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Latest Developments in Micro Total Analysis Systems
Abstract
ADVERTISEMENT RETURN TO ISSUEPREVReviewNEXTLatest Developments in Micro Total Analysis SystemsArun Arora†, Giuseppina Simone†, Georgette B. Salieb-Beugelaar†∥, Jung Tae Kim†, and Andreas Manz*†‡§View Author Information KIST Europe, Korea Institute of Science and Technology, Campus E71, 66123 Saarbrücken, Germany, FRIAS, Freiburg Institute for Advanced Studies, Albert-Ludwigs-Universität Freiburg, Albertstrasse 19, 79104 Freiburg, Germany, IMTEK, Institute for Microsystem Technology, University of Freiburg, Georges-Köhler-Allee 103, 79110 Freiburg, Germany, and MESA+ Institute for Nanotechnology/Lab-on-a-Chip Group, Twente University, Building Carré, 7500 AE, Enschede, The Netherlands* To whom correspondence should be addressed. E-mail: [email protected]†KIST Europe, Korea Institute of Science and Technology.‡Albert-Ludwigs-Universität Freiburg.§University of Freiburg.∥Twente University.Cite this: Anal. Chem. 2010, 82, 12, 4830–4847Publication Date (Web):May 12, 2010Publication History Published online12 May 2010Published inissue 15 June 2010https://pubs.acs.org/doi/10.1021/ac100969khttps://doi.org/10.1021/ac100969kreview-articleACS PublicationsCopyright © 2010 American Chemical SocietyRequest reuse permissionsArticle Views10352Altmetric-Citations386LEARN ABOUT THESE METRICSArticle Views are the COUNTER-compliant sum of full text article downloads since November 2008 (both PDF and HTML) across all institutions and individuals. These metrics are regularly updated to reflect usage leading up to the last few days.Citations are the number of other articles citing this article, calculated by Crossref and updated daily. Find more information about Crossref citation counts.The Altmetric Attention Score is a quantitative measure of the attention that a research article has received online. Clicking on the donut icon will load a page at altmetric.com with additional details about the score and the social media presence for the given article. Find more information on the Altmetric Attention Score and how the score is calculated. Share Add toView InAdd Full Text with ReferenceAdd Description ExportRISCitationCitation and abstractCitation and referencesMore Options Share onFacebookTwitterWechatLinked InRedditEmail Other access optionsGet e-Alertsclose SUBJECTS:Biotechnology,Fluid dynamics,Liquids,Microfluidic devices,Nanoparticles Get e-Alerts
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Liu, C., Qiu, X., Ongagna-Yhombi, S. Y., Chen, D., Chen, Z., Abrams, W. R., Malamud, D., Corstjens, P. L. A. M., & Bau, H. H. (2008) · Lab on a Chip · doi:10.1039/b814322f · Cited by 95
A lab-on-a-chip for detection of nerve agent sarin in blood
Tan, H. Y., Loke, W. K., Tan, Y. T., & Nguyen, N. (2008) · Lab on a Chip · doi:10.1039/b800438b · Cited by 94
Chamber and microfluidic probe for microperfusion of organotypic brain slices
Queval, A., Ghattamaneni, N. R., Perrault, C. M., Gill, R., Mirzaei, M., McKinney, R. A., & Juncker, D. (2009) · Lab on a Chip · doi:10.1039/b916669f · Cited by 94
On-chip manipulation of objects using mobile oscillating bubbles
Chung, S. K., & Cho, S. K. (2008) · Journal of Micromechanics and Microengineering · doi:10.1088/0960-1317/18/12/125024 · Cited by 90
