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Record W4399271346 · doi:10.1093/brain/awae176

Towards cascading genetic risk in Alzheimer’s disease

2024· article· en· W4399271346 on OpenAlexfundno aff
André Altmann, Leon Aksman, Neil P. Oxtoby, Alexandra L. Young, Michael W. Weiner, Paul Aisen, Ronald Petersen, Michael Weiner, William Jagust, Susan Landau, Mónica Rivera Mindt, Ozioma C. Okonkwo, Laurel Beckett, Danielle Harvey, Robert C Green, Andrew J. Saykin, Kwangsik Nho, Duygu Tosun, Tom Montine, Cat Conti, Rachel L. Nosheny, Juliet Fockler, Melanie J. Miller, Catherine Conti, Winnie Kwang, Chengshi Jin, Miriam T. Ashford, Derek Flenniken, Adrienne Kormos, Michael Rafii, Rema Raman, Gustavo Jimenez‐Maggiora, Michael Donohue, Jennifer Salazar, Andrea Fidell, Virginia Boatwright, Justin Robison, Caileigh Zimmerman, Yuliana Cabrera, Sarah Walter, Taylor Clanton, Elizabeth Shaffer, Caitlin Webb, Lindsey Hergesheimer, Stephanie Smith, Sheila Ogwang, Olusegun Adegoke, Payam Mahboubi, Jeremy Pizzola, Cecily Jenkins, Naomi Saito, Kedir Adem Hussen, Hannatu Amaza, Mai Seng Thao, Shaniya Parkins, Omobolanle Ayo, Matt Glittenberg, Isabella Hoang, Kaori Kubo Germano, Joe Strong, Trinity Weisensel, Fabiola Magana, Lisa Thomas, Vanessa Guzmán, Adeyinka Ajayi, Joseph Di Benedetto, Sandra Talavera, Joel P. Felmlee, Nick C. Fox, Paul Thompson, Charles DeCarli, Arvin Forghanian-Arani, Bret Borowski, Calvin Reyes, Caitie Hedberg, Chad Ward, Christopher G. Schwarz, Denise Reyes, Jeff Gunter, John Moore-Weiss, Kejal Kantarci, Leonard Matoush, Matthew L. Senjem, Prashanthi Vemuri, Robert W. Reid, Ian G. Malone, Sophia I. Thomopoulos, Talia M. Nir, Neda Jahanshad, Alexander Knaack, Evan Fletcher, Duygu Tosun, Stephanie Rossi Chen, Mark Choe, Karen Crawford, Paul A. Yushkevich, Sandhitsu R. Das, Robert A. Koeppe, Gil D. Rabinovici, Victor L. Villemagne, Brian J. Lopresti, John C. Morris, Erin Franklin, Haley Bernhardt, Nigel J. Cairns, Lisa Taylor‐Reinwald, Maxwell Lee, Magdalena Korecka, Magdalena Brylska, Yang Wan, John Q. Trojanowki, Scott Neu, Tatiana M. Foroud, Taeho Jo, Shannon L. Risacher, Hannah Craft, Liana G. Apostolova, Kelly Nudelman, Kelley Faber, Zoë Potter, Kaci Lacy, Rima Kaddurah-Daouk, Li Shen, Jason Karlawish, Claire M. Erickson, Joshua D. Grill, Emily A. Largent, Kristin Harkins, Leon J. Thal, Zaven Kachaturian, R.T. Frank, Peter J. Snyder, Neil Buckholtz, John Hsiao, Laurie Ryan, Susan Molchan, Zaven S. Khachaturian, Maria Carrillo, William Z. Potter, Lisa L. Barnes, Marie Bernard, Héctor Alfredo Baptista González, Carole Ho, Jonathan Jackson, Eliezer Masliah, Donna Masterman, Richard J. Perrin, Nina Silverberg, Lisa C. Silbert, Jeffrey Kaye, Sylvia S. White, Aimee Pierce, Amy Thomas, Tera Clay, Daniel L. Schwartz, G. Devereux, Janet Taylor, Jennifer D. Ryan, Mike Nguyen, Madison DeCapo, Yanan Shang, Lon S. Schneider, Cynthia