.ac.jp/crid/1360292619456246528","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Discovery of Intermetallic Compounds from Traditional to Machine-Learning Approaches"}]},{"@id":"https://cir.nii.ac.jp/crid/1360292619490756736","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"High Mobility, Air Stable, Organic Single Crystal Transistors of an n‐Type Diperylene Bisimide"}]},{"@id":"https://cir.nii.ac.jp/crid/1360292620349244032","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"How High Local Charge Carrier Mobility and an Energy Cascade in a Three‐Phase Bulk Heterojunction Enable >90% Quantum Efficiency"}]},{"@id":"https://cir.nii.ac.jp/crid/1360302866836578688","@type":"Article","resourceType":"学術雑誌論文(journal article)","relationType":["isReferencedBy"],"jpcoar:relatedTitle":[{"@value":"Machine learning of atomic force microscopy images of organic solar cells"}]},{"@id":"https://cir.nii.ac.jp/crid/1360565164352487808","@type":"Article","resourceType":"学術雑誌論文(journal article)","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Naphthobischalcogenadiazole Conjugated Polymers: Emerging Materials for Organic Electronics"}]},{"@id":"https://cir.nii.ac.jp/crid/1360565166752042240","@type":"Article","resourceType":"学術雑誌論文(journal article)","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Inkjet printing of single-crystal films"}]},{"@id":"https://cir.nii.ac.jp/crid/1360567183087673088","@type":"Article","resourceType":"学術雑誌論文(journal article)","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Charge Dynamics at Heterojunction between Face-on/Edge-on PCPDTBT and PCBM Bilayer: Interplay of Donor/Acceptor Distance and Local Charge Carrier Mobility"}]},{"@id":"https://cir.nii.ac.jp/crid/1360567183441630720","@type":"Article","resourceType":"学術雑誌論文(journal article)","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Data-driven approach for the prediction and interpretation of core-electron loss spectroscopy"}]},{"@id":"https://cir.nii.ac.jp/crid/1360574092891179648","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Extended-Connectivity Fingerprints"}]},{"@id":"https://cir.nii.ac.jp/crid/1360574094306810624","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"High Electron Mobility in Vacuum and Ambient for PDIF-CN<sub>2</sub> Single-Crystal Transistors"}]},{"@id":"https://cir.nii.ac.jp/crid/1360574094339334656","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Organic thin-film transistors"}]},{"@id":"https://cir.nii.ac.jp/crid/1360574094424897664","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Band Gap Tuning and Defect Tolerance of Atomically Thin Two-Dimensional Organic–Inorganic Halide Perovskites"}]},{"@id":"https://cir.nii.ac.jp/crid/1360574094804964736","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Highly efficient organic light-emitting diodes from delayed fluorescence"}]},{"@id":"https://cir.nii.ac.jp/crid/1360574094952870656","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Dynamic Workflows for Routine Materials Discovery in Surface Science"}]},{"@id":"https://cir.nii.ac.jp/crid/1360574095205304704","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Beyond Rotatable Bond Counts: Capturing 3D Conformational Flexibility in a Single Descriptor"}]},{"@id":"https://cir.nii.ac.jp/crid/1360574096148400000","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Computational predictive models for organic semiconductors"}]},{"@id":"https://cir.nii.ac.jp/crid/1360574096565157120","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Two-layer organic photovoltaic cell"}]},{"@id":"https://cir.nii.ac.jp/crid/1360584340541802496","@type":"Article","resourceType":"学術雑誌論文(journal article)","relationType":["isReferencedBy"],"jpcoar:relatedTitle":[{"@value":"Classification of dissolution modes of partially protected poly(4-hydroxystyrene) in tetraalkylammonium hydroxide aqueous solutions"}]},{"@id":"https://cir.nii.ac.jp/crid/1360846641544293120","@type":"Article","resourceType":"学術雑誌論文(journal article)","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Exploring Alkyl Chains in Benzobisthiazole-Naphthobisthiadiazole Polymers: Impact on Solar-Cell Performance, Crystalline Structures, and Optoelectronics"}]},{"@id":"https://cir.nii.ac.jp/crid/1360846641818987136","@type":"Article","resourceType":"学術雑誌論文(journal article)","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"On the role of local charge carrier mobility in the charge separation mechanism of organic