An easy to assemble microfluidic perfusion device with a magnetic clamp
Tkachenko, E., Gutierrez, E., Ginsberg, M. H., & Groisman, A. (2009) · Lab on a Chip · doi:10.1039/b812184b · Cited by 89
Optimized droplet-based microfluidics scheme for sol–gel reactions
Chokkalingam, V., Weidenhof, B., Krämer, M., Maier, W. F., Herminghaus, S., & Seemann, R. (2010) · Lab on a Chip · doi:10.1039/b926976b · Cited by 89
Tsukahara, T., Mawatari, K., Hibara, A., & Kitamori, T. (2008) · Analytical and Bioanalytical Chemistry · doi:10.1007/s00216-008-2198-2 · Cited by 88
Flexible fluidic microchips based on thermoformed and locally modified thin polymer films
Truckenmüller, R. K., Giselbrecht, S., van Blitterswijk, C., Dambrowsky, N., Gottwald, E., Mappes, T., Rolletschek, A., Saile, V., Trautmann, C., Weibezahn, K. F., et al. (2008) · Lab on a Chip · doi:10.1039/b803619e · Cited by 88
A physiologically realistic in vitro model of microvascular networks
Rosano, J. M., Tousi, N., Scott, R. C., Krynska, B., Rizzo, V., Prabhakarpandian, B., Pant, K., Sundaram, S., & Kiani, M. F. (2009) · Biomedical Microdevices · doi:10.1007/s10544-009-9322-8 · Cited by 87
Renaudin, A., Chabot, V., Grondin, É., Aimez, V., & Charette, P. G. (2009) · Lab on a Chip · doi:10.1039/b911953a · Cited by 87
Lai, J. J., Nelson, K. E., Nash, M. A., Hoffman, A. S., Yager, P., & Stayton, P. S. (2009) · Lab on a Chip · doi:10.1039/b817754f · Cited by 85
Separation of particles by pulsed dielectrophoresis
Cui, H., Voldman, J., He, X., et al. (2009) · Lab on a Chip · doi:10.1039/b906202e · Cited by 85
ABO, D Blood Typing and Subtyping Using Plug-Based Microfluidics
Kline, T. R., Runyon, M. K., Pothiawala, M., & Ismagilov, R. F. (2008) · Analytical Chemistry · doi:10.1021/ac800485q · Cited by 85
Lock release lithography for 3D and composite microparticles
Bong, K. W., Pregibon, D. C., & Doyle, P. S. (2009) · Lab on a Chip · doi:10.1039/b821930c · Cited by 84
A World-to-Chip Interface for Digital Microfluidics
Yang, H. C., Luk, V. N., Abdelgawad, M. O., Barbulovic-Nad, I., & Wheeler, A. R. (2008) · Analytical Chemistry · doi:10.1021/ac802154h · Cited by 83
Modular microfluidics for gradient generation
Sun, K., Wang, Z., & Jiang, X. (2008) · Lab on a Chip · doi:10.1039/b806140h · Cited by 83
Self-powered microfluidic chips for multiplexed protein assays from whole blood
Qin, L., Vermesh, O., Shi, Q., & Heath, J. R. (2009) · Lab on a Chip · doi:10.1039/b821247c · Cited by 79
Taylor, J. D., Linman, M. J., Wilkop, T., & Cheng, Q. J. (2009) · Analytical Chemistry · doi:10.1021/ac8023137 · Cited by 78
Full On-Chip Nanoliter Immunoassay by Geometrical Magnetic Trapping of Nanoparticle Chains
Lacharme, F., Vandevyver, C. D. B., & Gijs, M. A. M. (2008) · Analytical Chemistry · doi:10.1021/ac7020739 · Cited by 77
Shin, D. H., Kim, J., Shim, H. C., et al. (2008) · Nano Letters · doi:10.1021/nl802237m · Cited by 75
Self-citationChemical Separations by Bubble-Assisted Interphase Mass-Transfer
Boyd, D. A., Adleman, J. R., Goodwin, D. G., & Psaltis, D. (2008) · Analytical Chemistry · doi:10.1021/ac702174t · Cited by 74
DNA ligation of ultramicro volume using an EWOD microfluidic system with coplanar electrodes
Liu, Y.-J., Yao, D., Lin, H.-C., Chang, W.-Y., & Chang, H. (2008) · Journal of Micromechanics and Microengineering · doi:10.1088/0960-1317/18/4/045017 · Cited by 70