Muñoz, Diana Ferman, Carlota Conant, Katherin Martin, Kristin Oleary, Sonia Pawluczyk, Elizabeth Trejo, Karen Dagerman, Liberty Teodoro, Mauricio Becerra, Madiha Fairooz, Sonia Garrison, Julia Boudreau, Yair Avila, James M. Brewer, Aaron Jacobson, Antonio Gama, Chi Kim, Emily Little, Jennifer C. Frascino, Nichol Ferng, Socorro Trujillo, Judith L. Heidebrink, Steven MacDonald, Dariya Malyarenko, Jaimie Ziolkowski, James P.B. O’Connor, Nicole Robert, Suzan Lowe, Virginia Rogers, Barbara Hackenmiller, Bradley Boeve, Colleen S. Albers, Connie Kreuger, David Jones, David S. Knopman, Hugo Botha, Jessica Magnuson, Jonathan Graff-Radford, Kerry Crawley, Michaël Schumacher, Sanna McKinzie, Steven Smith, Tascha Helland, Val J. Lowe, Vijay K. Ramanan, Valory Pavlik, Jacob Faircloth, Jeffrey Bishop, Maria Chaudhary, Maria Kataki, Melissa Yu, Nathiel Pacini, Randall Barker, Regan Brooks, Ruchi Aggarwal, Lawrence S. Honig, Yaakov Stern, Akiva Mintz, Jonathan Cordona, Michelle L. Hernandez, Justin M. Long, Abbey Arnold, Alex Groves, Anna Middleton, Blake Vogler, Cierra McCurry, Connie Mayo, Cyrus A. Raji, Fatima Amtashar, Heather Klemp, Heather Nicole Elmore, James Ruszkiewicz, Jasmina Kusuran, Jasmine Stewart, Jennifer Horenkamp, Julia Greeson, Kara Wever, Katie D. Vo, Kelly Larkin, Lisa Schoolcraft, Lora Gallagher, Madeline Paczynski, M. G. McMillan, Michael Holt, Nicole Gagliano, Rachel L. Henson, Renee LaBarge, Robert A. Swarm, Sarah Munie, Serena Cepeda, Stacey Winterton, TaNisha Wilson, Tanya Harte, Zach Bonacorsi, David Geldmacher, Amber Watkins, Brandi Barger, Bryan Smelser, Charna Bates, Cynthia Stover, Emily McKinley, Gregory Ikner, Haley Hendrix, Harold Matthew Cooper, J. A. Mahaffey, Lindsey Booth Robbins, Loren Brown Ashley, Marissa Natelson-Love, Princess Carter, Veronika Solomon, Hillel Grossman, Alexandra Groome, Allison Ardolino, Anthony Kaplan, Faye Sheppard, Genesis Burgos-Rivera, Gina Garcia-Camilo, Joanne Lim, Judith Neugroschl, Kimberly Jackson, Kirsten Evans, Laili Soleimani, Mary Sano, Nasrin Ghesani, Sarah Binder, Xiomara Mendoza Apuango, Amelia Troutman, Kimberly S. Blanchard, Arlene Richards, Grace Nelson, Kirsten Hendrickson, Erin Yurko, J. Plenge, Victoria Rufo, Raj C. Shah, Ranjan Duara, Brendan Lynch, Cesar Chirinos, Christine Dittrich, Debbie Campbell, Diego Mejia, Gilberto Perez, Helena Colvee, Joanna Gonzalez, Josalen Gondrez, J Knaack, Mara Acevedo, Maria Cereijo, Maria T. Greig‐Custo, Michelle Villar, Morris Wishnia, Sheryl Detling, Warren Barker, Marilyn Albert, Abhay Moghekar, Barbara Rodzon, Corey Demsky, Gregory M. Pontone, Leonie Farrington, Martin G. Pomper, Nicole L. Johnson, Tolulope Alo, Martin Sadowski, Anaztasia Ulysse, Arjun V. Masurkar, B Marti, David Mossa, Emilie Geesey, Emily Petrocca, Evan T. Schulze, Jennifer Wong, Joseph Boonsiri, Sunnie Kenowsky, Tatianne Martinez, Veronica Briglall, P. Murali