photovoltaics"}]},{"@id":"https://cir.nii.ac.jp/crid/1360847871771188352","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Blue Electroluminescent Diodes Utilizing Poly(alkylfluorene)"}]},{"@id":"https://cir.nii.ac.jp/crid/1360847874822104064","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Materials informatics for dielectric materials"}]},{"@id":"https://cir.nii.ac.jp/crid/1360848658064977024","@type":"Article","resourceType":"学術雑誌論文(journal article)","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Automatic High-Throughput Screening Scheme for Organic Photovoltaics: Estimating the Orbital Energies of Polymers from Oligomers and Evaluating the Photovoltaic Characteristics"}]},{"@id":"https://cir.nii.ac.jp/crid/1360848658074613376","@type":"Article","resourceType":"学術雑誌論文(journal article)","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Hetero Bis-Addition of Spiro-Acetalized or Cyclohexanone Ring to 58π Fullerene Impacts Solubility and Mobility Balance in Polymer Solar Cells"}]},{"@id":"https://cir.nii.ac.jp/crid/1360848658084185856","@type":"Article","resourceType":"学術雑誌論文(journal article)","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Searching for Hidden Perovskite Materials for Photovoltaic Systems by Combining Data Science and First Principle Calculations"}]},{"@id":"https://cir.nii.ac.jp/crid/1360848658108640768","@type":"Article","resourceType":"学術雑誌論文(journal article)","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Informatics-Aided Density Functional Theory Study on the Li Ion Transport of Tavorite-Type LiMTO<sub>4</sub>F (M<sup>3+</sup>–T<sup>5+</sup>, M<sup>2+</sup>–T<sup>6+</sup>)"}]},{"@id":"https://cir.nii.ac.jp/crid/1360855568672083328","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Perfluoropentacene:  High-Performance p−n Junctions and Complementary Circuits with Pentacene"}]},{"@id":"https://cir.nii.ac.jp/crid/1360855568924527744","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Self-Consistent Equations Including Exchange and Correlation Effects"}]},{"@id":"https://cir.nii.ac.jp/crid/1360855568976238976","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Conducting AFM and 2D GIXD Studies on Pentacene Thin Films"}]},{"@id":"https://cir.nii.ac.jp/crid/1360855568984630400","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Three-layered organic solar cell with a photoactive interlayer of codeposited pigments"}]},{"@id":"https://cir.nii.ac.jp/crid/1360855569031312768","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Material solubility and molecular compatibility effects in the design of fullerene/polymer composites for organic bulk heterojunction solar cells"}]},{"@id":"https://cir.nii.ac.jp/crid/1360855569850898304","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Synthesis of electrically conducting organic polymers: halogen derivatives of polyacetylene, (CH) x"}]},{"@id":"https://cir.nii.ac.jp/crid/1360855570131287680","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Ab Initio Calculations of the Redox Potentials of Additives for Lithium-Ion Batteries and Their Prediction through Machine Learning"}]},{"@id":"https://cir.nii.ac.jp/crid/1360855570132334976","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Large-Scale Computational Screening of Molecular Organic Semiconductors Using Crystal Structure Prediction"}]},{"@id":"https://cir.nii.ac.jp/crid/1360855570450978304","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Toward Predicting Efficiency of Organic Solar Cells via Machine Learning and Improved Descriptors"}]},{"@id":"https://cir.nii.ac.jp/crid/1360855570639295744","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Computational Screening of Homovalent Lead Substitution in Organic–Inorganic Halide Perovskites"}]},{"@id":"https://cir.nii.ac.jp/crid/1360855570735164800","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Simulated evolution of fluorophores for light emitting diodes"}]},{"@id":"https://cir.nii.ac.jp/crid/1360855570956178432","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Finding Nature’s Missing Ternary Oxide Compounds Using Machine Learning and Density Functional Theory"}]},{"@id":"https://cir.nii.ac.jp/crid/1360865814729780352","@type":"Article","resourceType":"学術雑誌論文(journal article)","relationType":["isReferencedBy"],"jpcoar:relatedTitle":[{"@value":"Exploration of Solution-Processed Bi/Sb Solar Cells by Automated Robotic Experiments Equipped with Microwave