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This project has been partially funded by the Centre for Interdisciplinary Research in Music Media and Technology (CIRMMT) and the Natural Sciences and Engineering Research Council of Canada (NSERC). All violin shoulder rests were generously provided by Kun Shoulder Rest Inc. (Ottawa, Ontario, Canada). We are grateful to luthiers Wilder &Davis and Olivier Perot for loaning the violins used in the experiment.
This project has been partially funded by the Centre for Interdisciplinary Research in Music Media and Technology (CIRMMT) and the Natural Sciences and Engineering Research Council of Canada (NSERC). All violin shoulder rests were generously provided by Kun Shoulder Rest Inc. (Ottawa, Ontario, Canada). We are grateful to luthiers Wilder &Davis and Olivier P´ erot for loaning the violins used in the experiment.
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This project has been partially funded by the Centre for Interdisciplinary Research in Music Media and Technology (CIRMMT) and the Natural Sciences and Engineering Research Council of Canada (NSERC). All violin shoulder rests were generously provided by Kun Shoulder Rest Inc. (Ottawa, Ontario, Canada). We are grateful to luthiers Wilder &Davis and Olivier Perot for loaning the violins used in the experiment.
This project has been partially funded by the Centre for Interdisciplinary Research in Music Media and Technology (CIRMMT) and the Natural Sciences and Engineering Research Council of Canada (NSERC). All violin shoulder rests were generously provided by Kun Shoulder Rest Inc. (Ottawa, Ontario, Canada). We are grateful to luthiers Wilder &Davis and Olivier P´ erot for loaning the violins used in the experiment.
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This project has been partially funded by the Centre for Interdisciplinary Research in Music Media and Technology (CIRMMT) and the Natural Sciences and Engineering Research Council of Canada (NSERC). All violin shoulder rests were generously provided by Kun Shoulder Rest Inc. (Ottawa, Ontario, Canada). We are grateful to luthiers Wilder &Davis and Olivier Perot for loaning the violins used in the experiment.
This project has been partially funded by the Centre for Interdisciplinary Research in Music Media and Technology (CIRMMT) and the Natural Sciences and Engineering Research Council of Canada (NSERC). All violin shoulder rests were generously provided by Kun Shoulder Rest Inc. (Ottawa, Ontario, Canada). We are grateful to luthiers Wilder &Davis and Olivier P´ erot for loaning the violins used in the experiment.
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This project has been partially funded by the Centre for Interdisciplinary Research in Music Media and Technology (CIRMMT) and the Natural Sciences and Engineering Research Council of Canada (NSERC). All violin shoulder rests were generously provided by Kun Shoulder Rest Inc. (Ottawa, Ontario, Canada). We are grateful to luthiers Wilder &Davis and Olivier Perot for loaning the violins used in the experiment.
This project has been partially funded by the Centre for Interdisciplinary Research in Music Media and Technology (CIRMMT) and the Natural Sciences and Engineering Research Council of Canada (NSERC). All violin shoulder rests were generously provided by Kun Shoulder Rest Inc. (Ottawa, Ontario, Canada). We are grateful to luthiers Wilder &Davis and Olivier P´ erot for loaning the violins used in the experiment.
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This project has been partially funded by the Centre for Interdisciplinary Research in Music Media and Technology (CIRMMT) and the Natural Sciences and Engineering Research Council of Canada (NSERC). All violin shoulder rests were generously provided by Kun Shoulder Rest Inc. (Ottawa, Ontario, Canada). We are grateful to luthiers Wilder &Davis and Olivier Perot for loaning the violins used in the experiment.
This project has been partially funded by the Centre for Interdisciplinary Research in Music Media and Technology (CIRMMT) and the Natural Sciences and Engineering Research Council of Canada (NSERC). All violin shoulder rests were generously provided by Kun Shoulder Rest Inc. (Ottawa, Ontario, Canada). We are grateful to luthiers Wilder &Davis and Olivier P´ erot for loaning the violins used in the experiment.
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The authors graciously acknowledge the financial support received from the following organizations: Natural Sciences and Engineering Research Council of Canada (NSERC), Mathematics of Information Technology and Complex Systems (MITACS), Institut Telecom, Spanish Ministry of Science and Innovation (grants TSI2007-65406-C03-03 E-AEGIS and CONSOLIDER-INGENIO CSD2007-00004 ARES), National Council of Science and Technology (CONACYT), and Ministry of Education of Mexico (SEP, Program for Academic Improvement).
The authors graciously acknowledge the financial support received from the following organizations: Natural Sciences and Engineering Research Council of Canada (NSERC), Mathematics of Information Technology and Complex Systems (MITACS), Institut Telecom, Spanish Ministry of Science and Innovation (grants TSI2007-65406-C03-03 E-AEGIS and CONSOLIDER-INGENIO CSD2007-00004 ARES), National Council of Science and Technology (CONACYT), and Ministry of Education of Mexico (SEP, Program for Academic Improvement).
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Natural Sciences and Engineering Research Council of Canada
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2025-08-17T13:09:06.003417
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The authors graciously acknowledge the financial support received from the following organizations: Natural Sciences and Engineering Research Council of Canada (NSERC), Mathematics of Information Technology and Complex Systems (MITACS), Institut Telecom, Spanish Ministry of Science and Innovation (grants TSI2007-65406-C03-03 E-AEGIS and CONSOLIDER-INGENIO CSD2007-00004 ARES), National Council of Science and Technology (CONACYT), and Ministry of Education of Mexico (SEP, Program for Academic Improvement).
The authors graciously acknowledge the financial support received from the following organizations: Natural Sciences and Engineering Research Council of Canada (NSERC), Mathematics of Information Technology and Complex Systems (MITACS), Institut Telecom, Spanish Ministry of Science and Innovation (grants TSI2007-65406-C03-03 E-AEGIS and CONSOLIDER-INGENIO CSD2007-00004 ARES), National Council of Science and Technology (CONACYT), and Ministry of Education of Mexico (SEP, Program for Academic Improvement).
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The authors graciously acknowledge the financial support received from the following organizations: Natural Sciences and Engineering Research Council of Canada (NSERC), Mathematics of Information Technology and Complex Systems (MITACS), Institut Telecom, Spanish Ministry of Science and Innovation (grants TSI2007-65406-C03-03 E-AEGIS and CONSOLIDER-INGENIO CSD2007-00004 ARES), National Council of Science and Technology (CONACYT), and Ministry of Education of Mexico (SEP, Program for Academic Improvement).
The authors graciously acknowledge the financial support received from the following organizations: Natural Sciences and Engineering Research Council of Canada (NSERC), Mathematics of Information Technology and Complex Systems (MITACS), Institut Telecom, Spanish Ministry of Science and Innovation (grants TSI2007-65406-C03-03 E-AEGIS and CONSOLIDER-INGENIO CSD2007-00004 ARES), National Council of Science and Technology (CONACYT), and Ministry of Education of Mexico (SEP, Program for Academic Improvement).
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The authors graciously acknowledge the financial support received from the following organizations: Natural Sciences and Engineering Research Council of Canada (NSERC), Mathematics of Information Technology and Complex Systems (MITACS), Institut Telecom, Spanish Ministry of Science and Innovation (grants TSI2007-65406-C03-03 E-AEGIS and CONSOLIDER-INGENIO CSD2007-00004 ARES), National Council of Science and Technology (CONACYT), and Ministry of Education of Mexico (SEP, Program for Academic Improvement).
The authors graciously acknowledge the financial support received from the following organizations: Natural Sciences and Engineering Research Council of Canada (NSERC), Mathematics of Information Technology and Complex Systems (MITACS), Institut Telecom, Spanish Ministry of Science and Innovation (grants TSI2007-65406-C03-03 E-AEGIS and CONSOLIDER-INGENIO CSD2007-00004 ARES), National Council of Science and Technology (CONACYT), and Ministry of Education of Mexico (SEP, Program for Academic Improvement).
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Spanish Ministry of Science and Innovation
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The authors graciously acknowledge the financial support received from the following organizations: Natural Sciences and Engineering Research Council of Canada (NSERC), Mathematics of Information Technology and Complex Systems (MITACS), Institut Telecom, Spanish Ministry of Science and Innovation (grants TSI2007-65406-C03-03 E-AEGIS and CONSOLIDER-INGENIO CSD2007-00004 ARES), National Council of Science and Technology (CONACYT), and Ministry of Education of Mexico (SEP, Program for Academic Improvement).
The authors graciously acknowledge the financial support received from the following organizations: Natural Sciences and Engineering Research Council of Canada (NSERC), Mathematics of Information Technology and Complex Systems (MITACS), Institut Telecom, Spanish Ministry of Science and Innovation (grants TSI2007-65406-C03-03 E-AEGIS and CONSOLIDER-INGENIO CSD2007-00004 ARES), National Council of Science and Technology (CONACYT), and Ministry of Education of Mexico (SEP, Program for Academic Improvement).
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National Council of Science and Technology
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The authors graciously acknowledge the financial support received from the following organizations: Natural Sciences and Engineering Research Council of Canada (NSERC), Mathematics of Information Technology and Complex Systems (MITACS), Institut Telecom, Spanish Ministry of Science and Innovation (grants TSI2007-65406-C03-03 E-AEGIS and CONSOLIDER-INGENIO CSD2007-00004 ARES), National Council of Science and Technology (CONACYT), and Ministry of Education of Mexico (SEP, Program for Academic Improvement).
The authors graciously acknowledge the financial support received from the following organizations: Natural Sciences and Engineering Research Council of Canada (NSERC), Mathematics of Information Technology and Complex Systems (MITACS), Institut Telecom, Spanish Ministry of Science and Innovation (grants TSI2007-65406-C03-03 E-AEGIS and CONSOLIDER-INGENIO CSD2007-00004 ARES), National Council of Science and Technology (CONACYT), and Ministry of Education of Mexico (SEP, Program for Academic Improvement).
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Acknowledgements. This research was funded in part by grants of the Natural Sciences and Engineering Research Council of Canada and CA Technologies. We thank Serge Mankovski of CA Technologies for having motivated our work.
Acknowledgements. This research was funded in part by grants of the Natural Sciences and Engineering Research Council of Canada and CA Technologies. We thank Serge Mankovski of CA Technologies for having motivated our work.
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Natural Sciences and Engineering Research Council of Canada
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Acknowledgements. This research was funded in part by grants of the Natural Sciences and Engineering Research Council of Canada and CA Technologies. We thank Serge Mankovski of CA Technologies for having motivated our work.
Acknowledgements. This research was funded in part by grants of the Natural Sciences and Engineering Research Council of Canada and CA Technologies. We thank Serge Mankovski of CA Technologies for having motivated our work.
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CA Technologies
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2025-08-17T13:09:06.003417
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ing table tests used in this work. The first author benefited from partial funding from ´ Electricite de France (EDF) within the research project 'MARS' ('Mod` eles Avances pour le Risque Sismique').
ing table tests used in this work. The first author benefited from partial funding from ´ Electricit´ e de France (EDF) within the research project 'MARS' ('Mod` eles Avanc´ es pour le Risque Sismique').
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Electricite de France
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The authors gratefully acknowledge support by the Natural Sciences and Engineering Research Council of Canada.
The authors gratefully acknowledge support by the Natural Sciences and Engineering Research Council of Canada.
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Natural Sciences and Engineering Research Council of Canada
null
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∗ Supported by NSERC.
∗ Supported by NSERC.
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NSERC
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W1515036396
Acknowledgement This work is supported by the Shanghai Municipal Science and Technology Commission (Grant Nos. 12111101004 and 13DZ1101700) and the Shanghai Key Laboratory of Intelligent Manufacturing and Robotics (Grant No. ZK1304).
