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Coronal Heating as Determined by the Solar Flare Frequency Distribution Obtained by Aggregating Case Studies
James Mason, Alexandra Werth, Colin G. West, Allison Youngblood, Donald L. Woodraska, Courtney Peck, Arvind Jayashankara Aradhya, Yijian Cai, David Chaparro, James W. Erikson, Koushik Ganesan, T. R. Geerdts, Thi D Hoang, Thomas M. Horning, Yan Jin, Haixin Liu, Noah Lordi, Zheng Luo, Thanmay S. Menon, Josephine C. Meyer, Emma E. Nelson, Kristin A. Oliver, Jorge L Ramirez Ortiz, Andrew Osborne, A. A. Patterson, Nick Pellatz, John Pitten, Nanako Shitara, Daniel Steckhahn, Aseem Milind Visal, Hongda Wang, Chaoran Wang, Evan Wickenden, John Drew Wilson, Mengyu Wu, Nikolay Yegovtsev, I. Zimmermann, James Holland Aaron, Jumana T. Abdullah, Jonathan M. Abrams, Riley Abrashoff, Andres B. Acevedo, Iker Acha, Daniela M. Meza Acosta, M Adam, Dante Q. Adams, Kalvyn N Poncelet Adams, E. Adams, Zainab A. Akbar, Ushmi H. Akruwala, Adel Al-Ghazwi, Batool H. Alabbas, Areej A. Alawadhi, Yazeed A. Alharbi, Mohammed S. Alahmed, Mohammed A. Albakr, Yusef J. Albalushi, Jonathan Albaum, Ahmed Aldhamen, Nolan Ales, Mohammad Alesmail, Abdulelah Alhabeeb, Dania Alhamli, Isehaq Alhuseini, Suhail Alkaabi, Tameem Alkhezzi, Mohamed Alkubaisi, Nasser Allanqawi, Martin Allsbrook, Yousef A. Almohsen, Justin Thomas Almquist, Teeb Alnaji, Yousef A Alnasrallah, Nicholas Alonzi, Meshal Alosaimi, Emeen Alqabani, Mohammad Al-Rubaie, Reema A. Alsinan, Ava L. Altenbern, Abdullah Altokhais, Saleh A. Alyami, Federico Ameijenda, Hamzi Amer, Meggan Amos, Hunter J. Anderson, Carter Andrew, Jesse C Andringa, Abigail Angwin, Gabreece Van Anne, Andrew Aramians, Camila Villamil Arango, Jack. W. Archibald, Brian A. Arias-Robles, Maryam Aryan, Kevin Ash, Justin Astalos, N. S. Atchley-Rivers, Dakota N. Augenstein, Bryce W. Austin, Abhinav Avula, Matthew C. Aycock, Abdulrahman A. Baflah, Sahana Balaji, Brian Balajonda, Leo M Balcer, J. Baldwin, David J Banda, Titus Bard, Abby Barmore, Grant M. Barnes, Logan D. W. Barnhart, Kevin M. Barone, Jessica L. Bartman, Claire Bassel, Catalina S Bastías, Batchimeg Bat-Ulzii, Jasleen Batra, Lexi Battist, Joshua Bay, S. Beach, Sara Beard, Quinn I. Beato, Ryan Beattie, Thomas G. Beatty, Tristan De La Beaujardiere, Jacob N. Beauprez, M. G. Beck, Lily Beck, Simone E. Becker, Braden Behr, Timothy A. Behrer, Joshua Beijer, Brennan J. Belei, Annelene L. Belknap, Aislyn Bell, Caden Bence, Evan H Benke, Naomi Berhanu, Zachary D. Berriman-Rozen, Chrisanna Bertuccio, Owen A. Berv, Blaine B. Biediger, Samuel J Biehle, Brennen Billig, Jacob Billingsley, Jayce A. Billman, Connor J. Biron, Gabrielle E. Bisacca, Cassidy A. Blake, Guillermo Blandon, Olivia Blevins, Ethan Blouin, Michal Bodzianowski, Taylor A. Boeyink, Matthew