Conductivity"}]},{"@id":"https://cir.nii.ac.jp/crid/1360865814737715456","@type":"Article","resourceType":"学術雑誌論文(journal article)","relationType":["isReferencedBy"],"jpcoar:relatedTitle":[{"@value":"An Intelligent, User‐Inclusive Pipeline for Organic Semiconductor Design"}]},{"@id":"https://cir.nii.ac.jp/crid/1361137043687998848","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"High-mobility double-gate organic single-crystal transistors with organic crystal gate insulators"}]},{"@id":"https://cir.nii.ac.jp/crid/1361137044122280448","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"An extended Tolerance Factor approach for organic–inorganic perovskites"}]},{"@id":"https://cir.nii.ac.jp/crid/1361137044122615680","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Highly efficient phosphorescent emission from organic electroluminescent devices"}]},{"@id":"https://cir.nii.ac.jp/crid/1361137045245915136","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"A cascaded QSAR model for efficient prediction of overall power conversion efficiency of all-organic dye-sensitized solar cells"}]},{"@id":"https://cir.nii.ac.jp/crid/1361137045261761664","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Efficiency enhancement in low-bandgap polymer solar cells by processing with alkane dithiols"}]},{"@id":"https://cir.nii.ac.jp/crid/1361137045580103552","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Machine-Learning Identification of the Sensing Descriptors Relevant in Molecular Interactions with Metal Nanoparticle-Decorated Nanotube Field-Effect Transistors"}]},{"@id":"https://cir.nii.ac.jp/crid/1361137045753576320","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Design of efficient molecular organic light-emitting diodes by a high-throughput virtual screening and experimental approach"}]},{"@id":"https://cir.nii.ac.jp/crid/1361137045974493568","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Machine learning: Trends, perspectives, and prospects"}]},{"@id":"https://cir.nii.ac.jp/crid/1361137046081935104","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Quantification of biases in predictions of protein stability changes upon mutations"}]},{"@id":"https://cir.nii.ac.jp/crid/1361418519488368128","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Insights from Machine Learning Techniques for Predicting the Efficiency of Fullerene Derivatives‐Based Ternary Organic Solar Cells at Ternary Blend Design"}]},{"@id":"https://cir.nii.ac.jp/crid/1361418519560056192","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Organic electroluminescent diodes"}]},{"@id":"https://cir.nii.ac.jp/crid/1361418520582310912","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"On the Theory of Oxidation-Reduction Reactions Involving Electron Transfer. I"}]},{"@id":"https://cir.nii.ac.jp/crid/1361418521433065344","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"A Versatile Approach to Organic Photovoltaics Evaluation Using White Light Pulse and Microwave Conductivity"}]},{"@id":"https://cir.nii.ac.jp/crid/1361699994134539008","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Prediction of Intramolecular Reorganization Energy Using Machine Learning"}]},{"@id":"https://cir.nii.ac.jp/crid/1361699994468717440","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"High-Throughput Computational Assessment of Previously Synthesized Semiconductors for Photovoltaic and Photoelectrochemical Devices"}]},{"@id":"https://cir.nii.ac.jp/crid/1361699994593612288","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Highly Soluble [1]Benzothieno[3,2-<i>b</i>]benzothiophene (BTBT) Derivatives for High-Performance, Solution-Processed Organic Field-Effect Transistors"}]},{"@id":"https://cir.nii.ac.jp/crid/1361699994799688320","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Prediction Errors of Molecular Machine Learning Models Lower than Hybrid DFT Error"}]},{"@id":"https://cir.nii.ac.jp/crid/1361699994900311040","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Materials Cartography: Representing and Mining Materials Space Using Structural and Electronic Fingerprints"}]},{"@id":"https://cir.nii.ac.jp/crid/1361699994917456768","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Machine learning for the structure–energy–property landscapes of molecular crystals"}]},{"@id":"https://cir.nii.ac.jp/crid/1361699994990405760","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Materials‐Informatics‐Assisted High‐Yield Synthesis of 2D Nanomaterials