Acknowledgement This work is supported by the Shanghai Municipal Science and Technology Commission (Grant Nos. 12111101004 and 13DZ1101700) and the Shanghai Key Laboratory of Intelligent Manufacturing and Robotics (Grant No. ZK1304).
29.229733
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false
Shanghai Municipal Science and Technology Commission
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2025-08-17T13:09:06.003417
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W1515036396
Acknowledgement This work is supported by the Shanghai Municipal Science and Technology Commission (Grant Nos. 12111101004 and 13DZ1101700) and the Shanghai Key Laboratory of Intelligent Manufacturing and Robotics (Grant No. ZK1304).
Acknowledgement This work is supported by the Shanghai Municipal Science and Technology Commission (Grant Nos. 12111101004 and 13DZ1101700) and the Shanghai Key Laboratory of Intelligent Manufacturing and Robotics (Grant No. ZK1304).
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Shanghai Key Laboratory of Intelligent Manufacturing and Robotics
ZK1304
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Financial support from the ABIP program of Agriculture and Agri-Food Canada is gratefully acknowledged. The authors thank the Department of Chemistry, University of New Brunswick for offering FTIR spectrometer, the Research Institute of Wood Industry, Chinese Academy of Forestry for the use of steam treatment and TG analysis instruments, the International Centre for Bamboo and Rattan for the use of XPERT-PRO system.
Financial support from the ABIP program of Agriculture and Agri-Food Canada is gratefully acknowledged. The authors thank the Department of Chemistry, University of New Brunswick for offering FTIR spectrometer, the Research Institute of Wood Industry, Chinese Academy of Forestry for the use of steam treatment and TG analysis instruments, the International Centre for Bamboo and Rattan for the use of XPERT-PRO system.
29.087957
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Agriculture and Agri-Food Canada
null
2025-08-17T13:09:06.003417
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[36] Acknowledgments. This project was funded by grants to M. Levasseur, M. Scarratt, Y. Gratton, R. Rivkin, M. Gosselin and J.-É. Tremblay from the Canadian International Polar Year Program 2007 -2008 (Arctic SOLAS) and grants to M. Levasseur and M. Scarratt from the Natural Sciences and Engineering Research Council (NSERC). R. Kiene was supported by a grant from the NSF (OCE-0928968). We would like to extend our sincere gratitude to ArcticNet, who generously provided ship time, and to chief scientist M. Fortier, whose professionalism contributed to the success of the ArcticNet/ArcticSOLAS 2008 expedition. We are grateful to the officers and crew of the CCGS Amundsen for their exceptional support at sea. Special thanks to everyone who participated in sampling, data laboratory analysis, and/or validation: Johannie Martin for nutrients and Chl a data and Joannie Ferland for flow cytometer data. We are indebted to Warwick Vincent for the use of his scintillation counter and to Martine Lizotte for insightful discussions and comments that improved the manuscript. J. Motard-Côté received a graduate scholarship from the Fonds québécois de la recherche sur la nature et les technologies (FQRNT) and financial support from Québec-Océan (Université Laval) and the Northern Scientific Training Program of Indian and Northern Affairs Canada.
[36] Acknowledgments. This project was funded by grants to M. Levasseur, M. Scarratt, Y. Gratton, R. Rivkin, M. Gosselin and J.-É. Tremblay from the Canadian International Polar Year Program 2007 -2008 (Arctic SOLAS) and grants to M. Levasseur and M. Scarratt from the Natural Sciences and Engineering Research Council (NSERC). R. Kiene was supported by a grant from the NSF (OCE-0928968). We would like to extend our sincere gratitude to ArcticNet, who generously provided ship time, and to chief scientist M. Fortier, whose professionalism contributed to the success of the ArcticNet/ArcticSOLAS 2008 expedition. We are grateful to the officers and crew of the CCGS Amundsen for their exceptional support at sea. Special thanks to everyone who participated in sampling, data laboratory analysis, and/or validation: Johannie Martin for nutrients and Chl a data and Joannie Ferland for flow cytometer data. We are indebted to Warwick Vincent for the use of his scintillation counter and to Martine Lizotte for insightful discussions and comments that improved the manuscript. J. Motard-Côté received a graduate scholarship from the Fonds québécois de la recherche sur la nature et les technologies (FQRNT) and financial support from Québec-Océan (Université Laval) and the Northern Scientific Training Program of Indian and Northern Affairs Canada.
29.151554
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Canadian International Polar Year Program 2007 -2008
null
2025-08-17T13:09:06.003417
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[36] Acknowledgments. This project was funded by grants to M. Levasseur, M. Scarratt, Y. Gratton, R. Rivkin, M. Gosselin and J.-É. Tremblay from the Canadian International Polar Year Program 2007 -2008 (Arctic SOLAS) and grants to M. Levasseur and M. Scarratt from the Natural Sciences and Engineering Research Council (NSERC). R. Kiene was supported by a grant from the NSF (OCE-0928968). We would like to extend our sincere gratitude to ArcticNet, who generously provided ship time, and to chief scientist M. Fortier, whose professionalism contributed to the success of the ArcticNet/ArcticSOLAS 2008 expedition. We are grateful to the officers and crew of the CCGS Amundsen for their exceptional support at sea. Special thanks to everyone who participated in sampling, data laboratory analysis, and/or validation: Johannie Martin for nutrients and Chl a data and Joannie Ferland for flow cytometer data. We are indebted to Warwick Vincent for the use of his scintillation counter and to Martine Lizotte for insightful discussions and comments that improved the manuscript. J. Motard-Côté received a graduate scholarship from the Fonds québécois de la recherche sur la nature et les technologies (FQRNT) and financial support from Québec-Océan (Université Laval) and the Northern Scientific Training Program of Indian and Northern Affairs Canada.
[36] Acknowledgments. This project was funded by grants to M. Levasseur, M. Scarratt, Y. Gratton, R. Rivkin, M. Gosselin and J.-É. Tremblay from the Canadian International Polar Year Program 2007 -2008 (Arctic SOLAS) and grants to M. Levasseur and M. Scarratt from the Natural Sciences and Engineering Research Council (NSERC). R. Kiene was supported by a grant from the NSF (OCE-0928968). We would like to extend our sincere gratitude to ArcticNet, who generously provided ship time, and to chief scientist M. Fortier, whose professionalism contributed to the success of the ArcticNet/ArcticSOLAS 2008 expedition. We are grateful to the officers and crew of the CCGS Amundsen for their exceptional support at sea. Special thanks to everyone who participated in sampling, data laboratory analysis, and/or validation: Johannie Martin for nutrients and Chl a data and Joannie Ferland for flow cytometer data. We are indebted to Warwick Vincent for the use of his scintillation counter and to Martine Lizotte for insightful discussions and comments that improved the manuscript. J. Motard-Côté received a graduate scholarship from the Fonds québécois de la recherche sur la nature et les technologies (FQRNT) and financial support from Québec-Océan (Université Laval) and the Northern Scientific Training Program of Indian and Northern Affairs Canada.
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2025-08-17T13:09:06.003417
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[36] Acknowledgments. This project was funded by grants to M. Levasseur, M. Scarratt, Y. Gratton, R. Rivkin, M. Gosselin and J.-É. Tremblay from the Canadian International Polar Year Program 2007 -2008 (Arctic SOLAS) and grants to M. Levasseur and M. Scarratt from the Natural Sciences and Engineering Research Council (NSERC). R. Kiene was supported by a grant from the NSF (OCE-0928968). We would like to extend our sincere gratitude to ArcticNet, who generously provided ship time, and to chief scientist M. Fortier, whose professionalism contributed to the success of the ArcticNet/ArcticSOLAS 2008 expedition. We are grateful to the officers and crew of the CCGS Amundsen for their exceptional support at sea. Special thanks to everyone who participated in sampling, data laboratory analysis, and/or validation: Johannie Martin for nutrients and Chl a data and Joannie Ferland for flow cytometer data. We are indebted to Warwick Vincent for the use of his scintillation counter and to Martine Lizotte for insightful discussions and comments that improved the manuscript. J. Motard-Côté received a graduate scholarship from the Fonds québécois de la recherche sur la nature et les technologies (FQRNT) and financial support from Québec-Océan (Université Laval) and the Northern Scientific Training Program of Indian and Northern Affairs Canada.
[36] Acknowledgments. This project was funded by grants to M. Levasseur, M. Scarratt, Y. Gratton, R. Rivkin, M. Gosselin and J.-É. Tremblay from the Canadian International Polar Year Program 2007 -2008 (Arctic SOLAS) and grants to M. Levasseur and M. Scarratt from the Natural Sciences and Engineering Research Council (NSERC). R. Kiene was supported by a grant from the NSF (OCE-0928968). We would like to extend our sincere gratitude to ArcticNet, who generously provided ship time, and to chief scientist M. Fortier, whose professionalism contributed to the success of the ArcticNet/ArcticSOLAS 2008 expedition. We are grateful to the officers and crew of the CCGS Amundsen for their exceptional support at sea. Special thanks to everyone who participated in sampling, data laboratory analysis, and/or validation: Johannie Martin for nutrients and Chl a data and Joannie Ferland for flow cytometer data. We are indebted to Warwick Vincent for the use of his scintillation counter and to Martine Lizotte for insightful discussions and comments that improved the manuscript. J. Motard-Côté received a graduate scholarship from the Fonds québécois de la recherche sur la nature et les technologies (FQRNT) and financial support from Québec-Océan (Université Laval) and the Northern Scientific Training Program of Indian and Northern Affairs Canada.
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2025-08-17T13:09:06.003417
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[36] Acknowledgments. This project was funded by grants to M. Levasseur, M. Scarratt, Y. Gratton, R. Rivkin, M. Gosselin and J.-É. Tremblay from the Canadian International Polar Year Program 2007 -2008 (Arctic SOLAS) and grants to M. Levasseur and M. Scarratt from the Natural Sciences and Engineering Research Council (NSERC). R. Kiene was supported by a grant from the NSF (OCE-0928968). We would like to extend our sincere gratitude to ArcticNet, who generously provided ship time, and to chief scientist M. Fortier, whose professionalism contributed to the success of the ArcticNet/ArcticSOLAS 2008 expedition. We are grateful to the officers and crew of the CCGS Amundsen for their exceptional support at sea. Special thanks to everyone who participated in sampling, data laboratory analysis, and/or validation: Johannie Martin for nutrients and Chl a data and Joannie Ferland for flow cytometer data. We are indebted to Warwick Vincent for the use of his scintillation counter and to Martine Lizotte for insightful discussions and comments that improved the manuscript. J. Motard-Côté received a graduate scholarship from the Fonds québécois de la recherche sur la nature et les technologies (FQRNT) and financial support from Québec-Océan (Université Laval) and the Northern Scientific Training Program of Indian and Northern Affairs Canada.
[36] Acknowledgments. This project was funded by grants to M. Levasseur, M. Scarratt, Y. Gratton, R. Rivkin, M. Gosselin and J.-É. Tremblay from the Canadian International Polar Year Program 2007 -2008 (Arctic SOLAS) and grants to M. Levasseur and M. Scarratt from the Natural Sciences and Engineering Research Council (NSERC). R. Kiene was supported by a grant from the NSF (OCE-0928968). We would like to extend our sincere gratitude to ArcticNet, who generously provided ship time, and to chief scientist M. Fortier, whose professionalism contributed to the success of the ArcticNet/ArcticSOLAS 2008 expedition. We are grateful to the officers and crew of the CCGS Amundsen for their exceptional support at sea. Special thanks to everyone who participated in sampling, data laboratory analysis, and/or validation: Johannie Martin for nutrients and Chl a data and Joannie Ferland for flow cytometer data. We are indebted to Warwick Vincent for the use of his scintillation counter and to Martine Lizotte for insightful discussions and comments that improved the manuscript. J. Motard-Côté received a graduate scholarship from the Fonds québécois de la recherche sur la nature et les technologies (FQRNT) and financial support from Québec-Océan (Université Laval) and the Northern Scientific Training Program of Indian and Northern Affairs Canada.