Bondar, Lauren Bone, Alberto Espinosa De Los Monteros Bonilla, William T Borelli, Luke R. Borgerding, Troy Bowen, Christine Boyer, Aidan Boyer, A. Boyle, Tom Boyne, Donovan Branch, Ariana E. Brecl, David Brennan, Alexander J Brimhall, Jennifer L. Brockman, Sarah Brookins, Gabriel T. Brown, Cameron L. Brown, Ryan Brown, Jordi Brownlow, Grant Brumage-Heller, Preston J. Brumley, Samuel Bryan, A. Brzostowicz, Maryam Buhamad, Gigi Bullard-Connor, J. R. Ramirez Bunsow, Annemarie C. Burns, John J. Burritt, Nicholas David Burton, Taylor Burton, Celeste E. Busch, Dylan R. Butler, B. W. Buxton, Malena C. Toups, Carter C. Cabbage, Breonna Cage, Jackson R. Cahn, Andrew J Campbell, Braden P. Canales, Alejandro R. Cancio, Luke C. Carey, Emma L. Carillion, Michael Andrew Carpender, Emily Carpenter, Shivank Chadda, Paige Chambers, Jasey Chanders, Olivia M. Chandler, Ethan C. Chang, Mitchell G. Chapman, Logan T. Chapman, Shashank Chavali, Luis Chavez, Kevin Chen, Lily Chen, Sam Chen, J. Y. Chen, Jenisha Chhetri, Bradyn Chiles, Kayla M. Chizmar, Katherine E Christiansen, Nicholas A. Cisne, Alexis Cisneros, David B. Clark, E. Clarke, Peter C Clarkson, Alexis R. Clausi, Brooke Cochran, Ryan W. Coe, Aislinn Coleman-Plante, Jake R. Colleran, Zachary Colleran, Curran Collier, Nathaniel A. Collins, S. Jananne Collins, Jack C. Collins, Michael Colozzi, Aurora Colter, Rebecca A. Cone, Thomas C. Conroy, R. A. Conti, Charles J. Contizano, Destiny J. Cool, Nicholas M. Cooper, Jessica S Corbitt, Jonas Courtney, Olivia Courtney, Corben L. Cox, W. Craig, Joshua B. Creany, A. M. Crews, K. A. Crocker, A. J. Croteau, Christian J. Crow, Zoe A. Cruse, Avril Cruz, Tyler L. Curnow, Hayden Current, Riley T. Curry, Libby Cutler, Aidan St. Cyr, Frederick M. Dabberdt, Johnston Daboub, Olivia Damgaard, Swagatam Das, Emma A. B. Davis, Elyse Debarros, Sean Deel, Megan E. Delasantos, Tianyue Deng, Zachary Derwin, Om Desai, Kai Dewey, John S. Dias, Kenzie A. Dice, R. Dick, Cyrus A. Dicken, Henry Dietrick, Alexis M. Dinser, A. Dixon, Thomas Dixon, C. Helen, Chris H Doan, Connor Doane, Joshua Dodrill, Timothy Doermer, Lizbeth Montoya Dominguez, J. Dominguez, Emerson N. Domke, Caroline R. Doran, Jackson A. Dorr, Philip Dorricott, Danielle C. Dresdner, Michael Driscoll, Kailer H. Driscoll, Sheridan J. Duncan, Christian Dunlap, Gabrielle M. Dunn, Tien Q. Duong, Tomi Oshima Dupeyron, Peter Dvorak, Andrew East, Andrew N. East, Bree Edwards, L Ehrlich, Sara I. Elbashir, Rasce Engelhardt, Jacob Engelstad, Colin England, Andrew Enrich, Abbey Erickson, Benjamin Erickson, Nathan Evans, Calvin A Ewing, Elizabeth Eyeson, Ian Faber, Avery M. Fails, John T Fauntleroy, Kevin Fell, Zitian Feng, Logan D. Fenwick, Nikita Feoktistov, Ryann Fife, John Alfred D. Figueirinhas, J.D. Fisch, Emmalee Fischer, Jules