through Exfoliation"}]},{"@id":"https://cir.nii.ac.jp/crid/1361699995044786688","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Machine learning and molecular descriptors enable rational solvent selection in asymmetric catalysis"}]},{"@id":"https://cir.nii.ac.jp/crid/1361699995347908864","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Organic Light‐Emitting Diodes Based on Poly(9,9‐dioctylfluorene‐<i>co</i>‐bithiophene) (F8T2)"}]},{"@id":"https://cir.nii.ac.jp/crid/1361699995361146624","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Materials informatics: a journey towards material design and synthesis"}]},{"@id":"https://cir.nii.ac.jp/crid/1361699995408048512","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Discovery of Pb-Free Perovskite Solar Cells via High-Throughput Simulation on the K Computer"}]},{"@id":"https://cir.nii.ac.jp/crid/1361699995653446144","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"High‐Performance Ambipolar Diketopyrrolopyrrole‐Thieno[3,2‐<i>b</i>]thiophene Copolymer Field‐Effect Transistors with Balanced Hole and Electron Mobilities"}]},{"@id":"https://cir.nii.ac.jp/crid/1361981468787029632","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Deep Data Analysis of Conductive Phenomena on Complex Oxide Interfaces: Physics from Data Mining"}]},{"@id":"https://cir.nii.ac.jp/crid/1361981469099216128","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Understanding of Electrochemical Mechanisms for CO<sub>2</sub> Capture and Conversion into Hydrocarbon Fuels in Transition-Metal Carbides (MXenes)"}]},{"@id":"https://cir.nii.ac.jp/crid/1361981469329228160","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Perspective: Materials informatics and big data: Realization of the “fourth paradigm” of science in materials science"}]},{"@id":"https://cir.nii.ac.jp/crid/1361981469363157504","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Computer-Aided Screening of Conjugated Polymers for Organic Solar Cell: Classification by Random Forest"}]},{"@id":"https://cir.nii.ac.jp/crid/1361981469379022336","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Organic Optoelectronic Materials: Mechanisms and Applications"}]},{"@id":"https://cir.nii.ac.jp/crid/1361981469400574080","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Machine-learning-assisted materials discovery using failed experiments"}]},{"@id":"https://cir.nii.ac.jp/crid/1361981470508459520","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"The high-throughput highway to computational materials design"}]},{"@id":"https://cir.nii.ac.jp/crid/1361981470839797760","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Computational materials design of crystalline solids"}]},{"@id":"https://cir.nii.ac.jp/crid/1361981471401214848","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Charge-Transfer and Energy-Transfer Processes in π-Conjugated Oligomers and Polymers:  A Molecular Picture"}]},{"@id":"https://cir.nii.ac.jp/crid/1362262943451746048","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"A computational exploration of the crystal energy and charge-carrier mobility landscapes of the chiral [6]helicene molecule"}]},{"@id":"https://cir.nii.ac.jp/crid/1362262943663298432","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Perspective: Web-based machine learning models for real-time screening of thermoelectric materials properties"}]},{"@id":"https://cir.nii.ac.jp/crid/1362262943974478080","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Conformational Order in Aggregates of Conjugated Polymers"}]},{"@id":"https://cir.nii.ac.jp/crid/1362262944018655744","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Virtual Design in Organic Electronics: Screening of a Large Set of 1,4-Bis(phenylethynyl)benzene Derivatives as Molecular Semiconductors"}]},{"@id":"https://cir.nii.ac.jp/crid/1362262944442379392","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"High‐Performance Ambipolar Transistors and Inverters from an Ultralow Bandgap Polymer"}]},{"@id":"https://cir.nii.ac.jp/crid/1362262944706784640","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Machine Learning–Based Charge Transport Computation for Pentacene"}]},{"@id":"https://cir.nii.ac.jp/crid/1362262945535692160","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Design of efficient blue phosphorescent bottom emitting light emitting diodes by machine learning approach"}]},{"@id":"https://cir.nii.ac.jp/crid/1362262946390628864","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Machine