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[36] Acknowledgments. This project was funded by grants to M. Levasseur, M. Scarratt, Y. Gratton, R. Rivkin, M. Gosselin and J.-É. Tremblay from the Canadian International Polar Year Program 2007 -2008 (Arctic SOLAS) and grants to M. Levasseur and M. Scarratt from the Natural Sciences and Engineering Research Council (NSERC). R. Kiene was supported by a grant from the NSF (OCE-0928968). We would like to extend our sincere gratitude to ArcticNet, who generously provided ship time, and to chief scientist M. Fortier, whose professionalism contributed to the success of the ArcticNet/ArcticSOLAS 2008 expedition. We are grateful to the officers and crew of the CCGS Amundsen for their exceptional support at sea. Special thanks to everyone who participated in sampling, data laboratory analysis, and/or validation: Johannie Martin for nutrients and Chl a data and Joannie Ferland for flow cytometer data. We are indebted to Warwick Vincent for the use of his scintillation counter and to Martine Lizotte for insightful discussions and comments that improved the manuscript. J. Motard-Côté received a graduate scholarship from the Fonds québécois de la recherche sur la nature et les technologies (FQRNT) and financial support from Québec-Océan (Université Laval) and the Northern Scientific Training Program of Indian and Northern Affairs Canada.
[36] Acknowledgments. This project was funded by grants to M. Levasseur, M. Scarratt, Y. Gratton, R. Rivkin, M. Gosselin and J.-É. Tremblay from the Canadian International Polar Year Program 2007 -2008 (Arctic SOLAS) and grants to M. Levasseur and M. Scarratt from the Natural Sciences and Engineering Research Council (NSERC). R. Kiene was supported by a grant from the NSF (OCE-0928968). We would like to extend our sincere gratitude to ArcticNet, who generously provided ship time, and to chief scientist M. Fortier, whose professionalism contributed to the success of the ArcticNet/ArcticSOLAS 2008 expedition. We are grateful to the officers and crew of the CCGS Amundsen for their exceptional support at sea. Special thanks to everyone who participated in sampling, data laboratory analysis, and/or validation: Johannie Martin for nutrients and Chl a data and Joannie Ferland for flow cytometer data. We are indebted to Warwick Vincent for the use of his scintillation counter and to Martine Lizotte for insightful discussions and comments that improved the manuscript. J. Motard-Côté received a graduate scholarship from the Fonds québécois de la recherche sur la nature et les technologies (FQRNT) and financial support from Québec-Océan (Université Laval) and the Northern Scientific Training Program of Indian and Northern Affairs Canada.
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null
2025-08-17T13:09:06.003417
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[36] Acknowledgments. This project was funded by grants to M. Levasseur, M. Scarratt, Y. Gratton, R. Rivkin, M. Gosselin and J.-É. Tremblay from the Canadian International Polar Year Program 2007 -2008 (Arctic SOLAS) and grants to M. Levasseur and M. Scarratt from the Natural Sciences and Engineering Research Council (NSERC). R. Kiene was supported by a grant from the NSF (OCE-0928968). We would like to extend our sincere gratitude to ArcticNet, who generously provided ship time, and to chief scientist M. Fortier, whose professionalism contributed to the success of the ArcticNet/ArcticSOLAS 2008 expedition. We are grateful to the officers and crew of the CCGS Amundsen for their exceptional support at sea. Special thanks to everyone who participated in sampling, data laboratory analysis, and/or validation: Johannie Martin for nutrients and Chl a data and Joannie Ferland for flow cytometer data. We are indebted to Warwick Vincent for the use of his scintillation counter and to Martine Lizotte for insightful discussions and comments that improved the manuscript. J. Motard-Côté received a graduate scholarship from the Fonds québécois de la recherche sur la nature et les technologies (FQRNT) and financial support from Québec-Océan (Université Laval) and the Northern Scientific Training Program of Indian and Northern Affairs Canada.
[36] Acknowledgments. This project was funded by grants to M. Levasseur, M. Scarratt, Y. Gratton, R. Rivkin, M. Gosselin and J.-É. Tremblay from the Canadian International Polar Year Program 2007 -2008 (Arctic SOLAS) and grants to M. Levasseur and M. Scarratt from the Natural Sciences and Engineering Research Council (NSERC). R. Kiene was supported by a grant from the NSF (OCE-0928968). We would like to extend our sincere gratitude to ArcticNet, who generously provided ship time, and to chief scientist M. Fortier, whose professionalism contributed to the success of the ArcticNet/ArcticSOLAS 2008 expedition. We are grateful to the officers and crew of the CCGS Amundsen for their exceptional support at sea. Special thanks to everyone who participated in sampling, data laboratory analysis, and/or validation: Johannie Martin for nutrients and Chl a data and Joannie Ferland for flow cytometer data. We are indebted to Warwick Vincent for the use of his scintillation counter and to Martine Lizotte for insightful discussions and comments that improved the manuscript. J. Motard-Côté received a graduate scholarship from the Fonds québécois de la recherche sur la nature et les technologies (FQRNT) and financial support from Québec-Océan (Université Laval) and the Northern Scientific Training Program of Indian and Northern Affairs Canada.
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null
2025-08-17T13:09:06.003417
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[36] Acknowledgments. This project was funded by grants to M. Levasseur, M. Scarratt, Y. Gratton, R. Rivkin, M. Gosselin and J.-É. Tremblay from the Canadian International Polar Year Program 2007 -2008 (Arctic SOLAS) and grants to M. Levasseur and M. Scarratt from the Natural Sciences and Engineering Research Council (NSERC). R. Kiene was supported by a grant from the NSF (OCE-0928968). We would like to extend our sincere gratitude to ArcticNet, who generously provided ship time, and to chief scientist M. Fortier, whose professionalism contributed to the success of the ArcticNet/ArcticSOLAS 2008 expedition. We are grateful to the officers and crew of the CCGS Amundsen for their exceptional support at sea. Special thanks to everyone who participated in sampling, data laboratory analysis, and/or validation: Johannie Martin for nutrients and Chl a data and Joannie Ferland for flow cytometer data. We are indebted to Warwick Vincent for the use of his scintillation counter and to Martine Lizotte for insightful discussions and comments that improved the manuscript. J. Motard-Côté received a graduate scholarship from the Fonds québécois de la recherche sur la nature et les technologies (FQRNT) and financial support from Québec-Océan (Université Laval) and the Northern Scientific Training Program of Indian and Northern Affairs Canada.
[36] Acknowledgments. This project was funded by grants to M. Levasseur, M. Scarratt, Y. Gratton, R. Rivkin, M. Gosselin and J.-É. Tremblay from the Canadian International Polar Year Program 2007 -2008 (Arctic SOLAS) and grants to M. Levasseur and M. Scarratt from the Natural Sciences and Engineering Research Council (NSERC). R. Kiene was supported by a grant from the NSF (OCE-0928968). We would like to extend our sincere gratitude to ArcticNet, who generously provided ship time, and to chief scientist M. Fortier, whose professionalism contributed to the success of the ArcticNet/ArcticSOLAS 2008 expedition. We are grateful to the officers and crew of the CCGS Amundsen for their exceptional support at sea. Special thanks to everyone who participated in sampling, data laboratory analysis, and/or validation: Johannie Martin for nutrients and Chl a data and Joannie Ferland for flow cytometer data. We are indebted to Warwick Vincent for the use of his scintillation counter and to Martine Lizotte for insightful discussions and comments that improved the manuscript. J. Motard-Côté received a graduate scholarship from the Fonds québécois de la recherche sur la nature et les technologies (FQRNT) and financial support from Québec-Océan (Université Laval) and the Northern Scientific Training Program of Indian and Northern Affairs Canada.
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Acknowledgments: It is a pleasure to thank Oscar Dias, Chad Hanna, Gary Horowitz, Pavel Kovtun, Robert Myers and Jorge Santos for interesting and helpful discussions. This work was supported by the NSF (PHY0969827 to Long Island University) and NSERC through Discovery Grants (to AB and LL) as well as CIFAR (to LL). LL and SLL thank the KITP for hospitality where parts of this work were completed. Research at Perimeter Institute is supported through Industry Canada and by the Province of Ontario through the Ministry of Research & Innovation. Computations were performed thanks to allocations at the Extreme Science and Engineering Discovery Environment (XSEDE), which is supported by National Science Foundation grant number OCI-1053575 as well as SHARCNET.
Acknowledgments: It is a pleasure to thank Oscar Dias, Chad Hanna, Gary Horowitz, Pavel Kovtun, Robert Myers and Jorge Santos for interesting and helpful discussions. This work was supported by the NSF (PHY0969827 to Long Island University) and NSERC through Discovery Grants (to AB and LL) as well as CIFAR (to LL). LL and SLL thank the KITP for hospitality where parts of this work were completed. Research at Perimeter Institute is supported through Industry Canada and by the Province of Ontario through the Ministry of Research & Innovation. Computations were performed thanks to allocations at the Extreme Science and Engineering Discovery Environment (XSEDE), which is supported by National Science Foundation grant number OCI-1053575 as well as SHARCNET.
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Acknowledgments: It is a pleasure to thank Oscar Dias, Chad Hanna, Gary Horowitz, Pavel Kovtun, Robert Myers and Jorge Santos for interesting and helpful discussions. This work was supported by the NSF (PHY0969827 to Long Island University) and NSERC through Discovery Grants (to AB and LL) as well as CIFAR (to LL). LL and SLL thank the KITP for hospitality where parts of this work were completed. Research at Perimeter Institute is supported through Industry Canada and by the Province of Ontario through the Ministry of Research & Innovation. Computations were performed thanks to allocations at the Extreme Science and Engineering Discovery Environment (XSEDE), which is supported by National Science Foundation grant number OCI-1053575 as well as SHARCNET.
Acknowledgments: It is a pleasure to thank Oscar Dias, Chad Hanna, Gary Horowitz, Pavel Kovtun, Robert Myers and Jorge Santos for interesting and helpful discussions. This work was supported by the NSF (PHY0969827 to Long Island University) and NSERC through Discovery Grants (to AB and LL) as well as CIFAR (to LL). LL and SLL thank the KITP for hospitality where parts of this work were completed. Research at Perimeter Institute is supported through Industry Canada and by the Province of Ontario through the Ministry of Research & Innovation. Computations were performed thanks to allocations at the Extreme Science and Engineering Discovery Environment (XSEDE), which is supported by National Science Foundation grant number OCI-1053575 as well as SHARCNET.
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Acknowledgments: It is a pleasure to thank Oscar Dias, Chad Hanna, Gary Horowitz, Pavel Kovtun, Robert Myers and Jorge Santos for interesting and helpful discussions. This work was supported by the NSF (PHY0969827 to Long Island University) and NSERC through Discovery Grants (to AB and LL) as well as CIFAR (to LL). LL and SLL thank the KITP for hospitality where parts of this work were completed. Research at Perimeter Institute is supported through Industry Canada and by the Province of Ontario through the Ministry of Research & Innovation. Computations were performed thanks to allocations at the Extreme Science and Engineering Discovery Environment (XSEDE), which is supported by National Science Foundation grant number OCI-1053575 as well as SHARCNET.
Acknowledgments: It is a pleasure to thank Oscar Dias, Chad Hanna, Gary Horowitz, Pavel Kovtun, Robert Myers and Jorge Santos for interesting and helpful discussions. This work was supported by the NSF (PHY0969827 to Long Island University) and NSERC through Discovery Grants (to AB and LL) as well as CIFAR (to LL). LL and SLL thank the KITP for hospitality where parts of this work were completed. Research at Perimeter Institute is supported through Industry Canada and by the Province of Ontario through the Ministry of Research & Innovation. Computations were performed thanks to allocations at the Extreme Science and Engineering Discovery Environment (XSEDE), which is supported by National Science Foundation grant number OCI-1053575 as well as SHARCNET.
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Acknowledgments: It is a pleasure to thank Oscar Dias, Chad Hanna, Gary Horowitz, Pavel Kovtun, Robert Myers and Jorge Santos for interesting and helpful discussions. This work was supported by the NSF (PHY0969827 to Long Island University) and NSERC through Discovery Grants (to AB and LL) as well as CIFAR (to LL). LL and SLL thank the KITP for hospitality where parts of this work were completed. Research at Perimeter Institute is supported through Industry Canada and by the Province of Ontario through the Ministry of Research & Innovation. Computations were performed thanks to allocations at the Extreme Science and Engineering Discovery Environment (XSEDE), which is supported by National Science Foundation grant number OCI-1053575 as well as SHARCNET.
Acknowledgments: It is a pleasure to thank Oscar Dias, Chad Hanna, Gary Horowitz, Pavel Kovtun, Robert Myers and Jorge Santos for interesting and helpful discussions. This work was supported by the NSF (PHY0969827 to Long Island University) and NSERC through Discovery Grants (to AB and LL) as well as CIFAR (to LL). LL and SLL thank the KITP for hospitality where parts of this work were completed. Research at Perimeter Institute is supported through Industry Canada and by the Province of Ontario through the Ministry of Research & Innovation. Computations were performed thanks to allocations at the Extreme Science and Engineering Discovery Environment (XSEDE), which is supported by National Science Foundation grant number OCI-1053575 as well as SHARCNET.