Fischer-White, Aidan F. Fitton, Alexander Fix, Lydia Flackett, Fernando Flores, Aidan Floyd, L. Foco, Adeduni Folarin, Aidan E. Forbes, Elise Fortino, Benjamin L. Fougere, A. Fowler, M. Fox, James M. French, Katherine V. French, Florian G. Frick, Calvin R. Fuchs, Bethany E. S. Fuhrman, Sebastian Furney, Moutamen Gabir, Gabriela Galarraga, Skylar Gale, Keala Gapin, A. J. Garscadden, Rachel Gasser, Lily Gayou, Emily E. Gearhart, Jane Geisman, Julianne R. Geneser, Sl Genne, Julia G Gentile, Eleanor Gentry, J. George, N. Georgiades, Phillip Gerhardstein, Clint Gersabeck, Bandar Abu Ghaith, Dorsa Ghiassi, B. C. Giebner, Dalton Gilmartin, Connor B. Gilpatrick, Michael Gjini, Olivia Golden, Nathan T. Golding, C. A. Goldsberry, Angel R. Gomez, Angel A. Gomez, Sean Gopalakrishnan, Mariam Gopalani, Nicholas Gotlib, Alaina S. Graham, Michael J Gray, Alannah H. Gregory, Joshua A. Gregory, Kristyn Grell, Justus Griego, Nicholas F. Griffin, K. Griffin, M. A. Guerrero, Nicole Gunderson, Mutian Guo, Emil Gustavsson, Grace K. Hach, L. N. Haile, Jessica Haines, Jack J. Mc Hale, Ryder Buchanan Hales, Mark S. Haley, Jacqueline L. Hall, Sean R. Hamilton, Soonhee Han, Tyler Hand, Luke C. Hanley, Connor M Hansen, Joshua A. Hansen, Jonathan Hansson, Tony Yunfei Hao, Nicholas Haratsaris, Isabelle Hardie, Dillon F. Hardwick, Cameron T. Hares, L. Harris, Coyle M. Harris, Omer Hart, Kyle Hashiro, Elsie Hattendorf, Calder Haubrich, Elijah M. Hawat, Griffin A. Hayrynen, Danielle A. Heintz, Tim Hellweg, Angel Hernandez, Emanuel Herrera, Robert N. Herrington, Tim Herwig, Troy Hesse, Quinn Hiatt, Lea Pearl Hibbard, Imari R. Hicks, Andrew J. Hicks, Nigel Highhouse, A. Hildebrand, P. W. Hill, H. A. Hill, Evan Hintsa, Anna E. Hirschmann, Travis Hitt, Ella Ho, Isabelle J. Hoff, Alex Hoffman, Blake A. Hogen, Linda Horne, Timothy J Houck, Noah H. Howell, E. M. Hrudka, J. Hu, Jianyang Huang, Chenqi Huang, S. Huang, Zachary A. Hudson, Nathan C. Hudson, Tyler J. Huebsch, Owen Hull, Samuel C Hunter, Troy Husted, Abigail P. Hutabarat, Leslie Huynh, Antonio E. Samour, Yolande Idoine, Julia A. Ingram, Taro Iovan, Samuel A. Isert, Antonio Salcido-Alcontar, Thomas Jacobsen, Alan A. Jaimes, Connor Jameson, J. R. Jarriel, Sam Jarvis, Josh Jenkins, Alexander V. Jensen, J. H. Jeong, Luke A. Jeseritz, Trevor Jesse, Soo Yeun Ji, Yufan Jiang, Owen V. Johnson, Matthew Johnson, Julia Johnston, Braedon Y. Johnston, Olivia M. Jones, M. R. Jones, Tara Jourabchi, Tony A. House, Parker Juels, Sabrina J. H. T. Kainz, Emily Kaiser, Nicolas Ian Kallemeyn, Madison H. Kalmus, Etash Kalra, Margaret Kamenetskiy, Jeerakit Kanokthippayakun, Shaun D. Kapla, Brennan J. Karsh, Caden J. Keating, Morgan A. Kelley, Michael P. Kelley, Nicholas M. Kelly, James Floyd Kelly, T. Kelly, Christopher M Kelly, Kellen Kennedy, Cayla