Learning Enabled Computational Screening of Inorganic Solid Electrolytes for Suppression of Dendrite Formation in Lithium Metal Anodes"}]},{"@id":"https://cir.nii.ac.jp/crid/1362544418424229888","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"On Predicting the Excited-State Properties of Thermally Activated Delayed Fluorescence Emitters"}]},{"@id":"https://cir.nii.ac.jp/crid/1362544419114947456","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Very high-efficiency green organic light-emitting devices based on electrophosphorescence"}]},{"@id":"https://cir.nii.ac.jp/crid/1362544419352830848","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"A Bayesian Approach to Predict Solubility Parameters"}]},{"@id":"https://cir.nii.ac.jp/crid/1362544419400535552","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Accelerated discovery of stable lead-free hybrid organic-inorganic perovskites via machine learning"}]},{"@id":"https://cir.nii.ac.jp/crid/1362544419848662400","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Efficient search of compositional space for hybrid organic–inorganic perovskites via Bayesian optimization"}]},{"@id":"https://cir.nii.ac.jp/crid/1362544419851477376","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Functional materials discovery using energy–structure–function maps"}]},{"@id":"https://cir.nii.ac.jp/crid/1362544419899722880","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Aggregation and morphology control enables multiple cases of high-efficiency polymer solar cells"}]},{"@id":"https://cir.nii.ac.jp/crid/1362544419991557888","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"On the Air Stability of <i>n</i>-Channel Organic Field-Effect Transistors: A Theoretical Study of Adiabatic Electron Affinities of Organic Semiconductors"}]},{"@id":"https://cir.nii.ac.jp/crid/1362544420141846784","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"A non-volatile organic electrochemical device as a low-voltage artificial synapse for neuromorphic computing"}]},{"@id":"https://cir.nii.ac.jp/crid/1362544420512054528","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Effects of Functional Groups in Redox-Active Organic Molecules: A High-Throughput Screening Approach"}]},{"@id":"https://cir.nii.ac.jp/crid/1362544420827462784","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Low Data Drug Discovery with One-Shot Learning"}]},{"@id":"https://cir.nii.ac.jp/crid/1362544421192211200","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Semiconducting π-Conjugated Systems in Field-Effect Transistors: A Material Odyssey of Organic Electronics"}]},{"@id":"https://cir.nii.ac.jp/crid/1362544421421692160","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Machine Learning Methods to Predict Density Functional Theory B3LYP Energies of HOMO and LUMO Orbitals"}]},{"@id":"https://cir.nii.ac.jp/crid/1362825893530659712","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"High-Throughput Image Analysis of Fibrillar Materials: A Case Study on Polymer Nanofiber Packing, Alignment, and Defects in Organic Field Effect Transistors"}]},{"@id":"https://cir.nii.ac.jp/crid/1362825893718585856","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Electrical Conductivity of the Perylene–Bromine Complex"}]},{"@id":"https://cir.nii.ac.jp/crid/1362825893874285568","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Charge Carrier Transporting Molecular Materials and Their Applications in Devices"}]},{"@id":"https://cir.nii.ac.jp/crid/1362825893997234176","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Antiaromatic Characteristic Analysis of 1,4-Diazapentalene Derivatives: A Theoretical Study"}]},{"@id":"https://cir.nii.ac.jp/crid/1362825894180318080","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"From computational discovery to experimental characterization of a high hole mobility organic crystal"}]},{"@id":"https://cir.nii.ac.jp/crid/1362825895037239168","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Mapping and classifying molecules from a high-throughput structural database"}]},{"@id":"https://cir.nii.ac.jp/crid/1362825895980270720","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"High-Throughput Screening of Lead-Free Perovskite-like Materials for Optoelectronic Applications"}]},{"@id":"https://cir.nii.ac.jp/crid/1362825896237326208","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Electronic