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Cost-Utility Analysis of Accelerated and Standard Strategies for Renal Replacement Therapy Initiation
Jeff Round, İlke Akpinar, Charles Yan, Natasha Patel, Sasha van Katwyk, Carmel Montgomery, Ron Wald, Sean M. Bagshaw, Rinaldo Bellomo, Glenn M. Eastwood, Leah Peck, Helen Young, Peter Krüger, Gordon Laurie, Emma Saylor, Jason Meyer, Ellen Venz, Krista Wetzig, Craig French, Forbes McGain, John Mulder, Gerard Fennessy, Sathyajith Koottayi, Samantha Bates, Miriam Towns, Rebecca Morgan, Anna Tippett, Andrew Udy, Chris Mason, Elisa Licari, Dashiell Gantner, Jason McClure, Alistair Nichol, Phoebe McCracken, Emma Martin, Shirley Vallance, Meredith Young, Chelsey Vladic, Steve McGloughlin, David Gattas, Heidi Buhr, Jennifer Coles, Debra Hutch, James Wun, Louise Cole, Christina Whitehead, Julie Lowrey, Kristy Masters, Rebecca Gresham, Victoria Campbell, David Gutierrez, Jane Brailsford, Loretta Forbes, Lauren Murray, Teena Maguire, Martina NiChonghaile, Neil Orford, Allison Bone, Tania Elderkin, Tania Salerno, Tim Chimunda, Jason Fletcher, Emma Broadfield, Sanjay Porwal, Cameron Knott, Catherine Boschert, Julie Smith, Angus Richardson, Dianne Hill, Graeme Duke, Peter Oziemski, Santiago Cegarra, Peter Chan, Deborah Welsh, Stephanie Hunter, Owen Roodenburg, John Dyett, Nicos Kokotsis, Max Moser, Yang Yang, Laven Padayachee, Joseph Vetro, Himangsu Gangopadhyay, Melissa Kaufman, Angaj Ghosh, Simone Said, Alpesh A. Patel, Shailesh Bihari, Elisha Matheson, Xia Jin, Tapaswi Shrestha, Kate Schwartz, Martin Gallagher, Rosalba Cross, Winston Cheung, Mark Kol, Asim Shah, Ying Wang, Zoltán Endre, Celia Bradford, Pierre Janin, Simon Finfer, Naomi Diel, Jonathan Gatward, Naomi Hammond, Anthony Delaney, Frances Bass, Elizabeth Yarad, Hergen Buscher, Claire Reynolds, Nerilee Baker, Michael Joannidis, Romuald Bellmann, Andreas Peer, Julia Haßlacher, Paul Köglberger, Sebastian Klein, Klemens Zotter, Anna Brandtner, Armin Finkenstedt, Adelheid Ditlbacher, Frank Hartig, D Friès, Mirjam Bachler, Bettina Schenk, Martin Wagner, Philipp Eller, Thomas Staudinger, Esther Tiller, Peter Schellongowski, Andja Bojic, Eric A. J. Hoste, Stephanie Bracke, Luc De Crop, Daisy Vermeiren, Fernando Saldanha Thomé, Bianca Chiella, Lucia Fendt, Veronica Antunes, Jean‐Philippe Lafrance, François Lamontagne, Frédérick D’Aragon, Charles St-Arnaud, Michaël Mayette, Élaine Carbonnaeu, Joannie Marchand, Marie-Hélène Masse, Marilène Ladouceur, Alexis F. Turgeon, François Lauzier, David Bellemare, Charles L Francouer, Guillaume Leblanc, Gabrielle Guilbault, Stéphanie Grenier, Eve Cloutier, Annick Boivin, Charles Delisle-Thibault, Panagiota Giannakouros, Olivier Costerousse, Jean‐François Cailhier, François Martin Carrier, Ali Ghamraoui, Martine Lebrasseur, Fatna Benettaib, Maya Salamé, Dounia Boumahni, Ying Tung Sia, Jean-François Naud, Isabelle Roy, Henry T. Stelfox, Stacey Ruddell, Braden Manns, Shelley Duggan, Dominic Carney, Jennifer Barchard, Richard Whitlock, Emilie P. Belley‐Côté, Nevena Savija, Alexandra Sabev, Troy Campbell, Thais Creary, Kelson Devereaux, Shira Brodutch, Claudio Rigatto, Bojan Paunovic, Owen Mooney, Anna Glybina, Oksana Harasemiw, Michelle Di Nella, John Harmon, Navdeep Mehta, Louis Lakatos, Nicole Haslam, François Lellouche, Mathieu Simon, Ying Tung, Patricia Lizotte, Pierre-Alexandra