J. Kennedy, Forrest Kennedy, Abigail Kennedy, Liana Kerr-Layton, Marilyn Ketterer, Ibraheem A. Khan, Usman A. Khan, S. Khanal, Jack L. Kiechlin, Dominic Killian, Kevin Kim, Brian T. Kim, M. Kim, Jake Kim, Aspen Kimlicko, Isabel M Kipp, Hunter B. Kirkpatrick, Natalie Kissner, Emily R. Kite, Olivia R. Kleinhaus, Philip Whiting Knott, W. E. Koch, Greta Koenig, Emily Koke, Thomas Kokes, Yash S. Kothamdi, Zachary A. Krajnak, Zoe M. Kresek, Dylan Kriegman, Jake E. Kritzberg, Davis J. Krueger, Bartłomiej Kubiak, Kirsten Kuehl, Chrisanne Kuester, Nicolas A. Kuiper, Aman Priyadarshi Kumar, Connor Kuybus, Daniel Kwiatkowski, Quintin Y. Lafemina, Kevin Lacjak, Kyle Lahmers, Austin Lam, Kalin Landrey, Maxwell B. Lantz, Zachary Larter, Benjamin P. Lau, Megan Lauzon, Rian Lawlor, Tyler Learned, E. C. Lee, Junwon Lee, Adrianna J. Lee, Justin Lee, Alex Hummel Lee, Christian J Lee, Nathaniel F. Lee, Linzhi Leiker, Dylan Lengerich, Cecilia Leoni, Adrienne R. Lezak, David Y. Li, Isaac Li, Ryan Liao, Bridget Linders, Morgan I Linger, Katherine B. Linnane, S. L. Lippincott, Barrett Lister, Shelby D Litton, Nianzi Liu, Steven Y. Liu, Timothy W. Logan, Nathan Londres, Mia C. Lonergan, Emily Lookhoff, N. E. Loomis, Christian Lopez, Justin Loring, Jeffrey Lucca, Dax Lukianow, Nathan M. Cheang, William Macdonald, Claire A. Madonna, Kasey O. Madsen, Tiffany E. Maksimuk, Macguire Mallory, Ryan A. Malone, Blake Maly, Xander R. Manzanares, Aimee S. Maravi, Serafima M. Marcus, Nasreen Marikar, Josie A. Marquez, Mathew J. Marquez, Lauren Marsh, Toni Marsh, Logan S. Martin, Alexa M. Martinez, Jose R. Martinez, Hazelia K. Martinez, Cara Martyr, Mirna Masri, Giorgio Matessi, Adam Izz Khan Mohd Reduan Mathavan, Randi M. Mathieson, Kabir P. Mathur, Graham Mauer, Victoria A. Mayer, Liam Mazzotta, Glen S. Mccammon, Rowan Mcconvey, T. McCormick, Andrew Mccoy, Kelleen Mcentee, Meaghan V. Mcgarvey, Riley M. Mcgill, James K. Mcintyre, Finbar K. Mckemey, Zane Mcmorris, J. J. McMullan, Ella McQuaid, Caden Mcvey, Kyle Mccurry, Mateo M. Medellin, Melissa Medialdea, Amar Mehidic, Stella Meillon, Jonah B. Meiselman-Ashen, Sarah Mellett, Dominic Menassa, Citlali Mendez, Patricia Mendoza-Anselmi, Riley Menke, Sarah Mesgina, William J. Mewhirter, E. Meyer, Aya M. Miften, Ethan J. Miles, Andrew Miller, Joshua B. Miller, Emily B. Millican, Sarah J. Millican, Dylan P. Mills, Josh Minimo, Jay H. Misener, Alexander J. Mitchell, Alexander Z. Mizzi, Luis Molina-Saenz, Tyler S Moll, Hayden Moll, Maximus Montano, Michael J. Montoya, Eli Monyek, Jacqueline Rodriguez Mora, Gavin N. Morales, G Morales, Annalise M. Morelock, Cora Morency, Angel J. Moreno, Remy Morgan, Alexander P. Moss, Brandon A. Muckenthaler, Alexander Mueller, Owen T. Mulcahy, Aria T. Mundy, Alexis A. Muniz, M. Murphy, Madalyn C. Murphy, Ryan C. Murphy, Tyler