Properties of Disordered Organic Semiconductors via QM/MM Simulations"}]},{"@id":"https://cir.nii.ac.jp/crid/1363107368368603776","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"A Protocol for Fast Prediction of Electronic and Optical Properties of Donor–Acceptor Polymers Using Density Functional Theory and the Tight-Binding Method"}]},{"@id":"https://cir.nii.ac.jp/crid/1363107369754056320","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"An Evolvable Organic Electrochemical Transistor for Neuromorphic Applications"}]},{"@id":"https://cir.nii.ac.jp/crid/1363107369901644288","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Effects of hydroxyl groups in polymeric dielectrics on organic transistor performance"}]},{"@id":"https://cir.nii.ac.jp/crid/1363107370292379648","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Inverse molecular design using machine learning: Generative models for matter engineering"}]},{"@id":"https://cir.nii.ac.jp/crid/1363107371385406208","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Hunting for Organic Molecules with Artificial Intelligence: Molecules Optimized for Desired Excitation Energies"}]},{"@id":"https://cir.nii.ac.jp/crid/1363388843775373312","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Combinatorial Design of Copolymer Donor Materials for Bulk Heterojunction Solar Cells"}]},{"@id":"https://cir.nii.ac.jp/crid/1363388844752372736","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"A strong regioregularity effect in self-organizing conjugated polymer films and high-efficiency polythiophene:fullerene solar cells"}]},{"@id":"https://cir.nii.ac.jp/crid/1363388844970662400","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Combining electronic and structural features in machine learning models to predict organic solar cells properties"}]},{"@id":"https://cir.nii.ac.jp/crid/1363388845337927936","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Application of DFT-based machine learning for developing molecular electrode materials in Li-ion batteries"}]},{"@id":"https://cir.nii.ac.jp/crid/1363388846192823168","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Efficient Computational Screening of Organic Polymer Photovoltaics"}]},{"@id":"https://cir.nii.ac.jp/crid/1363670318588987520","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Advances in Solution‐Processed Multijunction Organic Solar Cells"}]},{"@id":"https://cir.nii.ac.jp/crid/1363670318759782400","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Over 16% efficiency organic photovoltaic cells enabled by a chlorinated acceptor with increased open-circuit voltages"}]},{"@id":"https://cir.nii.ac.jp/crid/1363670318873073536","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Electrostatic Selectivity of Volatile Organic Compounds Using Electrostatically Formed Nanowire Sensor"}]},{"@id":"https://cir.nii.ac.jp/crid/1363670319344146816","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Data-Driven Studies of Li-Ion-Battery Materials"}]},{"@id":"https://cir.nii.ac.jp/crid/1363670319831020416","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Resistive Molecular Memories: Influence of Molecular Parameters on the Electrical Bistability"}]},{"@id":"https://cir.nii.ac.jp/crid/1363670320293500928","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Polymer Photovoltaic Cells: Enhanced Efficiencies via a Network of Internal Donor-Acceptor Heterojunctions"}]},{"@id":"https://cir.nii.ac.jp/crid/1363670320590486400","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Single-Junction Organic Solar Cell with over 15% Efficiency Using Fused-Ring Acceptor with Electron-Deficient Core"}]},{"@id":"https://cir.nii.ac.jp/crid/1363670321075718016","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Low-voltage pentacene organic field-effect transistors with high-κ HfO2 gate dielectrics and high stability under bias stress"}]},{"@id":"https://cir.nii.ac.jp/crid/1363951794331000064","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"How To Optimize Materials and Devices <i>via</i> Design of Experiments and Machine Learning: Demonstration Using Organic Photovoltaics"}]},{"@id":"https://cir.nii.ac.jp/crid/1363951794849325568","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Machine learning-based screening of complex molecules for polymer solar cells"}]},{"@id":"https://cir.nii.ac.jp/crid/1363951795340031360","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Computation of