Bourchard, Bram Rochwerg, Tim Karachi, Tina Millen, John Muscedere, David M. Maslove, Jennifer Boyd, Stephanie Sibley, John Drover, Miranda Hunt, Ilinca Georgescu, Randy S. Wax, Ilan Lenga, Kavita Sridhar, Andrew J. Steele, Kelly Fusco, Taneera Ghate, Michael Tolibas, Holly Robinson, Matthew A. Weir, Ravi Taneja, Ian Ball, Amit X. Garg, Eileen Campbell, Athena Ovsenek, Sean van Diepen, Nadia Baig, Sheldon Magder, Han Yao, Ahsan Alam, Josie Campisi, Erika MacIntyre, Ella Rokosh, Kimberly Scherr, Stephen E. Lapinsky, Sangeeta Mehta, Sumesh Shah, Daniel J. Niven, Michael Russell, Kym Jim, Gillian Brown, Kerry Oxtoby, Adam Hall, Luc Benoit, Colleen Sokolowski, Bhanu Prasad, Jag Rao, Shelley Giebel, Demetrios J. Kutsogiannis, Patricia Thompson, Tayne Thompson, Robert Cirone, Kanthi Kavikondala, Mark Soth, France Clarke, Alyson Takaoka, C. David Mazer, Karen E. A. Burns, Jan O. Friedrich, David J. Klein, Gyan Sandhu, Marlene Santos, Imrana Khalid, Jennifer Hodder, Peter Dodek, Najib Ayas, Victoria Alcuaz, Gabriel Suen, Oleksa Rewa, Gurmeet Singh, Sean Norris, Neil Gibson, Castro Arias, Aysha Shami, Celine Pelletier, Neill K. J. Adhikari, Alireza Zahirieh, Andre Amaral, Nicole Marinoff, Navjot Kaur, Adic Pérez, Jane Wang, Gregory Haljan, Christopher Condin, Lauralyn McIntyre, Brigette Gomes, Rebecca Porteous, Irene Watpool, Swapnil Hiremath, Edward G. Clark, Felicity Backhouse, M. Elizabeth Wilcox, Karolina Walczak, Vincent Ki, Asheer Sharman, Martin Romano, R. T. Noel Gibney, Adam Romanovsky, Lorena McCoshen, Gordon Wood, Daniel Ovakim, F. C. Auld, Gayle Carney, Meili Duan, Xiaojun Ji, Dongchen Guo, Zhili Qi, Jin Lin, Meng Zhang, Lei Dong, Jingfeng Liu, Pei Liu, Deyuan Zhi, Guoqiang Bai, Yu Qiu, Ziqi Yang, Jing Bai, Zhuang Liu, Haizhou Zhuang, Haiman Wang, Jian Li, Mengya Zhao, Xiao Zhou, Xianqing Shi, Baning Ye, Manli Liu, Jing Wu, Yongjian Fu, Dali Long, Yu Pan, Jinlong Wang, Huaxian Mei, Songsong Zhang, Mingxiang Wen, Enyu Yang, Sijie Mu, Jianquan Li, Tingting Hu, Bingyu Qin, Min Li, Cunzhen Wang, Xin Dong, Kaiwu Wang, Haibo Wang, Jianxu Yang, Bin Du, Chuanyao Wang, Dong‐Xin Wang, Nan Li, Zhui Yu, Song Xu, Lan Yao, Guo Hou, Zhou Liu, Liping Lü, Yingtao Lian, Chunting Wang, Jichen Zhang, Ruiqi Ding, Guoqing Qi, Qizhi Wang, Peng Wang, Zhaoli Meng, Man Chen, Xiaobo Hu, Xiandi He, Shibing Zhao, Lele Hang, Rui Li, Suhui Qin, Kun Lu, Shijuan Dun, Cheng Liu, Qi Zhou, Zhenzhen Chen, Jing Mei, Minwei Zhang, Hao Xu, Jincan Lin, Qindong Shi, Lijuan Fu, Qinjing Zeng, Hongye Ma, Jinqi Yan, Lan Gao, Hongjuan Liu, Lei Zhang, Hao Li, Xiaona He, Jingqun Fan, Litao Guo, Yu Liu, Xue Wang, Jingjing Sun, Zhongmin Liu, Juan Yang, Lili Ding, Lulu Sheng, Xingang Liu, Jie Yan, Quihui Wang, Yifeng Wang, Dan Zhao, Shuangping Zhao, Chenghuan Hu, Jing Li, Fuxing Deng, Haibo Qiu, Yi Yang, Min Mo, Chun Pan, Changde Wu, Yingzi Huang, Lili Huang, Airan Liu, Ville Pettilä, Suvi T. Vaara, Anna‐Maija Korhonen, Sanna Törnblom, Sari Sutinen, Leena Pettilä, Jonna Heinonen, Eliria Lappi, Taria Suhonen, Sari Karlsson, Sanna Hoppu, Ville Jalkanen, Anne Kuitunen, Markus Levoranta, Jaakko Långsjö, Sanna Ristimäki, Kaisa Malila, Anna Wootten, Simo Varila, Mikko J. Järvisalo, Outi Inkinen, Satu Kentala, Keijo Leivo, Paivi Haltia, Didier Dreyfuss, Jean‐Damien Ricard, Jonathan Messika, Abirami Tiagarajah, Malo Emery, Aline Dechanet, Coralie