Murrel, Andrew J. Musgrave, Michael Myer, Kshmya Nandu, Elena R. Napoletano, Abdulaziz Naqi, Anoothi Narayan, Liebe Nasser, Brenna K Neeland, Molly Nehring, Maya Li Nelson, Lena P. Nguyen, Lena Nguyen, Leonardo Nguyen, Valerie A. Nguyen, Khoa D. Nguyen, Kelso Norden, Cooper Norris, D. Carrasco Nunez, Rosemary O. Nussbaum, Cian O’Sullivan, Ian O’Neill, Steven Oakes, Anand Odbayar, Caleb Ogle, Sean Oishi-Holder, Nicholas Olguin, Nathaniel P. Olson, Jason Ong, Elena N. Opp, Dan Orbidan, Ryan Oros, Althea E. Ort, Matthew Osborn, Austin Osogwin, Grant Otto, Jessica Oudakker, Igor Overchuk, Hannah M. Padgette, Jacqueline Padilla, Mallory Palizzi, Madeleine L. Palmgren, Adler Palos, Luke J. Pan, Nathan L. Parker, Sasha R. Parker, Evan J. Parkinson, Anish Parulekar, Paige J. Pastor, Kajal Patel, Akhil Patel, Neil S. Patel, Samuel Patti, Catherine Patton, Genevieve K. Payne, Matthew P. Payne, Harrison M. Pearl, Charles B. Beck Von Peccoz, Alexander J. Pedersen, Lily M. Pelster, Munisettha E. Peou, Freddy Perez, Anneliese Pesce, Audrey J. Petersen, B. Peterson, Romeo S. L. Petric, Joshua Pettine, Ethan J. Phalen, Alexander V. Pham, Denise M. Phan, Callie C Pherigo, Lance Phillips, Justin Phillips, Krista Phommatha, Alex Pietras, Tawanchai P. Pine, Sedique Pitsuean-Meier, Andrew M. Pixley, Will Plantz, William C. Plummer, Kaitlyn E. Plutt, Audrey E. Plzak, Kyle Pohle, Hyden Polikoff, Matthew Pollard, Madelyn Polly, Trevor J. Porter, David Price, Nicholas K. Price, Gale H. Prinster, Henry Austin Propper, Josh Quarderer, Megan S. Quinn, Oliver Quinonez, Devon Quispe, Cameron Ragsdale, Anna L. Rahn, Malika Rakhmonova, Anoush K Ralapanawe, Nidhi Ramachandra, Nathaniel Ramirez, A. Ramirez, Sacha Ramirez, Parker Randolph, Anurag Ranjan Lila, Frederick C Rankin, Sarah Grace Rapaport, Nicholas O Ratajczyk, Mia G. V. Ray, Brian D. Reagan, John C. Recchia, Brooklyn J. Reddy, Joseph Reed, C. M. Reed, Justin Reeves, Eileen N. Reh, Ferin J. Von Reich, Andrea B. Reyna, Alexander Reynolds, Hope Reynolds, Matthew Rippel, Guillermo A. Rivas, Anna Linnea Rives, Amanda M. Robert, Samuel M. Robertson, M. Rodgers, Stewart Rojec, Andres C. Romero, Ryan Rosasco, Beth Rossman, Michael Rotter, Tyndall Rounsefell, C. A. Rouse, Allie C. Routledge, Marc G. Roy, Zoe A. Roy, Ryan Ruger, Kendall Ruggles-Delgado, Ian C. Rule, Madigan Rumley, Brenton M. Runyon, Collin Ruprecht, Bowman Russell, Sloan Russell, Diana Ryder, David Saeb, Violeta Salazar, Maxwell Saldi, Jose A. Salgado, Adam D. Salindeho, Ethan S. Sanchez, Gustavo Sanchez-Sanchez, Darian Sarfaraz, Sucheta Sarkar, Ginn A. Sato, Carl Savage, Marcus T. Schaller, Benjamin T. Scheck, Jared A. W. Schlenker, Matthew J Schofer, S. Schubert, Courtney Schultze, Grace K Schumacher, Kasper Seglem, Lauren Serio, Octave Seux, Hannan