Doraiswamy, Adaora Nwosu, Alisa Adhikari, Cammie Hellegers, Jeffrey R. Petrella, Olga James, Terence Z. Wong, Thomas C. Hawk, Sanjeev Vaishnavi, Hannah McCoubrey, Ilya M. Nasrallah, Rachel Rovere, Jeffrey Maneval, Elizabeth J. Robinson, Francisco Rivera, Jade Uffelman, Martha A. Combs, Patricia O’Donnell, Sara L. Manning, Richard King, Alayne Nieto, Amanda C. Glueck, Anjana Mandal, Audrie Swain, Bethanie Gamble, Beverly Meacham, Denece Forenback, Dorothy Ross, Elizabeth Cheatham, Ellen Hartman, Gary Cornell, Jordan P. Harp, Laura Ashe, Laura Goins, Linda Watts, Morgan Yazell, Prabin Mandal, Regan Buckler, S.R. Vincent, Triana Rudd, Oscar L. López, Ann Arlene Malia, Caitlin Chiado, Cary Zik, K. E. Savage, Linda Fenice, MaryAnn Oakley, Paige C Tacey, Sarah Berman, Sarah Bowser, Xanthia Saganis, Anton P. Porsteinsson, Abigail Mathewson, Asa Widman, Bridget Holvey, Emily Clark, Esmeralda Morales, I.D. Young, Kevin Hopkins, Kimberly Martin, Nancy Kowalski, Rebecca Hunt, Roberta Calzavara, Russell Kurvach, Stephen D’Ambrosio, Gaby Thai, Beatriz Vides, Brigit Lieb, Catherine Mc-Adams-Ortiz, Cyndy Toso, Ivan Mares, Kathryn Moorlach, Luter Liu, Maria Corona, Mary Nguyen, Melanie Tallakson, Michelle N. McDonnell, Milagros Rangel, Neetha Basheer, Patricia Place, Romina A. Romero, Steven Tam, Trung Dung Nguyen, Abey Thomas, Alexander O. Frolov, Alka Khera, Amy Browning, Brendan Kelley, Courtney Dawson, Dana Mathews, Elaine Most, Elizeva Phillips, Lynn Nguyen, Maribel Nunez, Matalin Miller, Matthew R. Jones, Natalie Martinez, Rebecca Logan, Roderick McColl, Sari Pham, Tiffani Fox, Tracey Moore, Allan I. Levey, Abby Brown, Andrea Kippels, Ashton Ellison, Casie Lyons, Chadwick M. Hales, Cindy Parry, Courtney Williams, Elizabeth McCorkle, Guy H. Harris, Heather Rose, Inara Jooma, Jahmila Al-Amin, James J. Lah, James Webster, Jessica Swiniarski, Laura Donnelly, Lauren Mariotti, Mary Locke, Phyllis Vaughn, Rachael Penn, Sallie Carpentier, Samira Yeboah, Sarah Basadre, Sarah Malakauskas, Stefka Lyron, Tara Villinger, Terra Burney, Jeffrey M. Burns, Ala Abusalim, Alexandra Dahlgren, Alexandria Montero, Anne Arthur, Heather Dooly, Katelynn Kreszyn, Katherine Berner, Lindsey Gillen, Maria Scanlan, Mercedes Madison, Nicole Mathis, Phyllis Switzer, Ryan Townley, Samantha Fikru, Samantha Sullivan, Ella Wright, Maryam Beigi, Anthony Daley, Ashley Ko, Brittney Luong, Glen Nyborg, Jessica Morales, Kelly A. Durbin, Lauren Garcia, Leila Parand, Lorena Macias, Lorena Monserratt, Maya Farchi, Pauline Wu, Robert Hernandez, Thao Rodriguez, Neill R. Graff‐Radford, A’llana Marolt, Anton Thomas, Deborah Aloszka, Ercilia Moncayo, Erin Westerhold, Gregory S. Day, Kandise Chrestensen, Mary Imhansiemhonehi, Sochenda Stephens, Sylvia Grant, Jared R. Brosch, Amy Perkins, Aubree Saunders, Debra Silberberg Kovac, Heather Polson, Isabell Mwaura, Kassandra Mejia, Katherine Britt, Kathy