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Acknowledgments: It is a pleasure to thank Oscar Dias, Chad Hanna, Gary Horowitz, Pavel Kovtun, Robert Myers and Jorge Santos for interesting and helpful discussions. This work was supported by the NSF (PHY0969827 to Long Island University) and NSERC through Discovery Grants (to AB and LL) as well as CIFAR (to LL). LL and SLL thank the KITP for hospitality where parts of this work were completed. Research at Perimeter Institute is supported through Industry Canada and by the Province of Ontario through the Ministry of Research & Innovation. Computations were performed thanks to allocations at the Extreme Science and Engineering Discovery Environment (XSEDE), which is supported by National Science Foundation grant number OCI-1053575 as well as SHARCNET.
Acknowledgments: It is a pleasure to thank Oscar Dias, Chad Hanna, Gary Horowitz, Pavel Kovtun, Robert Myers and Jorge Santos for interesting and helpful discussions. This work was supported by the NSF (PHY0969827 to Long Island University) and NSERC through Discovery Grants (to AB and LL) as well as CIFAR (to LL). LL and SLL thank the KITP for hospitality where parts of this work were completed. Research at Perimeter Institute is supported through Industry Canada and by the Province of Ontario through the Ministry of Research & Innovation. Computations were performed thanks to allocations at the Extreme Science and Engineering Discovery Environment (XSEDE), which is supported by National Science Foundation grant number OCI-1053575 as well as SHARCNET.
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Acknowledgments: It is a pleasure to thank Oscar Dias, Chad Hanna, Gary Horowitz, Pavel Kovtun, Robert Myers and Jorge Santos for interesting and helpful discussions. This work was supported by the NSF (PHY0969827 to Long Island University) and NSERC through Discovery Grants (to AB and LL) as well as CIFAR (to LL). LL and SLL thank the KITP for hospitality where parts of this work were completed. Research at Perimeter Institute is supported through Industry Canada and by the Province of Ontario through the Ministry of Research & Innovation. Computations were performed thanks to allocations at the Extreme Science and Engineering Discovery Environment (XSEDE), which is supported by National Science Foundation grant number OCI-1053575 as well as SHARCNET.
Acknowledgments: It is a pleasure to thank Oscar Dias, Chad Hanna, Gary Horowitz, Pavel Kovtun, Robert Myers and Jorge Santos for interesting and helpful discussions. This work was supported by the NSF (PHY0969827 to Long Island University) and NSERC through Discovery Grants (to AB and LL) as well as CIFAR (to LL). LL and SLL thank the KITP for hospitality where parts of this work were completed. Research at Perimeter Institute is supported through Industry Canada and by the Province of Ontario through the Ministry of Research & Innovation. Computations were performed thanks to allocations at the Extreme Science and Engineering Discovery Environment (XSEDE), which is supported by National Science Foundation grant number OCI-1053575 as well as SHARCNET.
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Acknowledgments: It is a pleasure to thank Oscar Dias, Chad Hanna, Gary Horowitz, Pavel Kovtun, Robert Myers and Jorge Santos for interesting and helpful discussions. This work was supported by the NSF (PHY0969827 to Long Island University) and NSERC through Discovery Grants (to AB and LL) as well as CIFAR (to LL). LL and SLL thank the KITP for hospitality where parts of this work were completed. Research at Perimeter Institute is supported through Industry Canada and by the Province of Ontario through the Ministry of Research & Innovation. Computations were performed thanks to allocations at the Extreme Science and Engineering Discovery Environment (XSEDE), which is supported by National Science Foundation grant number OCI-1053575 as well as SHARCNET.
Acknowledgments: It is a pleasure to thank Oscar Dias, Chad Hanna, Gary Horowitz, Pavel Kovtun, Robert Myers and Jorge Santos for interesting and helpful discussions. This work was supported by the NSF (PHY0969827 to Long Island University) and NSERC through Discovery Grants (to AB and LL) as well as CIFAR (to LL). LL and SLL thank the KITP for hospitality where parts of this work were completed. Research at Perimeter Institute is supported through Industry Canada and by the Province of Ontario through the Ministry of Research & Innovation. Computations were performed thanks to allocations at the Extreme Science and Engineering Discovery Environment (XSEDE), which is supported by National Science Foundation grant number OCI-1053575 as well as SHARCNET.
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Acknowledgments: It is a pleasure to thank Oscar Dias, Chad Hanna, Gary Horowitz, Pavel Kovtun, Robert Myers and Jorge Santos for interesting and helpful discussions. This work was supported by the NSF (PHY0969827 to Long Island University) and NSERC through Discovery Grants (to AB and LL) as well as CIFAR (to LL). LL and SLL thank the KITP for hospitality where parts of this work were completed. Research at Perimeter Institute is supported through Industry Canada and by the Province of Ontario through the Ministry of Research & Innovation. Computations were performed thanks to allocations at the Extreme Science and Engineering Discovery Environment (XSEDE), which is supported by National Science Foundation grant number OCI-1053575 as well as SHARCNET.
Acknowledgments: It is a pleasure to thank Oscar Dias, Chad Hanna, Gary Horowitz, Pavel Kovtun, Robert Myers and Jorge Santos for interesting and helpful discussions. This work was supported by the NSF (PHY0969827 to Long Island University) and NSERC through Discovery Grants (to AB and LL) as well as CIFAR (to LL). LL and SLL thank the KITP for hospitality where parts of this work were completed. Research at Perimeter Institute is supported through Industry Canada and by the Province of Ontario through the Ministry of Research & Innovation. Computations were performed thanks to allocations at the Extreme Science and Engineering Discovery Environment (XSEDE), which is supported by National Science Foundation grant number OCI-1053575 as well as SHARCNET.
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Acknowledgements K.-H. Neeb was supported by DFG-grant NE 413/7-1, Schwerpunktprogramm 'Darstellungstheorie'. H. Salmasian was supported by an NSERC Discovery Grant and an Alexander von Humboldt Fellowhip for Experienced Researchers.
Acknowledgements K.-H. Neeb was supported by DFG-grant NE 413/7-1, Schwerpunktprogramm 'Darstellungstheorie'. H. Salmasian was supported by an NSERC Discovery Grant and an Alexander von Humboldt Fellowhip for Experienced Researchers.
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Acknowledgements K.-H. Neeb was supported by DFG-grant NE 413/7-1, Schwerpunktprogramm 'Darstellungstheorie'. H. Salmasian was supported by an NSERC Discovery Grant and an Alexander von Humboldt Fellowhip for Experienced Researchers.
Acknowledgements K.-H. Neeb was supported by DFG-grant NE 413/7-1, Schwerpunktprogramm 'Darstellungstheorie'. H. Salmasian was supported by an NSERC Discovery Grant and an Alexander von Humboldt Fellowhip for Experienced Researchers.
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Acknowledgements K.-H. Neeb was supported by DFG-grant NE 413/7-1, Schwerpunktprogramm 'Darstellungstheorie'. H. Salmasian was supported by an NSERC Discovery Grant and an Alexander von Humboldt Fellowhip for Experienced Researchers.
Acknowledgements K.-H. Neeb was supported by DFG-grant NE 413/7-1, Schwerpunktprogramm 'Darstellungstheorie'. H. Salmasian was supported by an NSERC Discovery Grant and an Alexander von Humboldt Fellowhip for Experienced Researchers.
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S. Csinos provided support in the lab and the field. This work benefited from comments by K. Peiman, K. Parsons (who also provided assistance with collection and analysis of morphometric data collection), T. Crease, B. Neff, E. Taylor, and two anonymous reviewers. A. Hendry provided valuable assistance with the analysis of morphometric data. This research was supported by Natural Science and Engineering Council (NSERC, Canada) Discovery Grants to MMF and BWR, and a Premier's Research Excellence Award (Ontario) to BWR.
S. Csinos provided support in the lab and the field. This work benefited from comments by K. Peiman, K. Parsons (who also provided assistance with collection and analysis of morphometric data collection), T. Crease, B. Neff, E. Taylor, and two anonymous reviewers. A. Hendry provided valuable assistance with the analysis of morphometric data. This research was supported by Natural Science and Engineering Council (NSERC, Canada) Discovery Grants to MMF and BWR, and a Premier's Research Excellence Award (Ontario) to BWR.
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S. Csinos provided support in the lab and the field. This work benefited from comments by K. Peiman, K. Parsons (who also provided assistance with collection and analysis of morphometric data collection), T. Crease, B. Neff, E. Taylor, and two anonymous reviewers. A. Hendry provided valuable assistance with the analysis of morphometric data. This research was supported by Natural Science and Engineering Council (NSERC, Canada) Discovery Grants to MMF and BWR, and a Premier's Research Excellence Award (Ontario) to BWR.
S. Csinos provided support in the lab and the field. This work benefited from comments by K. Peiman, K. Parsons (who also provided assistance with collection and analysis of morphometric data collection), T. Crease, B. Neff, E. Taylor, and two anonymous reviewers. A. Hendry provided valuable assistance with the analysis of morphometric data. This research was supported by Natural Science and Engineering Council (NSERC, Canada) Discovery Grants to MMF and BWR, and a Premier's Research Excellence Award (Ontario) to BWR.
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S. Csinos provided support in the lab and the field. This work benefited from comments by K. Peiman, K. Parsons (who also provided assistance with collection and analysis of morphometric data collection), T. Crease, B. Neff, E. Taylor, and two anonymous reviewers. A. Hendry provided valuable assistance with the analysis of morphometric data. This research was supported by Natural Science and Engineering Council (NSERC, Canada) Discovery Grants to MMF and BWR, and a Premier's Research Excellence Award (Ontario) to BWR.
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S. Csinos provided support in the lab and the field. This work benefited from comments by K. Peiman, K. Parsons (who also provided assistance with collection and analysis of morphometric data collection), T. Crease, B. Neff, E. Taylor, and two anonymous reviewers. A. Hendry provided valuable assistance with the analysis of morphometric data. This research was supported by Natural Science and Engineering Council (NSERC, Canada) Discovery Grants to MMF and BWR, and a Premier's Research Excellence Award (Ontario) to BWR.
S. Csinos provided support in the lab and the field. This work benefited from comments by K. Peiman, K. Parsons (who also provided assistance with collection and analysis of morphometric data collection), T. Crease, B. Neff, E. Taylor, and two anonymous reviewers. A. Hendry provided valuable assistance with the analysis of morphometric data. This research was supported by Natural Science and Engineering Council (NSERC, Canada) Discovery Grants to MMF and BWR, and a Premier's Research Excellence Award (Ontario) to BWR.
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S. Csinos provided support in the lab and the field. This work benefited from comments by K. Peiman, K. Parsons (who also provided assistance with collection and analysis of morphometric data collection), T. Crease, B. Neff, E. Taylor, and two anonymous reviewers. A. Hendry provided valuable assistance with the analysis of morphometric data. This research was supported by Natural Science and Engineering Council (NSERC, Canada) Discovery Grants to MMF and BWR, and a Premier's Research Excellence Award (Ontario) to BWR.
S. Csinos provided support in the lab and the field. This work benefited from comments by K. Peiman, K. Parsons (who also provided assistance with collection and analysis of morphometric data collection), T. Crease, B. Neff, E. Taylor, and two anonymous reviewers. A. Hendry provided valuable assistance with the analysis of morphometric data. This research was supported by Natural Science and Engineering Council (NSERC, Canada) Discovery Grants to MMF and BWR, and a Premier's Research Excellence Award (Ontario) to BWR.
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S. Csinos provided support in the lab and the field. This work benefited from comments by K. Peiman, K. Parsons (who also provided assistance with collection and analysis of morphometric data collection), T. Crease, B. Neff, E. Taylor, and two anonymous reviewers. A. Hendry provided valuable assistance with the analysis of morphometric data. This research was supported by Natural Science and Engineering Council (NSERC, Canada) Discovery Grants to MMF and BWR, and a Premier's Research Excellence Award (Ontario) to BWR.