Shahba, Callie D. Shannahan, Shajesh Sharma, Nathan Shaver, Timothy Shaw, Arlee K. Shelby, Emma Shelby, Grace Shelchuk, Tucker Sheldrake, Daniel P. Sherry, K Shi, Amanda M. Shields, Kyungeun Shin, Michael C. Shockley, Dominick Shoha, Jadon Shortman, Mitchell Shuttleworth, Lisa Sibrell, Molly Sickler, Nathan Siles, H. K. Silvester, Conor Simmons, Dylan Simone, Anna Simone, Savi Singh, Maya A. Singh, Madeline Sinkovic, Leo Sipowicz, Chris Sjoroos, Ryan Field Slocum, Colin Slyne, Korben Smart, Alexandra N. Smith, Kelly Smith, Corey Smith, Elena K. Smith, Samantha M. Smith, Percy Smith, Trevor Smith, Greg Snyder, Daniel A. Soby, Arman S. Sohail, William J. Solorio, Lincoln Solt, Caitlin Soon, Ava A Spangler, Benjamin C. Spicer, A. K. Srivastava, Emily Stamos, Peter Starbuck, E. Stärk, Travis Starling, Caitlyn Staudenmier, Sheen L. Steinbarth, Christopher H. Steinsberger, Tyler Stepaniak, Ellie N. Steward, T. C. Stewart, Cooper N. Stratmeyer, Grant L. Stratton, Jordin L. Stribling, S. A Sulaiman, Brandon J. Sullivan, M. E. Sundell, Sohan N. Sur, Rohan Suri, Jason R. Swartz, Joshua D. Sweeney, Konner Syed, Emi Szabo, Philip Szeremeta, Michael-Tan D. Ta, Nolan C. Tanguma, Kyle Taulman, Nicole Taylor, Eleanor Taylor, Liam C. Taylor, K. E. Tayman, Yesica Tellez, Richard Terrile, Corey D Tesdahl, Quinn N. Thielmann, Gerig M. Thoman, Daniel Thomas, William N. Thompson, Noah R. Thornally, Darien P. Tobin, Kelly Ton, Nathaniel J. Toon, Kevin Tran, Bryn Tran, Maedee Trank-Greene, Emily D. Trautwein, Robert B. Traxler, J.F. Tressler, Tyson R. Trofino, Thomas Troisi, Benjamin L. Trunko, Joshua K. Truong, Julia Tucker, Thomas D Umbricht, C. H. Uphoff, Zachary T. Upthegrove, Shreenija Vadayar, Whitney Valencia, Mia M. Vallery, Eleanor Vanetten, John D. Vann, Ilian Varela, Alexandr Vassilyev, Nicholas J. Vaver, Anjali A. Velamala, Evan Vendetti, Nancy Ortiz Venegas, Aditya V. Vepa, Marcus T. Vess, Jenna S. Veta, Andrew Victory, Jessica Vinson, Connor Maklain Vogel, Michaela Wagoner, Steven P. Wallace, L. Wallace, C. Waller, Jiawei Wang, Keenan Warble, N. R. D. Ward-Chene, James Adam Watson, Robert J. Weber, Aidan B. Wegner, Anthony A Weigand, A. M. Weiner, Ayana West, Ethan Benjamin Wexler, Nicola H. Wheeler, Jamison R. White, Zachary White, Oliver S. White, Lloyd C. Whittall, Isaac Wilcove, Blake C. Wilkinson, John S. Willard, Abigail K. Williams, Sajan Williams, Orion K. Wilson, Evan M. Wilson, Timothy Wilson, Connor B. Wilson, Briahn Witkoff, Aubrey M. Wolfe, Jackson R. Wolle, Travis M. Wood, Aiden L. Woodard, Katelynn Wootten, Catherine Xiao, Jianing Yang, Z. Yang, T. Young, Isabel M. Young, Thomas Zenner, J. Y. Zhang, Tianwei Zhao, Tiannie Zhao, Noah Y. Zhao, C. Zhou, Josh J Ziebold, L. Ziegler, James C. Zygmunt, Jinhua Zhang, H. J. Lewandowski
Bibliographic record