Gernez, Damien Roux, Laurent Martin‐Lefèvre, Maud Fiancette, Isabelle Vinatier, Jean Claude Lacherade, Gwenhaël Colin, Christine Lebert, Marie-Ange Azais, Aihem Yehia, Caroline Pouplet, Matthieu Henry-Lagarrigue, Amélie Seguin, Laura Crosby, Julien Maizel, Dimitri Titeca‐Beauport, Alain Combes, Ania Nieszkowska, Paul Masi, Alexandre Demoule, Julien Mayaux, Martin Dres, Élise Morawiec, Maxens Decalvele, Suela Demiri, Morgane Faure, Clémence Marios, Maxime Mallet, Marie Amélie Ordon, Laura Morizot, Marie Cantien, François Pousset, Stèphane Gaudry, Florent Poirson, Yves Cohen, Laurent Argaud, Martin Cour, Laurent Bitker, Marie Simon, Romain Hernu, Thomas Baudry, Sylvie De La Salle, Adrien Robine, Nicholas Sedillot, Xavier Tchenio, Camille Bouisse, Sylvie Roux, Saber Davide Barbar, Rémi Trusson, Fabienne Tamion, Steven Grangé, Dorothée Carpentier, Guillaume Chevrel, Luis Ensenyat-Martin, Sophie Marqué, Jean‐Pierre Quenot, Pascal Andreu, Auguste Dargent, Audrey Large, Nicolas Chudeau, Mickael Landais, Benoit Derrien, Jean Christophe Callhan, Christophe Guitton, Charlène Le Moal, Alain Robert, Karim Asehnoune, Raphaël Cinotti, Nicolas Grillot, Dominique Demeure, Christophe Vinsonneau, Imen Rahmani, Mehdi Marzouk, Thibault Dekeyser, Caroline Sejourné, Mélanie Verlay, Fabienne Thevenin, Lucie Delecolle, Didier Thévenin, Bertrand Souweine, Elisabeth Coupez, Mireille Adda, Jean-Pierre Eraldi, Antoine Marchalot, Nicolas de Prost, Armand Mekontso Dessap, Keyvan Razazi, Ferhat Meziani, Julie Boisrame-Helms, Raphaël Clère-Jehl, Xavier Delabranche, Christine Kummerlen, Hamid Merdji, Alexandra Monnier, Yannick Rabouël, Hassene Rahmani, Hayat Allam, Samir Chenaf, Vincenta Franja, Bertrand Pons, Michel Carles, Frédéric Martino, Régine Richard, Benjamin Zuber, Guillaume Lacave, Karim Lakhal, Bertrand Rozec, Hoa Dang Van, Éric Boulet, Fouad Fadel, Cedric Cleophax, Nicolas Dufour, Caroline Grant, Marie Thuong, Jean Reignier, Emmanuel Canet, Laurent Nicolet, Thierry Boulain, Mai-Anh Nay, Dalila Benzekri, François Barbier, Anne Bretagnol, Toufik Kamel, Armelle Mathonnet, Grégoire Müller, Marie Skarzynski, Julie Rossi, Amandine Pradet, Sandra Dos Santos, Aurore Guery, Lucie Muller, Luis Felix, Julien Bohé, Guillaume Thiéry, Nadia Aïssaoui, Damien Vimpère, Morgane Commeureuc, Jean-Luc Diehl, Emmanuel Guérot, Orfeas Liangos, Monika Wittig, Alexander Zarbock, Mira Küllmar, Thomas van Waegeningh, Nadine Rosenow, Kathy Brickell, Peter Doran, Patrick Murray, Giovanni Landoni, Rosalba Lembo, Alberto Zangrillo, Giacomo Monti, Margherita Tozzi, Matteo Marzaroli, Gaetano Lombardi, Gianluca Paternoster, Michelangelo Vitiello, Shay McGuinness, Rachael Parke, Magdalena Butler, Eileen Gilder, Keri-Anne Cowdrey, Samantha Wallace, Jane Hallion, Melissa Woolett, Philippa Neal, Karina Duffy, Stephanie Long, Colin McArthur, Catherine Simmonds, Yan Chen, Rachael McConnochie, Lynette Newby, David Knight, Seton Henderson, Jan Mehrtens, Stacey Morgan, Anna Morris, Kymbalee Vander Hayden, Tara Burke, Matthew Bailey, Ross Freebairn, Lesley Chadwick, Penelope Park, Christine Rolls, Liz Thomas, Ulrike Buehner, Erin Williams, Jonathan Albrett, Simon Kirkham, Carolyn Jackson, Troy Browne, Jennifer Goodson, David Jackson, James Houghton, Owen Callender, Vicki Higson, Owen Keet, Clive Dominy, Paul J. Young, Anna Hunt, Harriet Judd, Cassie Lawrence, Shaanti