Runyon, M. K., Kastrup, C. J., Johnson-Kerner, B., Ha, T. G. V., & Ismagilov, R. F. (2008) · Journal of the American Chemical Society · doi:10.1021/ja076301r · Cited by 69
Simultaneous measurement of reactions in microdroplets filled by concentration gradients
Damean, N. A., Olguín, L. F., Hollfelder, F., Abell, C., & Huck, W. T. S. (2009) · Lab on a Chip · doi:10.1039/b821021g · Cited by 69
Benhabib, M., Chiesl, T. N., Stockton, A. M., Scherer, J. R., & Mathies, R. A. (2010) · Analytical Chemistry · doi:10.1021/ac9025994 · Cited by 68
Synthetic Microvascular Networks for Quantitative Analysis of Particle Adhesion
Prabhakarpandian, B., Pant, K., Scott, R. C., Patillo, C. B., Irimia, D., Kiani, M. F., & Sundaram, S. (2008) · Biomedical Microdevices · doi:10.1007/s10544-008-9170-y · Cited by 68
Wang, X., Amatatongchai, M., Nacapricha, D., Hofmann, O., de Mello, J. C., Bradley, D. D. C., & deMello, A. J. (2009) · Sensors and Actuators B Chemical · doi:10.1016/j.snb.2009.04.068 · Cited by 68
Fredlake, C. P., Hert, D. G., Kan, C., Chiesl, T. N., Root, B. E., Forster, R. E., & Barron, A. E. (2008) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0705093105 · Cited by 65
Electrospun light-emitting nanofibers as excitation source in microfluidic devices
Pagliara, S., Camposeo, A., Polini, A., Cingolani, R., & Pisignano, D. (2009) · Lab on a Chip · doi:10.1039/b906188f · Cited by 64
Yeung, S. H. I., Liu, P., Bueno, N. D., Greenspoon, S. A., & Mathies, R. A. (2008) · Analytical Chemistry · doi:10.1021/ac8018685 · Cited by 63
A microfluidic chip for electrochemical conversions in drug metabolism studies
Odijk, M., Baumann, A., Lohmann, W., van den Brink, F. T. G., Olthuis, W., Kärst, U., & van den Berg, A. (2009) · Lab on a Chip · doi:10.1039/b822962g · Cited by 63
Glawdel, T., Elbüken, Ç., Lee, L. E. J., & Ren, C. L. (2009) · Lab on a Chip · doi:10.1039/b911412m · Cited by 63
Self-loading lithographically structured microcontainers: 3D patterned, mobile microwells
Leong, T. G., Randall, C. L., Benson, B. R., et al. (2008) · Lab on a Chip · doi:10.1039/b809098j · Cited by 62
Nucleation and solidification in static arrays of monodisperse drops
Jon, F., Humphry, K. J., Irimia, D., Weitz, D. A., & Toner, M. (2009) · Lab on a Chip · doi:10.1039/b821785h · Cited by 61
Staples, G. O., Naimy, H., Yin, H., Kileen, K., Kraiczek, K. G., Costello, C. E., & Zaia, J. (2009) · Analytical Chemistry · doi:10.1021/ac901706f · Cited by 58
Hattori, K., Sugiura, S., & Kanamori, T. (2009) · Lab on a Chip · doi:10.1039/b816995k · Cited by 58
Free jet micromixer to study fast chemical reactions by small angle X-ray scattering
Marmiroli, B., Grenci, G., Cacho‐Nerin, F., Sartori, B., Ferrari, E., Laggner, P., Businaro, L., & Amenitsch, H. W. (2009) · Lab on a Chip · doi:10.1039/b904296b · Cited by 58
Microfluidic-assisted analysis of replicating DNA molecules
Sidorova, J. M., Li, N., Schwartz, D. C., Folch, A., & Monnat, R. J. (2009) · Nature Protocols · doi:10.1038/nprot.2009.54 · Cited by 57
Liu, J., Yang, S., Lee, C. S., & DeVoe, D. L. (2008) · Electrophoresis · doi:10.1002/elps.200700608 · Cited by 57
Churski, K., Michalski, J., & Garstecki, P. (2009) · Lab on a Chip · doi:10.1039/b915155a · Cited by 56
Microfluidic System for Detection of α-Thalassemia-1 Deletion Using Saliva Samples