S. Csinos provided support in the lab and the field. This work benefited from comments by K. Peiman, K. Parsons (who also provided assistance with collection and analysis of morphometric data collection), T. Crease, B. Neff, E. Taylor, and two anonymous reviewers. A. Hendry provided valuable assistance with the analysis of morphometric data. This research was supported by Natural Science and Engineering Council (NSERC, Canada) Discovery Grants to MMF and BWR, and a Premier's Research Excellence Award (Ontario) to BWR.
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Funded by Natural Science and Engineering Council (NSERC, Canada) Discovery Grants to MMF and BWR, and a Premier's Research Excellence Award (Ontario) to BWR.
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Funded by Natural Science and Engineering Council (NSERC, Canada) Discovery Grants to MMF and BWR, and a Premier's Research Excellence Award (Ontario) to BWR.
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Funded by Natural Science and Engineering Council (NSERC, Canada) Discovery Grants to MMF and BWR, and a Premier's Research Excellence Award (Ontario) to BWR.
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Funded by Natural Science and Engineering Council (NSERC, Canada) Discovery Grants to MMF and BWR, and a Premier's Research Excellence Award (Ontario) to BWR.
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This chapter reflects research supported by individual NSERC Discovery Grants to G. Martin, D. Skinner, C. Thorpe, and C. Walsh, and by a NSERC Canadian Graduate Scholarship (CGS-D) to A-L. Kouwenberg.
This chapter reflects research supported by individual NSERC Discovery Grants to G. Martin, D. Skinner, C. Thorpe, and C. Walsh, and by a NSERC Canadian Graduate Scholarship (CGS-D) to A-L. Kouwenberg.
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The first author was partially supported by the Natural Sciences and Engineering Research Council of Canada (NSERC) and the second author was partially supported by NSF grant DMS-1105323.
The first author was partially supported by the Natural Sciences and Engineering Research Council of Canada (NSERC) and the second author was partially supported by NSF grant DMS-1105323.
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The first author was partially supported by the Natural Sciences and Engineering Research Council of Canada (NSERC) and the second author was partially supported by NSF grant DMS-1105323.
The first author was partially supported by the Natural Sciences and Engineering Research Council of Canada (NSERC) and the second author was partially supported by NSF grant DMS-1105323.
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Canadian Institutes of Health Research (CIHR; grant 69023); Elia Chair in Head and Neck Cancer Research; philanthropic support from Wharton Family, J. Finley, and G. Tozer; Campbell Family Institute for Cancer Research; Ministry of Health and Long-Term Planning; CIHR Resource Maintenance grant (PRG-82679).
Canadian Institutes of Health Research (CIHR; grant 69023); Elia Chair in Head and Neck Cancer Research; philanthropic support from Wharton Family, J. Finley, and G. Tozer; Campbell Family Institute for Cancer Research; Ministry of Health and Long-Term Planning; CIHR Resource Maintenance grant (PRG-82679).
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Canadian Institutes of Health Research (CIHR; grant 69023); Elia Chair in Head and Neck Cancer Research; philanthropic support from Wharton Family, J. Finley, and G. Tozer; Campbell Family Institute for Cancer Research; Ministry of Health and Long-Term Planning; CIHR Resource Maintenance grant (PRG-82679).
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Canadian Institutes of Health Research (CIHR; grant 69023); Elia Chair in Head and Neck Cancer Research; philanthropic support from Wharton Family, J. Finley, and G. Tozer; Campbell Family Institute for Cancer Research; Ministry of Health and Long-Term Planning; CIHR Resource Maintenance grant (PRG-82679).
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ACKNOWLEDGMENT. This work was supported by the Novartis-MIT Center for Continuous Manufacturing. We thank the members of this team, particularly Gerhard Penn, Berthold Schenkel, Oljan Repic, Thierry Schlama, Mike Girgis, Lukas Padeste, and Felix Kollmer for advice and stimulating discussions. We also thank Professor Klavs F. Jensen, Professor Stephen L. Buchwald, and their coworkers for further insightful discussions. A. B. L. thanks the Natural Sciences and Engineering Research Council of Canada for a Postdoctoral Fellowship.
ACKNOWLEDGMENT. This work was supported by the Novartis-MIT Center for Continuous Manufacturing. We thank the members of this team, particularly Gerhard Penn, Berthold Schenkel, Oljan Repic, Thierry Schlama, Mike Girgis, Lukas Padeste, and Felix Kollmer for advice and stimulating discussions. We also thank Professor Klavs F. Jensen, Professor Stephen L. Buchwald, and their coworkers for further insightful discussions. A. B. L. thanks the Natural Sciences and Engineering Research Council of Canada for a Postdoctoral Fellowship.
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ACKNOWLEDGMENT. This work was supported by the Novartis-MIT Center for Continuous Manufacturing. We thank the members of this team, particularly Gerhard Penn, Berthold Schenkel, Oljan Repic, Thierry Schlama, Mike Girgis, Lukas Padeste, and Felix Kollmer for advice and stimulating discussions. We also thank Professor Klavs F. Jensen, Professor Stephen L. Buchwald, and their coworkers for further insightful discussions. A. B. L. thanks the Natural Sciences and Engineering Research Council of Canada for a Postdoctoral Fellowship.
ACKNOWLEDGMENT. This work was supported by the Novartis-MIT Center for Continuous Manufacturing. We thank the members of this team, particularly Gerhard Penn, Berthold Schenkel, Oljan Repic, Thierry Schlama, Mike Girgis, Lukas Padeste, and Felix Kollmer for advice and stimulating discussions. We also thank Professor Klavs F. Jensen, Professor Stephen L. Buchwald, and their coworkers for further insightful discussions. A. B. L. thanks the Natural Sciences and Engineering Research Council of Canada for a Postdoctoral Fellowship.
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This work was partially supported by the Natural Sciences and Engineering Research Council of Canada [261356-08 to T.-P. T.]; and the Pacific Institute for the Mathematical Sciences [through fellowships to V. C. and I. Z.].
This work was partially supported by the Natural Sciences and Engineering Research Council of Canada [261356-08 to T.-P. T.]; and the Pacific Institute for the Mathematical Sciences [through fellowships to V. C. and I. Z.].
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This work was partially supported by the Natural Sciences and Engineering Research Council of Canada [261356-08 to T.-P. T.]; and the Pacific Institute for the Mathematical Sciences [through fellowships to V. C. and I. Z.].
This work was partially supported by the Natural Sciences and Engineering Research Council of Canada [261356-08 to T.-P. T.]; and the Pacific Institute for the Mathematical Sciences [through fellowships to V. C. and I. Z.].
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We thank E. Demler, T. Esslinger, V. Galitski, A. Kantian, M. K¨ ohl, H. Pichler, A. Rosch and P. Zoller for fruitful discussions, and A. Georges for his valuable contributions to the early part of this work. Our computer simulations employed the ALPS libraries [22-25]. We acknowledge ANR (FAMOUS), SNSF under Division II, MaNEP, CIFAR and NSERC for their financial support and the KITP (grant no. NSF PHY11-25915) for its hospitality.
We thank E. Demler, T. Esslinger, V. Galitski, A. Kantian, M. K¨ ohl, H. Pichler, A. Rosch and P. Zoller for fruitful discussions, and A. Georges for his valuable contributions to the early part of this work. Our computer simulations employed the ALPS libraries [22-25]. We acknowledge ANR (FAMOUS), SNSF under Division II, MaNEP, CIFAR and NSERC for their financial support and the KITP (grant no. NSF PHY11-25915) for its hospitality.
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We thank E. Demler, T. Esslinger, V. Galitski, A. Kantian, M. K¨ ohl, H. Pichler, A. Rosch and P. Zoller for fruitful discussions, and A. Georges for his valuable contributions to the early part of this work. Our computer simulations employed the ALPS libraries [22-25]. We acknowledge ANR (FAMOUS), SNSF under Division II, MaNEP, CIFAR and NSERC for their financial support and the KITP (grant no. NSF PHY11-25915) for its hospitality.
We thank E. Demler, T. Esslinger, V. Galitski, A. Kantian, M. K¨ ohl, H. Pichler, A. Rosch and P. Zoller for fruitful discussions, and A. Georges for his valuable contributions to the early part of this work. Our computer simulations employed the ALPS libraries [22-25]. We acknowledge ANR (FAMOUS), SNSF under Division II, MaNEP, CIFAR and NSERC for their financial support and the KITP (grant no. NSF PHY11-25915) for its hospitality.
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We thank E. Demler, T. Esslinger, V. Galitski, A. Kantian, M. K¨ ohl, H. Pichler, A. Rosch and P. Zoller for fruitful discussions, and A. Georges for his valuable contributions to the early part of this work. Our computer simulations employed the ALPS libraries [22-25]. We acknowledge ANR (FAMOUS), SNSF under Division II, MaNEP, CIFAR and NSERC for their financial support and the KITP (grant no. NSF PHY11-25915) for its hospitality.
We thank E. Demler, T. Esslinger, V. Galitski, A. Kantian, M. K¨ ohl, H. Pichler, A. Rosch and P. Zoller for fruitful discussions, and A. Georges for his valuable contributions to the early part of this work. Our computer simulations employed the ALPS libraries [22-25]. We acknowledge ANR (FAMOUS), SNSF under Division II, MaNEP, CIFAR and NSERC for their financial support and the KITP (grant no. NSF PHY11-25915) for its hospitality.
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We thank E. Demler, T. Esslinger, V. Galitski, A. Kantian, M. K¨ ohl, H. Pichler, A. Rosch and P. Zoller for fruitful discussions, and A. Georges for his valuable contributions to the early part of this work. Our computer simulations employed the ALPS libraries [22-25]. We acknowledge ANR (FAMOUS), SNSF under Division II, MaNEP, CIFAR and NSERC for their financial support and the KITP (grant no. NSF PHY11-25915) for its hospitality.
We thank E. Demler, T. Esslinger, V. Galitski, A. Kantian, M. K¨ ohl, H. Pichler, A. Rosch and P. Zoller for fruitful discussions, and A. Georges for his valuable contributions to the early part of this work. Our computer simulations employed the ALPS libraries [22-25]. We acknowledge ANR (FAMOUS), SNSF under Division II, MaNEP, CIFAR and NSERC for their financial support and the KITP (grant no. NSF PHY11-25915) for its hospitality.
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We thank E. Demler, T. Esslinger, V. Galitski, A. Kantian, M. K¨ ohl, H. Pichler, A. Rosch and P. Zoller for fruitful discussions, and A. Georges for his valuable contributions to the early part of this work. Our computer simulations employed the ALPS libraries [22-25]. We acknowledge ANR (FAMOUS), SNSF under Division II, MaNEP, CIFAR and NSERC for their financial support and the KITP (grant no. NSF PHY11-25915) for its hospitality.
We thank E. Demler, T. Esslinger, V. Galitski, A. Kantian, M. K¨ ohl, H. Pichler, A. Rosch and P. Zoller for fruitful discussions, and A. Georges for his valuable contributions to the early part of this work. Our computer simulations employed the ALPS libraries [22-25]. We acknowledge ANR (FAMOUS), SNSF under Division II, MaNEP, CIFAR and NSERC for their financial support and the KITP (grant no. NSF PHY11-25915) for its hospitality.
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We thank E. Demler, T. Esslinger, V. Galitski, A. Kantian, M. K¨ ohl, H. Pichler, A. Rosch and P. Zoller for fruitful discussions, and A. Georges for his valuable contributions to the early part of this work. Our computer simulations employed the ALPS libraries [22-25]. We acknowledge ANR (FAMOUS), SNSF under Division II, MaNEP, CIFAR and NSERC for their financial support and the KITP (grant no. NSF PHY11-25915) for its hospitality.
We thank E. Demler, T. Esslinger, V. Galitski, A. Kantian, M. K¨ ohl, H. Pichler, A. Rosch and P. Zoller for fruitful discussions, and A. Georges for his valuable contributions to the early part of this work. Our computer simulations employed the ALPS libraries [22-25]. We acknowledge ANR (FAMOUS), SNSF under Division II, MaNEP, CIFAR and NSERC for their financial support and the KITP (grant no. NSF PHY11-25915) for its hospitality.
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We thank the anonymous reviewers for their feeback, helping substantially to improve the paper. Derek Nowrouzezahrai helped with the final writing. We also thank the infographists, Laura Paiardini and Estelle Charleroy, for their help to design our prototype application. This work was partially funded by the advanced grant EXPRESSIVE from the European Research Council (ERC-2011-ADG_20110209), an Exploradoc grant from Région RhôneAlpes, and the GRAND NCE in Canada.
We thank the anonymous reviewers for their feeback, helping substantially to improve the paper. Derek Nowrouzezahrai helped with the final writing. We also thank the infographists, Laura Paiardini and Estelle Charleroy, for their help to design our prototype application. This work was partially funded by the advanced grant EXPRESSIVE from the European Research Council (ERC-2011-ADG\_20110209), an Exploradoc grant from Région RhôneAlpes, and the GRAND NCE in Canada.