Dielectric Response in Molecular Solids for High Capacitance Organic Dielectrics"}]},{"@id":"https://cir.nii.ac.jp/crid/1363951795397024640","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Elastomeric Transistor Stamps: Reversible Probing of Charge Transport in Organic Crystals"}]},{"@id":"https://cir.nii.ac.jp/crid/1363951795530188416","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"2,7-Diphenyl[1]benzothieno[3,2-<i>b</i>]benzothiophene, A New Organic Semiconductor for Air-Stable Organic Field-Effect Transistors with Mobilities up to 2.0 cm<sup>2</sup> V<sup>-1</sup> s<sup>-1</sup>"}]},{"@id":"https://cir.nii.ac.jp/crid/1363951795921792896","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Introducing a New Potential Figure of Merit for Evaluating Microstructure Stability in Photovoltaic Polymer-Fullerene Blends"}]},{"@id":"https://cir.nii.ac.jp/crid/1363951795981898752","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Predicted energy–structure–function maps for the evaluation of small molecule organic semiconductors"}]},{"@id":"https://cir.nii.ac.jp/crid/1363951796000286080","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"An Electron Acceptor Challenging Fullerenes for Efficient Polymer Solar Cells"}]},{"@id":"https://cir.nii.ac.jp/crid/1363951796211899264","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Learning from the Harvard Clean Energy Project: The Use of Neural Networks to Accelerate Materials Discovery"}]},{"@id":"https://cir.nii.ac.jp/crid/1364233268459343360","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Tuning the ambipolar charge transport properties of N-heteropentacenes by their frontier molecular orbital energy levels"}]},{"@id":"https://cir.nii.ac.jp/crid/1364233268973781760","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Machine learning for molecular and materials science"}]},{"@id":"https://cir.nii.ac.jp/crid/1364233268978786048","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Low-Bandgap Near-IR Conjugated Polymers/Molecules for Organic Electronics"}]},{"@id":"https://cir.nii.ac.jp/crid/1364233269699273728","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Design Rules for Donors in Bulk‐Heterojunction Solar Cells—Towards 10 % Energy‐Conversion Efficiency"}]},{"@id":"https://cir.nii.ac.jp/crid/1364233270639974528","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Crystallization of Sensitizers Controls Morphology and Performance in Si-/C-PCPDTBT-Sensitized P3HT:ICBA Ternary Blends"}]},{"@id":"https://cir.nii.ac.jp/crid/1364233270977774336","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"How the Energetic Landscape in the Mixed Phase of Organic Bulk Heterojunction Solar Cells Evolves with Fullerene Content"}]},{"@id":"https://cir.nii.ac.jp/crid/1364233271120936448","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@value":"Combinatorial screening for new materials in unconstrained composition space with machine learning"}]},{"@id":"https://cir.nii.ac.jp/crid/1390282681243360640","@type":"Article","relationType":["references"],"jpcoar:relatedTitle":[{"@language":"en","@value":"Organic Thin-Film Transistors with High Electron Mobility Based on Perfluoropentacene"}]}],"dataSourceIdentifier":[{"@type":"CROSSREF","@value":"10.7567/1347-4065/ab4f39"},{"@type":"CIA","@value":"210000157396"},{"@type":"KAKEN","@value":"PRODUCT-23557811"},{"@type":"KAKEN","@value":"PRODUCT-22876947"},{"@type":"OPENAIRE","@value":"doi_dedup___::21c555503b34137d4d589ed1bd4e1e6d"},{"@type":"CROSSREF","@value":"10.35848/1347-4065/ab984e_references_DOI_NXeOfrNOtzjzrs3T8KqM4Zz4ZfC"},{"@type":"CROSSREF","@value":"10.1021/acs.jpclett.1c03526_references_DOI_NXeOfrNOtzjzrs3T8KqM4Zz4ZfC"},{"@type":"CROSSREF","@value":"10.1039/d1tc04237h_references_DOI_NXeOfrNOtzjzrs3T8KqM4Zz4ZfC"},{"@type":"CROSSREF","@value":"10.1021/acs.chemmater.2c01294_references_DOI_NXeOfrNOtzjzrs3T8KqM4Zz4ZfC"},{"@type":"CROSSREF","@value":"10.1021/acsami.2c06077_references_DOI_NXeOfrNOtzjzrs3T8KqM4Zz4ZfC"},{"@type":"CROSSREF","@value":"10.1002/adfm.202011168_references_DOI_NXeOfrNOtzjzrs3T8KqM4Zz4ZfC"},{"@type":"CROSSREF","@value":"10.1039/d3ra02492j_references_DOI_NXeOfrNOtzjzrs3T8KqM4Zz4ZfC"},{"@type":"CROSSREF","@value":"10.35848/1347-4065/acd59c_references_DOI_NXeOfrNOtzjzrs3T8KqM4Zz4ZfC"},{"@type":"CROSSREF","@value":"10.1021/jacsau.3c00519_references_DOI_NXeOfrNOtzjzrs3T8KqM4Zz4ZfC"},{"@type":"CROSSREF","@value":"10.1002/adts.202300159_references_DOI_NXeOfrNOtzjzrs3T8KqM4Zz4ZfC"}]}