Lien, K.-Y., Liu, C.-J., Kuo, P., & Lee, G. (2009) · Analytical Chemistry · doi:10.1021/ac900453d · Cited by 55
Liu, C.-J., Lien, K.-Y., Weng, C., Shin, J.-W., Chang, T., & Lee, G. (2008) · Biomedical Microdevices · doi:10.1007/s10544-008-9240-1 · Cited by 55
Microfluidic Perfusion System for Automated Delivery of Temporal Gradients to Islets of Langerhans
Zhang, X., & Roper, M. G. (2008) · Analytical Chemistry · doi:10.1021/ac802579z · Cited by 55
Sarrazin, F., Salmon, J., Talaga, D., & Servant, L. (2008) · Analytical Chemistry · doi:10.1021/ac7020147 · Cited by 54
Noori, A., Selvaganapathy, P. R., & Wilson, J. Y. (2009) · Lab on a Chip · doi:10.1039/b909961a · Cited by 53
Kane, A. S., Hoffmann, A., Baumgärtel, P., Seckler, R., Reichardt, G., Horsley, D. A., Schuler, B., & Bakajin, O. (2008) · Analytical Chemistry · doi:10.1021/ac801764r · Cited by 53
Self-Assembled Peptide Monolayers as a Toxin Sensing Mechanism within Arrayed Microchannels
Frisk, M. L., Tepp, W. H., Johnson, E. A., & Beebe, D. J. (2009) · Analytical Chemistry · doi:10.1021/ac802707u · Cited by 52
Determination of Kinetic Parameters, Km and kcat, with a Single Experiment on a Chip
Jambovane, S. R., Duin, E. C., Kim, S., & Hong, J. W. (2009) · Analytical Chemistry · doi:10.1021/ac8020938 · Cited by 51
Natali, M., Begolo, S., Carofiglio, T., & Mistura, G. (2008) · Lab on a Chip · doi:10.1039/b716594c · Cited by 48
Microfluidic Distillation Utilizing Micro–Nano Combined Structure
Hibara, A., Toshin, K., Tsukahara, T., Mawatari, K., & Kitamori, T. (2008) · Chemistry Letters · doi:10.1246/cl.2008.1064 · Cited by 46
Nucleic acid microarrays created in the double-spiral format on a circular microfluidic disk
Chen, H., Wang, L., & Li, P. C. H. (2008) · Lab on a Chip · doi:10.1039/b719846a · Cited by 46
Nonviral gene vector formation in monodispersed picolitre incubator for consistent gene delivery
Hsieh, A. T.-H., Hori, N., Massoudi, R. A., Pan, P. J.-H., Sasaki, H., Lin, Y. A., & Lee, A. P. (2009) · Lab on a Chip · doi:10.1039/b823191e · Cited by 45
Durand, N. F. Y., & Renaud, P. (2008) · Lab on a Chip · doi:10.1039/b811006a · Cited by 44
Bowden, S. A., Wilson, R., Parnell, J., & Cooper, J. M. (2008) · Lab on a Chip · doi:10.1039/b814495h · Cited by 42
Simultaneous generation of multiple aqueous droplets in a microfluidic device
Lorenz, R. M., Fiorini, G. S., Jeffries, G. D. M., Lim, D. S. W., He, M., & Chiu, D. T. (2008) · Analytica Chimica Acta · doi:10.1016/j.aca.2008.10.009 · Cited by 41
Lee, J., Ryu, J., & Park, C. B. (2009) · Analytical Chemistry · doi:10.1021/ac802701z · Cited by 40
Optical force sensor array in a microfluidic device based on holographic optical tweezers
Uhrig, K., Kurre, R., Schmitz, C., Curtis, J. E., Haraszti, T., Clemen, A. E. ‐., & Spatz, J. P. (2009) · Lab on a Chip · doi:10.1039/b817633g · Cited by 39
Obubuafo, A., Balamurugan, S., Shadpour, H., et al. (2008) · Electrophoresis · doi:10.1002/elps.200700854 · Cited by 39
Elastomeric Microchip Electrospray Emitter for Stable Cone-Jet Mode Operation in the Nanoflow Regime
Kelly, R., Tang, K., Irimia, D., Toner, M., & Smith, R. D. (2008) · Analytical Chemistry · doi:10.1021/ac8000786 · Cited by 38
Zhou, Y., Wang, Y., Mukherjee, T., & Lin, Q. (2009) · Lab on a Chip · doi:10.1039/b818485b · Cited by 38