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We thank the anonymous reviewers for their feeback, helping substantially to improve the paper. Derek Nowrouzezahrai helped with the final writing. We also thank the infographists, Laura Paiardini and Estelle Charleroy, for their help to design our prototype application. This work was partially funded by the advanced grant EXPRESSIVE from the European Research Council (ERC-2011-ADG_20110209), an Exploradoc grant from Région RhôneAlpes, and the GRAND NCE in Canada.
We thank the anonymous reviewers for their feeback, helping substantially to improve the paper. Derek Nowrouzezahrai helped with the final writing. We also thank the infographists, Laura Paiardini and Estelle Charleroy, for their help to design our prototype application. This work was partially funded by the advanced grant EXPRESSIVE from the European Research Council (ERC-2011-ADG\_20110209), an Exploradoc grant from Région RhôneAlpes, and the GRAND NCE in Canada.
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We thank the anonymous reviewers for their feeback, helping substantially to improve the paper. Derek Nowrouzezahrai helped with the final writing. We also thank the infographists, Laura Paiardini and Estelle Charleroy, for their help to design our prototype application. This work was partially funded by the advanced grant EXPRESSIVE from the European Research Council (ERC-2011-ADG_20110209), an Exploradoc grant from Région RhôneAlpes, and the GRAND NCE in Canada.
We thank the anonymous reviewers for their feeback, helping substantially to improve the paper. Derek Nowrouzezahrai helped with the final writing. We also thank the infographists, Laura Paiardini and Estelle Charleroy, for their help to design our prototype application. This work was partially funded by the advanced grant EXPRESSIVE from the European Research Council (ERC-2011-ADG\_20110209), an Exploradoc grant from Région RhôneAlpes, and the GRAND NCE in Canada.
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This study was supported by National Institutes of Health Grant Nos. R01NS052274-01A2 (D.W.R.) and K25CA138578 awarded by the National Cancer Institute (F.L.). The authors acknowledge the support of Medtronic Navigation (Medtronic) and Carl Zeiss (Carl Zeiss Surgical GmbH) for use of the StealthStation Treon navigation system and the OPMI Pentero operating microscope, respectively. They also acknowledge DUSA Pharmaceuticals
This study was supported by National Institutes of Health Grant Nos. R01NS052274-01A2 (D.W.R.) and K25CA138578 awarded by the National Cancer Institute (F.L.). The authors acknowledge the support of Medtronic Navigation (Medtronic) and Carl Zeiss (Carl Zeiss Surgical GmbH) for use of the StealthStation Treon navigation system and the OPMI Pentero operating microscope, respectively. They also acknowledge DUSA Pharmaceuticals
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This study was supported by National Institutes of Health Grant Nos. R01NS052274-01A2 (D.W.R.) and K25CA138578 awarded by the National Cancer Institute (F.L.). The authors acknowledge the support of Medtronic Navigation (Medtronic) and Carl Zeiss (Carl Zeiss Surgical GmbH) for use of the StealthStation Treon navigation system and the OPMI Pentero operating microscope, respectively. They also acknowledge DUSA Pharmaceuticals
This study was supported by National Institutes of Health Grant Nos. R01NS052274-01A2 (D.W.R.) and K25CA138578 awarded by the National Cancer Institute (F.L.). The authors acknowledge the support of Medtronic Navigation (Medtronic) and Carl Zeiss (Carl Zeiss Surgical GmbH) for use of the StealthStation Treon navigation system and the OPMI Pentero operating microscope, respectively. They also acknowledge DUSA Pharmaceuticals
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This study was supported by National Institutes of Health Grant Nos. R01NS052274-01A2 (D.W.R.) and K25CA138578 awarded by the National Cancer Institute (F.L.). The authors acknowledge the support of Medtronic Navigation (Medtronic) and Carl Zeiss (Carl Zeiss Surgical GmbH) for use of the StealthStation Treon navigation system and the OPMI Pentero operating microscope, respectively. They also acknowledge DUSA Pharmaceuticals
This study was supported by National Institutes of Health Grant Nos. R01NS052274-01A2 (D.W.R.) and K25CA138578 awarded by the National Cancer Institute (F.L.). The authors acknowledge the support of Medtronic Navigation (Medtronic) and Carl Zeiss (Carl Zeiss Surgical GmbH) for use of the StealthStation Treon navigation system and the OPMI Pentero operating microscope, respectively. They also acknowledge DUSA Pharmaceuticals
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This study was supported by National Institutes of Health Grant Nos. R01NS052274-01A2 (D.W.R.) and K25CA138578 awarded by the National Cancer Institute (F.L.). The authors acknowledge the support of Medtronic Navigation (Medtronic) and Carl Zeiss (Carl Zeiss Surgical GmbH) for use of the StealthStation Treon navigation system and the OPMI Pentero operating microscope, respectively. They also acknowledge DUSA Pharmaceuticals
This study was supported by National Institutes of Health Grant Nos. R01NS052274-01A2 (D.W.R.) and K25CA138578 awarded by the National Cancer Institute (F.L.). The authors acknowledge the support of Medtronic Navigation (Medtronic) and Carl Zeiss (Carl Zeiss Surgical GmbH) for use of the StealthStation Treon navigation system and the OPMI Pentero operating microscope, respectively. They also acknowledge DUSA Pharmaceuticals
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This study was supported by National Institutes of Health Grant Nos. R01NS052274-01A2 (D.W.R.) and K25CA138578 awarded by the National Cancer Institute (F.L.). The authors acknowledge the support of Medtronic Navigation (Medtronic) and Carl Zeiss (Carl Zeiss Surgical GmbH) for use of the StealthStation Treon navigation system and the OPMI Pentero operating microscope, respectively. They also acknowledge DUSA Pharmaceuticals
This study was supported by National Institutes of Health Grant Nos. R01NS052274-01A2 (D.W.R.) and K25CA138578 awarded by the National Cancer Institute (F.L.). The authors acknowledge the support of Medtronic Navigation (Medtronic) and Carl Zeiss (Carl Zeiss Surgical GmbH) for use of the StealthStation Treon navigation system and the OPMI Pentero operating microscope, respectively. They also acknowledge DUSA Pharmaceuticals
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Research support for the experiments was provided by the Natural Science and Engineering Research Council of Canada (NSERC) and the Canadian Foundation for Innovation. Research support for sample preparation was provided by NSERC and the Canadian Institute for Advanced Research.
Research support for the experiments was provided by the Natural Science and Engineering Research Council of Canada (NSERC) and the Canadian Foundation for Innovation. Research support for sample preparation was provided by NSERC and the Canadian Institute for Advanced Research.
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Research support for the experiments was provided by the Natural Science and Engineering Research Council of Canada (NSERC) and the Canadian Foundation for Innovation. Research support for sample preparation was provided by NSERC and the Canadian Institute for Advanced Research.
Research support for the experiments was provided by the Natural Science and Engineering Research Council of Canada (NSERC) and the Canadian Foundation for Innovation. Research support for sample preparation was provided by NSERC and the Canadian Institute for Advanced Research.
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Research support for the experiments was provided by the Natural Science and Engineering Research Council of Canada (NSERC) and the Canadian Foundation for Innovation. Research support for sample preparation was provided by NSERC and the Canadian Institute for Advanced Research.
Research support for the experiments was provided by the Natural Science and Engineering Research Council of Canada (NSERC) and the Canadian Foundation for Innovation. Research support for sample preparation was provided by NSERC and the Canadian Institute for Advanced Research.
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The authors wish to thank J¨ oern Mueller-Quade and the anonymous reviewers for their helpful feedback. Special thanks go to Jeremy Clark for many helpful discussions throughout the writing of this paper. This research is supported in part by the Natural Sciences and Engineering Research Council of Canada (NSERC)-the first author through a Postgraduate Scholarship and the third through a Discovery Grant. The second author was supported through a foreign exchange scholarship from the Karlsruhe House of Young Scientists (KHYS).
The authors wish to thank J¨ oern Mueller-Quade and the anonymous reviewers for their helpful feedback. Special thanks go to Jeremy Clark for many helpful discussions throughout the writing of this paper. This research is supported in part by the Natural Sciences and Engineering Research Council of Canada (NSERC)-the first author through a Postgraduate Scholarship and the third through a Discovery Grant. The second author was supported through a foreign exchange scholarship from the Karlsruhe House of Young Scientists (KHYS).
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The authors wish to thank J¨ oern Mueller-Quade and the anonymous reviewers for their helpful feedback. Special thanks go to Jeremy Clark for many helpful discussions throughout the writing of this paper. This research is supported in part by the Natural Sciences and Engineering Research Council of Canada (NSERC)-the first author through a Postgraduate Scholarship and the third through a Discovery Grant. The second author was supported through a foreign exchange scholarship from the Karlsruhe House of Young Scientists (KHYS).
The authors wish to thank J¨ oern Mueller-Quade and the anonymous reviewers for their helpful feedback. Special thanks go to Jeremy Clark for many helpful discussions throughout the writing of this paper. This research is supported in part by the Natural Sciences and Engineering Research Council of Canada (NSERC)-the first author through a Postgraduate Scholarship and the third through a Discovery Grant. The second author was supported through a foreign exchange scholarship from the Karlsruhe House of Young Scientists (KHYS).
29.209156
financial_support
false
Karlsruhe House of Young Scientists
null
2025-08-17T13:09:06.003417
gemini-2.5-flash-lite
gemini
28
W1582659671
null
null
null
null
null
null
null
2025-08-17T13:09:06.003417
gemini-2.5-flash-lite
gemini
28
W1591139707
null
null
null
null
null
null
null
2025-08-17T13:09:06.003417
gemini-2.5-flash-lite
gemini
28
W1593596177
null
null
null
null
null
null
null
2025-08-17T13:09:06.003417
gemini-2.5-flash-lite
gemini
28
W1594916593
Acknowledgments: We would like to thank A. Polkovnikov and J. Santos for interesting discussions and correspondence. We also thank D. Minic and A. Zimmerman for pointing us to the FPUT problem. Finally, we thank P. Bizon and A. Rostworowski for discussions and direct comparison of numerical solutions. This work was supported by the NSF under grants PHY-0969827 & PHY-1308621 (LIU), NASA under grant NNX13AH01G, NSERC through a Discovery Grant (to A.B. and L.L.) and CIFAR (to L.L.). S.R.G. acknowledges support by a CITA National Fellowship. L.L. and S.L.L. also acknowledge the Centre for Theoretical Cosmology at the University of Cambridge for their hospitality and its participants for helpful discussions at the 'New Frontiers in Dynamical Gravity' meeting during which this work was completed. Research at Perimeter Institute is supported through Industry Canada and by the Province of Ontario through the Ministry of Research & Innovation. Computations were performed at Sharcnet.
Acknowledgments: We would like to thank A. Polkovnikov and J. Santos for interesting discussions and correspondence. We also thank D. Minic and A. Zimmerman for pointing us to the FPUT problem. Finally, we thank P. Bizon and A. Rostworowski for discussions and direct comparison of numerical solutions. This work was supported by the NSF under grants PHY-0969827 & PHY-1308621 (LIU), NASA under grant NNX13AH01G, NSERC through a Discovery Grant (to A.B. and L.L.) and CIFAR (to L.L.). S.R.G. acknowledges support by a CITA National Fellowship. L.L. and S.L.L. also acknowledge the Centre for Theoretical Cosmology at the University of Cambridge for their hospitality and its participants for helpful discussions at the 'New Frontiers in Dynamical Gravity' meeting during which this work was completed. Research at Perimeter Institute is supported through Industry Canada and by the Province of Ontario through the Ministry of Research & Innovation. Computations were performed at Sharcnet.
29.129307
funding_statement
false
NSF
PHY-0969827, PHY-1308621
2025-08-17T13:09:06.003417
gemini-2.5-flash-lite
gemini
28
W1594916593
Acknowledgments: We would like to thank A. Polkovnikov and J. Santos for interesting discussions and correspondence. We also thank D. Minic and A. Zimmerman for pointing us to the FPUT problem. Finally, we thank P. Bizon and A. Rostworowski for discussions and direct comparison of numerical solutions. This work was supported by the NSF under grants PHY-0969827 & PHY-1308621 (LIU), NASA under grant NNX13AH01G, NSERC through a Discovery Grant (to A.B. and L.L.) and CIFAR (to L.L.). S.R.G. acknowledges support by a CITA National Fellowship. L.L. and S.L.L. also acknowledge the Centre for Theoretical Cosmology at the University of Cambridge for their hospitality and its participants for helpful discussions at the 'New Frontiers in Dynamical Gravity' meeting during which this work was completed. Research at Perimeter Institute is supported through Industry Canada and by the Province of Ontario through the Ministry of Research & Innovation. Computations were performed at Sharcnet.