Olatunji, Yvonne Robertson, Charlotte Latimer-Bell, Deborah Hendry, Agnes Mckay-Vucago, Nina Beehre, Eden Lesona, Leanlove Navarra, Chelsea Robinson, Ryan Jang, Andrea Junge, Bridget Lambert, Antoine Schneider, Michel Thibault, Philippe Eckert, Sébastien Kissling, Erietta Polychronopoulos, Elettra Poli, Marco Altarelli, Madeleine Schnorf, Samia Abed Mallaird, Claudia Paula Heidegger, Aurelie Perret, Philippe Montillier, Frédéric Sangla, Seigenthaller Neils, Aude De Watteville, Mandeep-Kaur Phull, Aparna George, Nauman Hussain, Tatiana Pogreban, Steve Lobaz, Alison Daniels, Mishell Cunningham, Deborah A. Kerr, Alice Nicholson, Pradeep Shanmugasundaram, Judith Abrams, Katarina Manso, Geraldine Hambrook, Elizabeth McKerrow, Juvy Salva, Stephen Foulkes, Matt P. Wise, Matt Morgan, Jenny Brooks, Jade Cole, Tracy Michelle Davies, Helen Hill, Emma Thomas‐Jones, Marcela Vizcaychipi, Behrad Baharlo, Jaime Carungcong, Patrícia Costa, Laura Martins, Ritoo Kapoor, Tracy Hazelton, Angela Moon, Janine Musselwhite, Ben Shelley, Philip J. McCall, Marlies Ostermann, Gill Arbane, Aneta Bociek, Martina Marotti, Rosario Lim, Sara Campos, Neus Grau Novellas, Armando Cennamo, Andrew Slack, Duncan Wyncoll, Luigi Camporota, Simon Sparkes, Rosalinde Tilley, Austin Rattray, Gayle Moreland, Jane Duffy, Elizabeth McGonigal, Philip Hopkins, Clare Finney, John Smith, Harriet Noble, Hayley Watson, Claire-Louise Harris, Emma Clarey, Eleanor Corcoran, James Beck, Clare Howcroft, Nora Youngs, Elizabeth Wilby, Bethan Ogg, Adam Wolverson, Sandra Lee, Susie Butler, Maryanne Okubanjo, Julia Hindle, Ingeborg Welters, Karen Williams, Emily Johnson, Julie Patrick-Heselton, David Shaw, Victoria Waugh, Richard Stewart, Esther Mwaura, Lynn Wren, Louise Mew, Sara-Beth Sutherland, Jane Adderley, Jim Ruddy, Margaret Harkins, Callum Kaye, Teresa Scott, Wendy Mitchell, Felicity Anderson, Fiona Willox, Vijay Jagannathan, Michele Clark, Sarah Purv, Andrew Sharman, Megan Meredith, Lucy Ryan, Louise Conner, Cecilia Peters, Daniel Harvey, Ashraf Roshdy, Amy Collins, Malcolm Sim, Steven Henderson, Nigel Chee, Sally Pitts, Katie Bowman, Maria Dilawershah, Luke Vamplew, Elizabeth Howe, Paula Rogers, Clara Hernandez, Clara Prendergast, Jane Benton, Alex Rosenberg, Lui G Forni, Alice Grant, Paula Carvelli, Ajay Raithatha, Sarah Bird, Max Richardson, Matthew Needham, Claire Hirst, Jonathan Ball, Susannah Leaver, Luisa Howlett, Carlos Castro Delgado, Sarah Farnell-Ward, Helen Farrah, Geraldine Gray, Gipsy Joseph, Francesca Robinson, Ascanio Tridente, Clare Harrop, Karen Shuker, Derek McLaughlan, Judith Ramsey, Sharon Meehan, Bernd Oliver Rose, Rosie Reece-Anthony, Babita Gurung, Tony Whitehouse, Catherine Snelson, Tonny Veenith, Andy Johnston, Lauren Cooper, Ron Carrera, Karen Ellis, Emma Fellows, Samanth Harkett, Colin Bergin, Elaine Spruce, Liesl Despy, Stephanie Goundry, Natalie Dooley, Tracy Mason, Amy Clark, Gemma Dignam, Geraldine Ward, Ben Attwood, Penny Parsons, Sophie Mason, Michael Margarson, Jenny Lord, Philip McGlone, Luke Hodgson, Indra Chadbourn, Raquel Gomez, Jordi Margalef, Rinus Pretorius, Alexandra Hamshere, J. W. S. Carter, Hazel Cahill, Lia Grainger, Kate Howard, Greg Forshaw, Zoe Guy, Kianoush Kashani, Robert C. Albright, Amy Amsbaugh, Anita Stoltenberg, Alexander S. Niven, Matthew Lynch, AnnMarie O’Mara, Syed Naeem, Sairah Sharif, Joyce McKenney Goulart, Ashita Tolwani, Claretha Lyas, Laura Latta, Azra Bihorac, Haleh Hashemighouchani, Philip A. Efron, Matthew M. Ruppert, Julie Cupka, Sean Kiley, Joshua Carson, Peggy White, George Omalay, Sherry Brown, Laura Velez, Alina Marceron, Javier A. Neyra, Juan Carlos Aycinena, Madona Elias, Victor Ortiz-Soriano, Caroline Hauschild, Robert Dorfman, Kathleen D. Liu, Daniel F. McAuley, Orla Smith