Ultrafast active mixer using polyelectrolytic ion extractor
Chun, H., Kim, H. C., & Chung, T. D. (2008) · Lab on a Chip · doi:10.1039/b715229a · Cited by 38
Rapid enrichment of biomolecules using simultaneous liquid and particulate dielectrophoresis
Agastin, S., King, M. R., & Jones, T. B. (2009) · Lab on a Chip · doi:10.1039/b903831k · Cited by 37
Jankovičová, B., Rösnerová, Š., Slováková, M., Zverinova, Z., Hubálek, M., Hernychová, L., Řehulka, P., Viovy, J., & Bı́lková, Z. (2008) · Journal of Chromatography A · doi:10.1016/j.chroma.2008.07.062 · Cited by 37
A Modified Micromolding Method for Sub‐100‐nm Direct Patterning of Pd Nanowires
Radha, B., & Kulkarni, G. U. (2009) · Small · doi:10.1002/smll.200900768 · Cited by 36
A chaotic micromixer using obstruction-pairs
Park, J. M., Seo, K. D., & Kwon, T. H. (2009) · Journal of Micromechanics and Microengineering · doi:10.1088/0960-1317/20/1/015023 · Cited by 35
Chip‐CE/MS using a flat low‐sheath‐flow interface
Li, F., Huang, J., & Her, G. (2008) · Electrophoresis · doi:10.1002/elps.200800271 · Cited by 34
Ross, D., & Kralj, J. G. (2008) · Analytical Chemistry · doi:10.1021/ac801597e · Cited by 31
Microfluidic means of achieving attomolar detection limits with molecular beacon probes
Puleo, C., & Wang, T. (2009) · Lab on a Chip · doi:10.1039/b819605b · Cited by 31
Toda, K., Koga, T., Kosuge, J., Kashiwagi, M., Oguchi, H., & Arimoto, T. (2009) · Analytical Chemistry · doi:10.1021/ac901131d · Cited by 29
Weinert, F. M., Wuehr, M., & Braun, D. (2009) · Applied Physics Letters · doi:10.1063/1.3097206 · Cited by 29
RNA–protein binding kinetics in an automated microfluidic reactor
Ridgeway, W. K., Seitaridou, E., Phillips, R., & Williamson, J. R. (2009) · Nucleic Acids Research · doi:10.1093/nar/gkp733 · Cited by 29
Lai, C.-W., Lin, Y., & Lee, G. (2008) · Biomedical Microdevices · doi:10.1007/s10544-008-9186-3 · Cited by 28
Amarie, D., Alileche, A., Dragnea, B. G., & Glazier, J. A. (2009) · Analytical Chemistry · doi:10.1021/ac902038d · Cited by 26
Ren, K., Liang, Q., Mu, X., et al. (2008) · Lab on a Chip · doi:10.1039/b810705j · Cited by 25
Sinville, R., Coyne, J. A., Meagher, R. J., Cheng, Y., Barany, F., Barron, A. E., & Soper, S. A. (2008) · Electrophoresis · doi:10.1002/elps.200800197 · Cited by 25
Wang, H., Wang, H., Jin, Q., Cong, H., Zhuang, G., Zhao, J., Sun, C., Song, H., & Wang, W. (2008) · Electrophoresis · doi:10.1002/elps.200700631 · Cited by 25
Generation of Local Concentration Gradients by Gas−Liquid Contacting
de Jong, J., Verheijden, P. W., Lammertink, R. G. H., et al. (2008) · Analytical Chemistry · doi:10.1021/ac7023602 · Cited by 25
Choi, S., & Park, J. (2009) · Small · doi:10.1002/smll.200900799 · Cited by 24
Le, N. C. H., Yokokawa, R., Dao, D. V., et al. (2008) · Lab on a Chip · doi:10.1039/b807408a · Cited by 24
Sayah, A., Thivolle, P.-A., Parashar, V. K., & Gijs, M. A. M. (2009) · Journal of Micromechanics and Microengineering · doi:10.1088/0960-1317/19/8/085024 · Cited by 24
Yamada, M., Mao, P., Fu, J., & Han, J. (2009) · Analytical Chemistry · doi:10.1021/ac901226z · Cited by 22
DNA-Enrichment Microfluidic Chip for Chromatin Immunoprecipitation
Oh, H. J., Park, J. Y., Park, S. E., Lee, B. Y., Park, J., Kim, S., Yoon, T. J., & Lee, S. (2009) · Analytical Chemistry · doi:10.1021/ac802034s · Cited by 22