Acknowledgments: We would like to thank A. Polkovnikov and J. Santos for interesting discussions and correspondence. We also thank D. Minic and A. Zimmerman for pointing us to the FPUT problem. Finally, we thank P. Bizon and A. Rostworowski for discussions and direct comparison of numerical solutions. This work was supported by the NSF under grants PHY-0969827 & PHY-1308621 (LIU), NASA under grant NNX13AH01G, NSERC through a Discovery Grant (to A.B. and L.L.) and CIFAR (to L.L.). S.R.G. acknowledges support by a CITA National Fellowship. L.L. and S.L.L. also acknowledge the Centre for Theoretical Cosmology at the University of Cambridge for their hospitality and its participants for helpful discussions at the 'New Frontiers in Dynamical Gravity' meeting during which this work was completed. Research at Perimeter Institute is supported through Industry Canada and by the Province of Ontario through the Ministry of Research & Innovation. Computations were performed at Sharcnet.
29.129307
funding_statement
false
NASA
NNX13AH01G
2025-08-17T13:09:06.003417
gemini-2.5-flash-lite
gemini
28
W1594916593
Acknowledgments: We would like to thank A. Polkovnikov and J. Santos for interesting discussions and correspondence. We also thank D. Minic and A. Zimmerman for pointing us to the FPUT problem. Finally, we thank P. Bizon and A. Rostworowski for discussions and direct comparison of numerical solutions. This work was supported by the NSF under grants PHY-0969827 & PHY-1308621 (LIU), NASA under grant NNX13AH01G, NSERC through a Discovery Grant (to A.B. and L.L.) and CIFAR (to L.L.). S.R.G. acknowledges support by a CITA National Fellowship. L.L. and S.L.L. also acknowledge the Centre for Theoretical Cosmology at the University of Cambridge for their hospitality and its participants for helpful discussions at the 'New Frontiers in Dynamical Gravity' meeting during which this work was completed. Research at Perimeter Institute is supported through Industry Canada and by the Province of Ontario through the Ministry of Research & Innovation. Computations were performed at Sharcnet.
Acknowledgments: We would like to thank A. Polkovnikov and J. Santos for interesting discussions and correspondence. We also thank D. Minic and A. Zimmerman for pointing us to the FPUT problem. Finally, we thank P. Bizon and A. Rostworowski for discussions and direct comparison of numerical solutions. This work was supported by the NSF under grants PHY-0969827 & PHY-1308621 (LIU), NASA under grant NNX13AH01G, NSERC through a Discovery Grant (to A.B. and L.L.) and CIFAR (to L.L.). S.R.G. acknowledges support by a CITA National Fellowship. L.L. and S.L.L. also acknowledge the Centre for Theoretical Cosmology at the University of Cambridge for their hospitality and its participants for helpful discussions at the 'New Frontiers in Dynamical Gravity' meeting during which this work was completed. Research at Perimeter Institute is supported through Industry Canada and by the Province of Ontario through the Ministry of Research & Innovation. Computations were performed at Sharcnet.
29.129307
funding_statement
false
NSERC
null
2025-08-17T13:09:06.003417
gemini-2.5-flash-lite
gemini
28
W1594916593
Acknowledgments: We would like to thank A. Polkovnikov and J. Santos for interesting discussions and correspondence. We also thank D. Minic and A. Zimmerman for pointing us to the FPUT problem. Finally, we thank P. Bizon and A. Rostworowski for discussions and direct comparison of numerical solutions. This work was supported by the NSF under grants PHY-0969827 & PHY-1308621 (LIU), NASA under grant NNX13AH01G, NSERC through a Discovery Grant (to A.B. and L.L.) and CIFAR (to L.L.). S.R.G. acknowledges support by a CITA National Fellowship. L.L. and S.L.L. also acknowledge the Centre for Theoretical Cosmology at the University of Cambridge for their hospitality and its participants for helpful discussions at the 'New Frontiers in Dynamical Gravity' meeting during which this work was completed. Research at Perimeter Institute is supported through Industry Canada and by the Province of Ontario through the Ministry of Research & Innovation. Computations were performed at Sharcnet.
Acknowledgments: We would like to thank A. Polkovnikov and J. Santos for interesting discussions and correspondence. We also thank D. Minic and A. Zimmerman for pointing us to the FPUT problem. Finally, we thank P. Bizon and A. Rostworowski for discussions and direct comparison of numerical solutions. This work was supported by the NSF under grants PHY-0969827 & PHY-1308621 (LIU), NASA under grant NNX13AH01G, NSERC through a Discovery Grant (to A.B. and L.L.) and CIFAR (to L.L.). S.R.G. acknowledges support by a CITA National Fellowship. L.L. and S.L.L. also acknowledge the Centre for Theoretical Cosmology at the University of Cambridge for their hospitality and its participants for helpful discussions at the 'New Frontiers in Dynamical Gravity' meeting during which this work was completed. Research at Perimeter Institute is supported through Industry Canada and by the Province of Ontario through the Ministry of Research & Innovation. Computations were performed at Sharcnet.
29.129307
funding_statement
false
CIFAR
null
2025-08-17T13:09:06.003417
gemini-2.5-flash-lite
gemini
28
W1594916593
Acknowledgments: We would like to thank A. Polkovnikov and J. Santos for interesting discussions and correspondence. We also thank D. Minic and A. Zimmerman for pointing us to the FPUT problem. Finally, we thank P. Bizon and A. Rostworowski for discussions and direct comparison of numerical solutions. This work was supported by the NSF under grants PHY-0969827 & PHY-1308621 (LIU), NASA under grant NNX13AH01G, NSERC through a Discovery Grant (to A.B. and L.L.) and CIFAR (to L.L.). S.R.G. acknowledges support by a CITA National Fellowship. L.L. and S.L.L. also acknowledge the Centre for Theoretical Cosmology at the University of Cambridge for their hospitality and its participants for helpful discussions at the 'New Frontiers in Dynamical Gravity' meeting during which this work was completed. Research at Perimeter Institute is supported through Industry Canada and by the Province of Ontario through the Ministry of Research & Innovation. Computations were performed at Sharcnet.
Acknowledgments: We would like to thank A. Polkovnikov and J. Santos for interesting discussions and correspondence. We also thank D. Minic and A. Zimmerman for pointing us to the FPUT problem. Finally, we thank P. Bizon and A. Rostworowski for discussions and direct comparison of numerical solutions. This work was supported by the NSF under grants PHY-0969827 & PHY-1308621 (LIU), NASA under grant NNX13AH01G, NSERC through a Discovery Grant (to A.B. and L.L.) and CIFAR (to L.L.). S.R.G. acknowledges support by a CITA National Fellowship. L.L. and S.L.L. also acknowledge the Centre for Theoretical Cosmology at the University of Cambridge for their hospitality and its participants for helpful discussions at the 'New Frontiers in Dynamical Gravity' meeting during which this work was completed. Research at Perimeter Institute is supported through Industry Canada and by the Province of Ontario through the Ministry of Research & Innovation. Computations were performed at Sharcnet.
29.129307
funding_statement
false
CITA
null
2025-08-17T13:09:06.003417
gemini-2.5-flash-lite
gemini
28
W1594916593
Acknowledgments: We would like to thank A. Polkovnikov and J. Santos for interesting discussions and correspondence. We also thank D. Minic and A. Zimmerman for pointing us to the FPUT problem. Finally, we thank P. Bizon and A. Rostworowski for discussions and direct comparison of numerical solutions. This work was supported by the NSF under grants PHY-0969827 & PHY-1308621 (LIU), NASA under grant NNX13AH01G, NSERC through a Discovery Grant (to A.B. and L.L.) and CIFAR (to L.L.). S.R.G. acknowledges support by a CITA National Fellowship. L.L. and S.L.L. also acknowledge the Centre for Theoretical Cosmology at the University of Cambridge for their hospitality and its participants for helpful discussions at the 'New Frontiers in Dynamical Gravity' meeting during which this work was completed. Research at Perimeter Institute is supported through Industry Canada and by the Province of Ontario through the Ministry of Research & Innovation. Computations were performed at Sharcnet.
Acknowledgments: We would like to thank A. Polkovnikov and J. Santos for interesting discussions and correspondence. We also thank D. Minic and A. Zimmerman for pointing us to the FPUT problem. Finally, we thank P. Bizon and A. Rostworowski for discussions and direct comparison of numerical solutions. This work was supported by the NSF under grants PHY-0969827 & PHY-1308621 (LIU), NASA under grant NNX13AH01G, NSERC through a Discovery Grant (to A.B. and L.L.) and CIFAR (to L.L.). S.R.G. acknowledges support by a CITA National Fellowship. L.L. and S.L.L. also acknowledge the Centre for Theoretical Cosmology at the University of Cambridge for their hospitality and its participants for helpful discussions at the 'New Frontiers in Dynamical Gravity' meeting during which this work was completed. Research at Perimeter Institute is supported through Industry Canada and by the Province of Ontario through the Ministry of Research & Innovation. Computations were performed at Sharcnet.
29.129307
funding_statement
false
Industry Canada
null
2025-08-17T13:09:06.003417
gemini-2.5-flash-lite
gemini
28
W1594916593
Acknowledgments: We would like to thank A. Polkovnikov and J. Santos for interesting discussions and correspondence. We also thank D. Minic and A. Zimmerman for pointing us to the FPUT problem. Finally, we thank P. Bizon and A. Rostworowski for discussions and direct comparison of numerical solutions. This work was supported by the NSF under grants PHY-0969827 & PHY-1308621 (LIU), NASA under grant NNX13AH01G, NSERC through a Discovery Grant (to A.B. and L.L.) and CIFAR (to L.L.). S.R.G. acknowledges support by a CITA National Fellowship. L.L. and S.L.L. also acknowledge the Centre for Theoretical Cosmology at the University of Cambridge for their hospitality and its participants for helpful discussions at the 'New Frontiers in Dynamical Gravity' meeting during which this work was completed. Research at Perimeter Institute is supported through Industry Canada and by the Province of Ontario through the Ministry of Research & Innovation. Computations were performed at Sharcnet.
Acknowledgments: We would like to thank A. Polkovnikov and J. Santos for interesting discussions and correspondence. We also thank D. Minic and A. Zimmerman for pointing us to the FPUT problem. Finally, we thank P. Bizon and A. Rostworowski for discussions and direct comparison of numerical solutions. This work was supported by the NSF under grants PHY-0969827 & PHY-1308621 (LIU), NASA under grant NNX13AH01G, NSERC through a Discovery Grant (to A.B. and L.L.) and CIFAR (to L.L.). S.R.G. acknowledges support by a CITA National Fellowship. L.L. and S.L.L. also acknowledge the Centre for Theoretical Cosmology at the University of Cambridge for their hospitality and its participants for helpful discussions at the 'New Frontiers in Dynamical Gravity' meeting during which this work was completed. Research at Perimeter Institute is supported through Industry Canada and by the Province of Ontario through the Ministry of Research & Innovation. Computations were performed at Sharcnet.
29.129307
funding_statement
false
Province of Ontario
null
2025-08-17T13:09:06.003417
gemini-2.5-flash-lite
gemini
28
W1594916593
Acknowledgments: We would like to thank A. Polkovnikov and J. Santos for interesting discussions and correspondence. We also thank D. Minic and A. Zimmerman for pointing us to the FPUT problem. Finally, we thank P. Bizon and A. Rostworowski for discussions and direct comparison of numerical solutions. This work was supported by the NSF under grants PHY-0969827 & PHY-1308621 (LIU), NASA under grant NNX13AH01G, NSERC through a Discovery Grant (to A.B. and L.L.) and CIFAR (to L.L.). S.R.G. acknowledges support by a CITA National Fellowship. L.L. and S.L.L. also acknowledge the Centre for Theoretical Cosmology at the University of Cambridge for their hospitality and its participants for helpful discussions at the 'New Frontiers in Dynamical Gravity' meeting during which this work was completed. Research at Perimeter Institute is supported through Industry Canada and by the Province of Ontario through the Ministry of Research & Innovation. Computations were performed at Sharcnet.
Acknowledgments: We would like to thank A. Polkovnikov and J. Santos for interesting discussions and correspondence. We also thank D. Minic and A. Zimmerman for pointing us to the FPUT problem. Finally, we thank P. Bizon and A. Rostworowski for discussions and direct comparison of numerical solutions. This work was supported by the NSF under grants PHY-0969827 & PHY-1308621 (LIU), NASA under grant NNX13AH01G, NSERC through a Discovery Grant (to A.B. and L.L.) and CIFAR (to L.L.). S.R.G. acknowledges support by a CITA National Fellowship. L.L. and S.L.L. also acknowledge the Centre for Theoretical Cosmology at the University of Cambridge for their hospitality and its participants for helpful discussions at the 'New Frontiers in Dynamical Gravity' meeting during which this work was completed. Research at Perimeter Institute is supported through Industry Canada and by the Province of Ontario through the Ministry of Research & Innovation. Computations were performed at Sharcnet.
29.129307
funding_statement
false
Ministry of Research & Innovation
null
2025-08-17T13:09:06.003417
gemini-2.5-flash-lite
gemini
28
End of preview. Expand in Data Studio