Notice bibliographique
RevueJAMA Network Open · 2025
Typearticle
Langueen
DomaineMedicine
ThématiqueAcute Kidney Injury Research
Établissements canadiensAlberta Health ServicesInstitute of Health EconomicsSt. Michael's HospitalUniversity of Alberta
Organismes subventionnairesHealth Research Council of New ZealandCanadian Institutes of Health ResearchNational Institutes of Health
Mots-clésRenal replacement therapyGold standard (test)Standard of careMEDLINEPopulation
Résumé
Importance: Little is known about the long-term costs and outcomes related to strategies for timing of initiation of kidney replacement therapy (KRT) in critically ill patients with severe acute kidney injury (AKI). Objective: To estimate the cost-utility and cost-effectiveness of accelerated KRT initiation compared with standard KRT initiation in critically ill patients with AKI. Design, Setting, and Participants: In this economic evaluation, a state-transition model was developed using data from the Standard vs Accelerated Initiation of Renal Replacement Therapy in AKI (STARRT-AKI) trial, a multicenter, multinational randomized clinical trial of critically ill patients with severe AKI conducted between October 2015 and September 2019. Trial data were linked to administrative health databases in Alberta, Canada, to estimate costs and long-term clinical outcomes. The model included 4 health states: no chronic kidney disease, severe chronic kidney disease, KRT dependent, and dead. Costs are reported in 2024 Canadian dollars. Data were analyzed from February 2022 to November 2024. Exposure: Initiation of KRT. Main Outcomes and Measures: The primary outcome for the economic evaluation was cost per quality-adjusted life-year (QALY) gained. The QALY is a combined measure of patient quality of life and length of life. Expected costs, QALYs, incremental cost-effectiveness ratio (ICER), and incremental net monetary benefit (INMB) were estimated on the basis of 5000 Monte Carlo simulations. Results: A total of 146 patients from the STARRT-AKI trial were included in the analysis, with 73 patients (mean [SD] age, 59.67 [14.5] years; 52 men [71.3%]) randomized to receive accelerated initiation and 73 patients (mean [SD] age, 61.88 [12.9] years; 48 men [65.8%]) randomized to receive standard initiation. Standard initiation was more costly per patient than accelerated initiation (mean [SD], $251 370 [$155 801] vs $231 518 [$183 302]) but generated more QALYs (mean [SD] 7.49 [2.03] QALYs vs 6.64 [1.76] QALYs). The ICER of standard initiation compared with accelerated initiation was $23 208, with an INMB of $22 648 (95% credible interval, $15 980-$29 316) when assuming a willingness to pay per QALY of $50 000. Conclusions and Relevance: The findings of this economic evaluation suggest that standard KRT initiation may be cost-effective in a Canadian setting, but this finding was sensitive to postdischarge cost trajectories and regional variation in KRT dependence.