Dielectrophoretic Field-Flow Fractionation System for Detection of Aquatic Toxicants
Pui-ock, S., Ruchirawat, M., & Gascoyne, P. R. C. (2008) · Analytical Chemistry · doi:10.1021/ac801095p · Cited by 22
Entrapment and measurement of a biologically functionalized microbead with a microwell electrode
Chang, C.-Y., Takahashi, Y., Murata, T., et al. (2009) · Lab on a Chip · doi:10.1039/b817705h · Cited by 22
Microfluidic droplet trapping array as nanoliter reactors for gas–liquid chemical reaction
Zhang, Q., Zeng, S., Qin, J., & Lin, B. (2009) · Electrophoresis · doi:10.1002/elps.200900331 · Cited by 21
Yusuf, H. A., Baldock, S. J., Barber, R. W., Fielden, P. R., Goddard, N. J., Mohr, S., & Brown, B. J. T. (2009) · Lab on a Chip · doi:10.1039/b823101j · Cited by 17
Rosenauer, M., & Vellekoop, M. J. (2009) · Applied Physics Letters · doi:10.1063/1.3249771 · Cited by 15
A perfusion-based micro opto-fluidic system (PMOFS) for continuously in-situ immune sensing
Tseng, Y.-T., Yang, C., & Tseng, F. (2009) · Lab on a Chip · doi:10.1039/b823449c · Cited by 12
Development of a microfluidics‐based gel protein recovery system
Trust T. Razunguzwa, Biddle, A. D., Anderson, H., Zhan, D., & Powell, M. J. (2009) · Electrophoresis · doi:10.1002/elps.200900485 · Cited by 7
Channel-free shear driven circular liquid chromatography
Cai, Y., Janasek, D., West, J. J., Franzke, J., & Manz, A. (2008) · Lab on a Chip · doi:10.1039/b809420a · Cited by 7
Self-citation
Cited by
Point of Care Diagnostics: Status and Future
Gubala, V., Harris, L. F., Ricco, A. J., Tan, M. X., & Williams, D. E. (2012) · Analytical Chemistry · doi:10.1021/ac2030199 · Cited by 1,194
Seemann, R., Brinkmann, M., Pfohl, T., & Herminghaus, S. (2012) · Reports on Progress in Physics · doi:10.1088/0034-4885/75/1/016601 · Cited by 1,049
Advances in Microfluidic Materials, Functions, Integration, and Applications
Nge, P. N., Rogers, C. I., & Woolley, A. T. (2013) · Chemical Reviews · doi:10.1021/cr300337x · Cited by 958
Surface acoustic wave microfluidics
Ding, X., Li, P., Lin, S.-C. S., Stratton, Z. S., Nama, N., Guo, F., Slotcavage, D., Mao, X., Shi, J., Costanzo, F., et al. (2013) · Lab on a Chip · doi:10.1039/c3lc50361e · Cited by 926
PDMS with designer functionalities—Properties, modifications strategies, and applications
Wolf, M. P., Salieb-Beugelaar, G. B., & Hunziker, P. (2018) · Progress in Polymer Science · doi:10.1016/j.progpolymsci.2018.06.001 · Cited by 853
Self-citation
Metadata
- Authors
- Arora, A., Simone, G., Salieb-Beugelaar, G. B., Kim, J. T., & Manz, A.
- Venue
- Analytical Chemistry
- Publisher
- American Chemical Society (ACS)
- Published
- 2010-05-12
- Volume
- 82
- Issue
- 12
- Pages
- 4830-4847
- ISSN
- 0003-2700 (ISSN-L)
- 1520-6882
- OpenAlex
- W2032777416
- Cited by
- 421
- References
- 194
- FWCI
- 36.41
- Type
- journal article
- Language
- en
- Open access
- closed
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
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Data sources
Bibliographic data: Semantic Scholar, OpenAlex, Crossref.
Contains information from the Semantic Scholar Academic Graph Datasets, made available under the ODC Attribution License (ODC-BY 1.0).
Semantic Scholar’s data is described in: Kinney, R., et al. (2023). The Semantic Scholar Open Data Platform. arXiv:2301.10140.