King, Kayla Nichols, Kayley Lawrence, Lisa Rankin, Martin Farlow, Patricia Wiesenauer, Robert Bryant, Scott Herring, Sheryl Lynch, Skylar Wilson, Traci Day, William Korst, Christopher van Dyck, Adam P. Mecca, Alyssa Miller, Amanda Brennan, Amber Khan, Audrey Ruan, Carol Gunnoud, Chelsea Mendonca, Danielle Raynes-Goldfinger, Elaheh Salardini, Elisa Hidalgo, Emma Cooper, E.A. Singh, Erin R. Murphy, Jeanine May, Jesse Stanhope, Jessica Lam, Julia Waszak, Kimberly Nelsen, Kimberly Sacaza, Mayer Joshua Hasbani, Meghan Donahue, Ming-Kai Chen, Nicole Barcelos, Paul Eigenberger, Robin Bonomi, Ryan S. O’Dell, Sarah Jefferson, Siddharth Khasnavis, Stephen Smilowitz, Susan DeStefano, Susan P. Good, Terry Camarro, Vanessa Clayton, Yanis Cavrel, YuQuan Oliver Lu, Howard Chertkow, Howard Bergman, Chris Hosein, Sandra E. Black, Anish Kapadia, Aparna Bhan, Benjamin Lam, Christopher J.M. Scott, Gillian Gabriel, Jennifer Bray, Ljubica Zotovic, Maria Samira Gutierrez, Mario Masellis, Marjan Farshadi, Maurylette Gui, Meghan Mitchell, Rebecca C. Taylor, Ruby Endre, Zhala Taghi-Zada, Carolyn English, Ellen Kim, Eugene Yau, Haley Tong, Laura Barlow, Lauren Jennings, Michele Assaly, Paula Villela Nunes, Tahlee Marian, Andrew Kertesz, John Rogers, Dick Trost, Dylan Wint, Charles Bernick, Donna Munic, Ian Grant, Aaliyah Korkoyah, A. Raja, Allison Lapins, Caila Ryan, Jelena Pejić, Kailey Basham, Leena Lukose, Loreece Haddad, Lucas Quinlan, Nathaniel Houghtaling, Carl Sadowsky, Walter Martínez, Teresa Villena, Brigid Reynolds, Angelica Forero, Carolyn Ward, Emma Brennan, Esteban Figueroa, Giuseppe Esposito, Jessica Mallory, Kathleen Johnson, Kathryn Turner, Katie Seidenberg, Kelly McCann, Margaret Bassett, Melanie Chadwick, Raymond Scott Turner, Robin Bean, Saurabh Sharma, Gad Marshall, Aferdita Haviari, Alison Pietras, Bradley Wallace, Catherine E. Munro, Gladiliz Rivera-Delpin, Hadley Hustead, Isabella Levesque, Jennifer Ramirez, Karen A. Nolan, Kirsten Glennon, Mariana Palou, Michael Erkkinen, Nicole DaSilva, Pamela Friedman, Regina M Silver, Ricardo Salazar, Roxxanne Polleys, Scott McGinnis, Seth A. Gale, Tia C. Hall, Tuan Luu, Steven Chao, Emmeline Lin, Jaila Coleman, Kevin Epperson, Minal Vasanawala, Alireza Atri, Amy Rangel, Brittani Evans, Candy Monarrez, Carol Cline, Carolyn Liebsack, Daniel Bandy, Danielle Goldfarb, Debbie Intorcia, Jennifer Olgin, Kelly Clark, Kelsey King, Kylee York, Marina Reade, Michael Callan, Michael J. Glass, Michaela Johnson, Michele Gutierrez, Molly Goddard, Nadira Trncic, Parichita Choudhury, P. V. Reyes, Serena Lowery, Shaundra Hall, Sonia Olgin, Stephanie Santiago, Michael L. Alosco, Alyssa Ton, Amanda Jiménez, Andrew Ellison, Brandon Anderson, Della Carter, Donna Veronelli, Steven Lenio, Jesse Mez, Jason Weller, Jennifer Johns, Jessica Harkins, Alexa Puleio, Ina Hoti, Jane Mwicigi, Olivia Schultz, Mona Lauture, Ridiane Denis, Ronald