Récupéré en direct depuis OpenAlex et désinversé. Les résumés ne sont pas conservés dans cette base de données : les index inversés représentent 8,6 Go des 9,3 Go de texte de la base, et le serveur dispose de 13 Go libres.
Comment cette classification a été obtenuedéplier
Prédiction machine sur la base complète
Imitation des enseignantsNi prévalence calibrée, ni vérité terrain. Validation humaine à venir. Le volet Gemma est une étiquette directe du modèle pour chaque travail de la base, lue sur la notice réduite au titre. Le volet Codex est un classifieur appris des 10 348 étiquettes directes de Codex et calibré sur les taux pondérés de l'échantillon; les champs sans appui suffisant ne portent aucun appel Codex. Le mode candidate est l'union des deux volets; le consensus est leur intersection. Ces sorties portent le statut machine_predicted_unvalidated et ne sont pas des étiquettes humaines.
score de la tête « metaresearch » (Codex)0,011
score de la tête « metaresearch » (Gemma)0,032
Version: metacan-v3-hybrid-931329e0061cStatut de validation: machine_predicted_unvalidated
Catégories candidatesaucune
Catégories consensuellesaucune
DomaineSignal candidat: aucune · Signal consensuel: aucune
Devis d'étudeSignal candidat: Simulation ou modélisation · Signal consensuel: Simulation ou modélisation
GenreSignal candidat: Empirique · Signal consensuel: Empirique
Score de désaccord entre enseignants0,019
Score d'incertitude au seuil0,057
Scores du classifieur distillé par catégorie (deux têtes)
| Catégorie | Codex | Gemma |
|---|---|---|
| Métarecherche | 0,011 | 0,032 |
| Méta-épidémiologie (sens strict) | 0,001 | 0,001 |
| Méta-épidémiologie (sens large) | 0,002 | 0,003 |
| Bibliométrie | 0,002 | 0,001 |
| Études des sciences et des technologies | 0,000 | 0,001 |
| Communication savante | 0,002 | 0,002 |
| Science ouverte | 0,002 | 0,001 |
| Intégrité de la recherche | 0,002 | 0,002 |
| Charge utile insuffisante (le modèle a refusé de juger) | 0,004 | 0,000 |
Scores machine (provisoires)
Les deux têtes enseignantes du modèle étudiant, lues sur ce travail. Un score ordonne la base pour la relecture; il n'affirme jamais une catégorie, et le statut de validation accompagne chaque rangée tel quel.
Scores de référence d'un modèle non mature (critères de maturité non atteints, 7 itérations). Un score ordonne; il n'affirme jamais une catégorie.
Tête enseignante Opus0,127
Tête enseignante GPT0,444
Écart entre enseignants0,317 · la distance entre les deux têtes enseignantes sur ce seul travail
Statut de validation
score_only:v0-immature-baseline · tel quel depuis la passe de notation : score_only signifie que le nombre peut ordonner les travaux, et qu'aucune étiquette de catégorie n'en découleClassification
machine, non validéePrédiction automatique; un appel candidat d’une seule source (Gemma direct ou Codex distillé), pas un consensus.
Les modèles n’ont appliqué aucune catégorie : rien dans la taxonomie ne correspondait à ce travail.
Devis d'étudeSimulation ou modélisation
Domainenon disponible
GenreEmpirique
Le détail, modèle par modèle et score par score, se trouve en fin de page sous « Comment cette classification a été obtenue ».
En bref
Citations0
Publié2025
Routes d'admission3
Résumé présentoui