VenueThe Astrophysical Journal · 2023
Typearticle
Languageen
FieldPhysics and Astronomy
TopicSolar and Space Plasma Dynamics
Canadian institutionsnot available
FundersMcGill UniversityDivision of Materials ResearchNational Aeronautics and Space AdministrationNational Centers for Environmental InformationNational Oceanic and Atmospheric AdministrationNational Science Foundation
KeywordsPhysicsFlareNanoflaresAstrophysicsSolar flareCoronal loopMagnetic reconnectionSolar physicsCoronal mass ejectionCorona (planetary geology)AstronomyPlasmaSolar windNuclear physics
Abstract
Abstract Flare frequency distributions represent a key approach to addressing one of the largest problems in solar and stellar physics: determining the mechanism that counterintuitively heats coronae to temperatures that are orders of magnitude hotter than the corresponding photospheres. It is widely accepted that the magnetic field is responsible for the heating, but there are two competing mechanisms that could explain it: nanoflares or Alfvén waves. To date, neither can be directly observed. Nanoflares are, by definition, extremely small, but their aggregate energy release could represent a substantial heating mechanism, presuming they are sufficiently abundant. One way to test this presumption is via the flare frequency distribution, which describes how often flares of various energies occur. If the slope of the power law fitting the flare frequency distribution is above a critical threshold, α = 2 as established in prior literature, then there should be a sufficient abundance of nanoflares to explain coronal heating. We performed >600 case studies of solar flares, made possible by an unprecedented number of data analysts via three semesters of an undergraduate physics laboratory course. This allowed us to include two crucial, but nontrivial, analysis methods: preflare baseline subtraction and computation of the flare energy, which requires determining flare start and stop times. We aggregated the results of these analyses into a statistical study to determine that α = 1.63 ± 0.03. This is below the critical threshold, suggesting that Alfvén waves are an important driver of coronal heating.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Simulation or modeling · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.597
Threshold uncertainty score1.000
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
Opus teacher head0.012
GPT teacher head0.269
Teacher spread0.258 · how far apart the two teachers sit on this one work
Validation status
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
Study designSimulation or modeling
Domainnot available
GenreEmpirical
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".
Quick stats
Citations8
Published2023
Admission routes1
Has abstractyes