Killiany, Sarab Singh, Wendy Qiu, Ycar Devis, Thomas O. Obisesan, Andrew Stone, Debra Ordor, Ifreke Udodong, Immaculata Okonkwo, Javed Khan, Jillian Turner, Kyliah Hughes, Oshoze Kadiri, Charles J. Duffy, Ariana Moss, Katherine Stapleton, Mária Tóth, Marianne Sanders, Martin Ayres, Melissa Hamski, Parianne Fatica, Paula Ogrocki, Sarah Ash, Stacy Pot, Doris Chen, Andrés Soto, Costin Tanase, David Bissig, Hafsanoor Vanya, Heather Russell, Hongzheng Zhang, Kelly Wallace, Kristi Ayers, Maria Gallegos, Martha R. Forloines, M. Sinn, Queennie Majorie S Kahulugan, Richard Isip, Sandra Calderon, Talia Hamm, Michael Borrie, T-Y Lee, Robert Bartha, Sterling Johnson, Sanjay Asthana, Cynthia M. Carlsson, Allison Perrin, Pierre N. Tariot, Adam Fleisher, Stephanie Reeder, Horacio Capote, Allison Emborsky, Anna G. Mattle, Bela Ajtai, Ben Wagner, Bennett Myers, Daryn Slazyk, Delaney Fragale, Erin Fransen, Heather Macnamara, J M Falletta, Joseph Hirtreiter, Laszlo Mechtler, Megan C. King, Michael Asbach, Michelle Rainka, R Zawislak, Scott Wisniewski, Stephanie O'Malley, Tatiana Jimenez-Knight, Todd Peehler, Traci Aladeen, Vernice Bates, Violet Wenner, Wisam Elmalik, Douglas W. Scharre, Arun Ramamurthy, Soumya Bouchachi, Rawan Tarawneh, Dzintra Celmins, Alicia Leader, Chris Figueroa, Heather Bauerle, Katlynn Patterson, Michael Reposa, Steven Presto, Tuba Ahmed, Wendy Stewart, Godfrey D. Pearlson, Karen Blank, Karen Anderson, Robert B. Santulli, Eben S. Schwartz, Jeff D. Williamson, Alicia Jessup, A. Williams, Crystal Duncan, Abigail O’Connell, Karen Gagnon, Ezequiel Zamora, James Bateman, Freda Crawford, Deb Thompson, E. R. C. Walker, Jennifer Rowell, Mikell White, Phillip Hunter Ledford, Sarah Bohlman, Susan Henkle, Joseph Bottoms, Lena Moretz, Bevan Hoover, Michael Shannon, Samantha Rogers, Wendy Baker, William Harrison, Chuang-Kuo Wu, Alexis DeMarco, Ava Stipanovich, Daniel Arcuri, Jan Clark, Jennifer Davis, Kerstin Doyon, Marie Amoyaw, Mauro Veras Acosta, Ronald Bailey, S. Warren, Terry Fogerty, Victoria Sanborn, Meghan Riddle, Stephen Salloway, Paul Malloy, Stephen Correia, Charles Windon, Morgan Blackburn, Howard J. Rosen, Bruce L. Miller, Amanda Smith, Ijeoma Mba, Jenny Echevarria, Emily Roglaski, Meagan Yong, Rebecca Devine, Hamid Okhravi, Edgardo Rivera, Teresa Kalowsky, C. Smith, Christina Rosario, Joseph C. Masdeu, Richard H. Le, Maushami Gurung, Marwan N. Sabbagh, Angélica García, Micah Ellis Slaughter, Nadeen Elayan, Skieff Acothley, Nunzio Pomara, Raymundo Hernando, Vita Pomara, Olga Brawman‐Mintzer, Allison Acree, Arthur Williams, Campbell Long, Rebecca Long, Paul Newhouse, Sydni Jenee Hill, Amy Boegel, Sudha Seshadri, Amy R. Saklad, Floyd Jones, William T. Hu, Victor Sotelo, Yaneicy Gonazalez Rojas, Jacobo Mintzer, Crystal Flynn Longmire, Kenneth Spicer, Daniel C. Alexander, Frederik Barkhof, Maryam Shoai, John Hardy, Jonathan M. Schott