Overview

This test dataset contains extracted and structured funding acknowledgments from works in OpenAlex. It includes 4,746 records derived from 1,387 PDF-markdown-conversions, with 922 documents containing identifiable funding statements. The dataset captures funding organizations, grant identifiers, and the original acknowledgment text.

Structure

Fields

  • document_id (string): Unique identifier for the source document
  • funding_statement (string): Normalized funding acknowledgment text
  • funding_statement_original (string): Original funding text before normalization
  • funding_statement_score (float): Relevance score from semantic search (threshold: 28.0)
  • funding_statement_query (string): Query type that matched the statement
  • funding_statement_is_problematic (boolean): Flag for statements requiring manual review
  • funder_name (string): Name of the funding organization
  • grant_ids (string): Comma-separated list of grant identifiers
  • extraction_timestamp (string): When the extraction was performed
  • extraction_model (string): LLM model used (gemini-2.5-flash-lite)
  • extraction_provider (string): LLM provider (gemini)
  • extraction_threshold (float): Relevance threshold used (28.0)

Dataset Creation

Source Data

The dataset was created from PDFs available for download by way of the open access URLs available in OpenAlex, with funding information extracted using a three-stage pipeline:

  1. ColBERT-based semantic search to identify funding-related paragraphs
  2. Cleaning and standardization of extracted text
  3. LLM-based parsing to extract funding organizations and grant IDs

Extraction Models

  • ColBERT model: lightonai/GTE-ModernColBERT-v1
  • LLM for structured extraction: Gemini 2.5 Flash Lite

Limitations

  • No manual annotation or review of this dataset was conducted
  • Limited to English-language documents
  • Extraction accuracy depends on the quality of the original PDF-to-markdown conversion
  • Some funding acknowledgments may be missed if they use non-standard language
  • Grant identifiers may be incomplete or formatted inconsistently

Statistics

{
  "aggregate_stats": {
    "total_records": 4746,
    "total_unique_funders": 1478,
    "total_funder_mentions": 4264,
    "total_unique_statements": 990,
    "nserc_mentions": 825,
    "nserc_percentage": 19.348030018761726,
    "unique_nserc_variants": 32,
    "documents_with_nserc": 1,
    "statements_with_nserc": 677,
    "false_positives_filtered": 25
  },
  "variant_breakdown": {
    "Natural Sciences and Engineering Research Council of Canada": {
      "count": 312,
      "percentage_of_all": 7.317073170731707,
      "percentage_of_nserc": 37.81818181818182
    },
    "NSERC": {
      "count": 331,
      "percentage_of_all": 7.762664165103189,
      "percentage_of_nserc": 40.12121212121212
    },
    "Natural Sciences and Engineering Research Council": {
      "count": 45,
      "percentage_of_all": 1.0553470919324577,
      "percentage_of_nserc": 5.454545454545454
    },
    "Natural Science and Engineering Research Council of Canada": {
      "count": 30,
      "percentage_of_all": 0.7035647279549718,
      "percentage_of_nserc": 3.6363636363636362
    },
    "NSERC NCE AUTO21": {
      "count": 2,
      "percentage_of_all": 0.04690431519699812,
      "percentage_of_nserc": 0.24242424242424243
    },
    "Canada NSERC": {
      "count": 10,
      "percentage_of_all": 0.23452157598499063,
      "percentage_of_nserc": 1.2121212121212122
    },
    "Natural Science and Engineering Research Council": {
      "count": 15,
      "percentage_of_all": 0.3517823639774859,
      "percentage_of_nserc": 1.8181818181818181
    },
    "Natural Sciences and Engineering Council of Canada": {
      "count": 5,
      "percentage_of_all": 0.11726078799249531,
      "percentage_of_nserc": 0.6060606060606061
    },
    "Canadian Natural Sciences and Engineering Research Council": {
      "count": 3,
      "percentage_of_all": 0.07035647279549719,
      "percentage_of_nserc": 0.36363636363636365
    },
    "Natural Science and Engineering Council of Canada": {
      "count": 3,
      "percentage_of_all": 0.07035647279549719,
      "percentage_of_nserc": 0.36363636363636365
    },
    "Natural Sciences and Engineering Research Council Canada": {
      "count": 1,
      "percentage_of_all": 0.02345215759849906,
      "percentage_of_nserc": 0.12121212121212122
    },
    "NSERC Canada": {
      "count": 10,
      "percentage_of_all": 0.23452157598499063,
      "percentage_of_nserc": 1.2121212121212122
    },
    "NSERC of Canada": {
      "count": 8,
      "percentage_of_all": 0.18761726078799248,
      "percentage_of_nserc": 0.9696969696969697
    },
    "CRSNG": {
      "count": 4,
      "percentage_of_all": 0.09380863039399624,
      "percentage_of_nserc": 0.48484848484848486
    },
    "NSERC CREATE MATCH": {
      "count": 1,
      "percentage_of_all": 0.02345215759849906,
      "percentage_of_nserc": 0.12121212121212122
    },
    "Le Fonds de recherche du Que 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authors would like to acknowledge the financial support of NSERC (Natural Sciencesand Engineering Research Council), Canada, Le Fonds de recherche du Que ´bec-Nature et technologies (FQRNT) and Schulich Canada Graduate Scholarships. The authors would also like to thank the Canada Foundation for Innovation (CFI) for their support in the acquisition of the equipment used in this study.": {
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  },
  "false_positives": {
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    "National Natural Science Foundation of China": 12,
    "Natural Science Funding of Jiangsu Province": 1,
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    "Danish Council for Independent Research Natural Sciences": 1,
    "The National Natural Science Foundation of China": 2,
    "National Natural Science Foundation of Hubei Province": 1,
    "National Natural Science Foundations of China": 2,
    "Natural Science Foundation of China": 1,
    "Natural Sciences and": 2,
    "Natural Sciences Foundation of China": 1
  }
}
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