Bibliographic record

VenueBrain · 2024
Typearticle
Languageen
FieldMedicine
TopicAlzheimer's disease research and treatments
Canadian institutionsnot available
FundersNational Research, Development and Innovation OfficeNational Health and Medical Research CouncilMedical Research CouncilMedical Research Council CanadaMinistero della SaluteAlzheimer’s Research UKNemzeti Kutatási Fejlesztési és Innovációs HivatalZonMwWolfson FoundationBritish Heart FoundationUniversity College LondonUK Research and InnovationBrain Research UKNational Institute for Health and Care ResearchEU Joint Programme – Neurodegenerative Disease ResearchWeston Brain InstituteAgence Nationale de la RechercheWellcome TrustAlzheimer's Disease Neuroimaging InitiativeNational Institute on AgingAlzheimer's Association
KeywordsHazard ratioNeurodegenerationApolipoprotein EAlzheimer's Disease Neuroimaging InitiativeDiseaseOncologyAlzheimer's diseaseBiomarkerInternal medicineProportional hazards modelCohortConfidence intervalMedicineAllelePsychologyBiologyGeneticsGene

Abstract

fetched live from OpenAlex

Alzheimer's disease typically progresses in stages, which have been defined by the presence of disease-specific biomarkers: amyloid (A), tau (T) and neurodegeneration (N). This progression of biomarkers has been condensed into the ATN framework, in which each of the biomarkers can be either positive (+) or negative (-). Over the past decades, genome-wide association studies have implicated ∼90 different loci involved with the development of late-onset Alzheimer's disease. Here, we investigate whether genetic risk for Alzheimer's disease contributes equally to the progression in different disease stages or whether it exhibits a stage-dependent effect. Amyloid (A) and tau (T) status was defined using a combination of available PET and CSF biomarkers in the Alzheimer's Disease Neuroimaging Initiative cohort. In 312 participants with biomarker-confirmed A-T- status, we used Cox proportional hazards models to estimate the contribution of APOE and polygenic risk scores (beyond APOE) to convert to A+T- status (65 conversions). Furthermore, we repeated the analysis in 290 participants with A+T- status and investigated the genetic contribution to conversion to A+T+ (45 conversions). Both survival analyses were adjusted for age, sex and years of education. For progression from A-T- to A+T-, APOE-e4 burden showed a significant effect [hazard ratio (HR) = 2.88; 95% confidence interval (CI): 1.70-4.89; P < 0.001], whereas polygenic risk did not (HR = 1.09; 95% CI: 0.84-1.42; P = 0.53). Conversely, for the transition from A+T- to A+T+, the contribution of APOE-e4 burden was reduced (HR = 1.62; 95% CI: 1.05-2.51; P = 0.031), whereas the polygenic risk showed an increased contribution (HR = 1.73; 95% CI: 1.27-2.36; P < 0.001). The marginal APOE effect was driven by e4 homozygotes (HR = 2.58; 95% CI: 1.05-6.35; P = 0.039) as opposed to e4 heterozygotes (HR = 1.74; 95% CI: 0.87-3.49; P = 0.12). The genetic risk for late-onset Alzheimer's disease unfolds in a disease stage-dependent fashion. A better understanding of the interplay between disease stage and genetic risk can lead to a more mechanistic understanding of the transition between ATN stages and a better understanding of the molecular processes leading to Alzheimer's disease, in addition to opening therapeutic windows for targeted interventions.

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 imitation

Not 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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.551
Threshold uncertainty score0.730

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.001

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 head0.036
GPT teacher head0.346
Teacher spread0.310 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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

Citations12
Published2024
Admission routes1
Has abstractyes

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