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M. Cropper, Ashraf Al-Bahlawan, J. Amiaux, M.S. Awan, R. Azzollini, K. Benson, Michel Berthé, J.-M. Boucher, E. Bozzo, C. Brockley-Blatt, Gian Paolo Candini, C. Cara, Rahil Chaudery, Pascale Danto, James Denniston, A. M. Di Giorgio, Ben Dryer, Julien Dubois, J. Endicott, M. Farina, Emanuele Galli, Ludovic Genolet, Jason Gow, P. Guttridge, M. Hailey, David Hall, Christofer Harper, H. Hoekstra, Andrew D. Holland, B. Horeau, D. Hu, Rachel James, Ali Kh. Khalil, Robbie King, T. Kitching, R. Kohley, C. Larchevêque, Alastair Lawrenson, P. Liebing, S.J Liu, J. Martignac, R. Massey, H. J. McCracken, L. Miller, Norman Murray, R. Nakajima, S.-M Niemi, J.W Nightingale, S. Paltani, Anand Pendem, A. Philippon, C. Plana, P. Pool, S. Pottinger, J. Rhodes, A. Rousseau, K. Ruane, Mario Salatti, J.-C Salvignol, Alice Sciortino, Anthony Short, J. Skottfelt, Samuel Smit, Ian Swindells, Magdalena Szafraniec, Peter Thomas, William R. Thomas, E. Tommasi, S. Tosti, François Visticot, D.M. Walton, G. Willis, B. Winter, N. Aghanim, B Altieri, A Amara, S. Andreon, N. Auricchio, C. Baccigalupi, M Baldi, A. Balestra, S. Bardelli, Alberto Basset, R. Bender, Francis Bernardeau, C. Bodendorf, Tobias Boenke, D. Bonino, E. Branchini, M. Brescia, J. Brinchmann, S. Camera, V. Capobianco, C. Carbone, V. F. Cardone, J. Carretero, R. Casas, Santiago Casas, F. J. Castander, M. Castellano, G. Castignani, S. Cavuoti, A. Cimatti, C Colodro-Conde, G. Congedo, C.J. Conselice, L. Conversi, Y. Copin, F. Courbin, H. M. Courtois, M. Crocce, Jean-Gabriel Cuby, J.-C. Cuillandre, A. Da Silva, H. Degaudenzi, G. De Lucia, J. Dinis, M. Douspis, C.A.J Duncan, X. Dupac, S. Dusini, A. Ealet, M. Fabricius, S. Farrens, S Ferriol, P. Fosalba, S. Fotopoulou, M. Frailis, E. Franceschi, P. Franzetti, Pierre-Antoine Frugier, M. Fumana, S. Galeotta, B. Garilli, Koshy George, W. Gillard, B. Gillis, C. Giocoli, P. G'omez-Alvarez, B. R. Granett, A. Grazian, F Grupp, L. Guzzo, S. V. H. Haugan, O. Hérent, J. Hoar, Mark Holliman, W. A. Holmes, I. Hook, F. Hormuth, A. Hornstrup, P. Hudelot, S. Ilić, K. Jahnkę, M. Jhabvala, Benjamin Joachimi, E. Keihänen, S. Kermiche, A. Kiessling, M. Kilbinger, B. Kubik, Konrad Kuijken, M. Kümmel, M. Kunz, H. Kurki‐Suonio, O. Lahav, R. Laureijs, S. Ligori, P. B. Lilje, V. Lindholm, I. Lloro, J. Lorenzo Alvarez, G Mainetti, E. Maiorano, O. Mansutti, S. Marcin, O. Marggraf, K. Markovič, M. Martinelli, N. Martinet, F. Marulli, Daniel Masters, S. Maurogordato, E. Medinaceli, S Mei, M. Melchior, Y. Mellier, M. Meneghetti, E. Merlin, G. Meylan, J. J. Mohr, M. Moresco, L. Moscardini, C. Neissner, R. C. Nichol, T. Nutma, C. Padilla Aranda, K. Paech, F. Pasian, J. A. Peacock, Will J. Percival, V. Pettorino, S. Pires, G. Polenta, M. Poncet, L. Popa, L. Pozzetti, F. Raison, R. Rébolo, Alexandre Réfrégier, A Renzi, G. Riccio, Hans-Walter Rix, E. Romelli, M. Roncarelli, C. Rosset, E. Rossetti, H. J. A. Röttgering, B. Rusholme, R. Saglia, Z. Sakr, A.G. S'anchez, D. Sapone, M. Sauvage, R. Scaramella, J.A Schewtschenko, M. Schirmer, Peter Schneider, T. Schrabback, A. Secroun, E. Sefusatti, G. Seidel, M. D. Seiffert, S. Serrano, C. Sirignano, G. Sirri, L. Stančo, Jean‐Luc Starck, J. Steinwagner, i, D. Tavagnacco, A.N. Taylor, H.I Teplitz, I. Tereno, R. Toledo-Moreo, F. Torradeflot, I. Tutusaus, E. A. Valentijn, L. Valenziano, T. Vassallo, A. Veropalumbo, S. Wachter, Yun Wang, J. Weller, G. Zamorani, J. Zoubian, A. Biviano, M. Bolzonella, A. Boucaud, C. Burigana, M. Calabrese, P Casenove, D. Di Ferdinando, J.A. Escartin Vigo, Giulio Fabbian, R. Farinelli, F. Finelli⋆, J. Gracia-Carpio, H. Israel, N. Mauri, H.N. Nguyen-Kim, A Pezzotta, C. Porciani, V Scottez, M. Tenti, Matteo Viel, M. Wiesmann, Y. Akrami, V. Allevato, S Anselmi, É. Aubourg, M. Ballardini, Daniele Bertacca, M. Béthermin, A. Blanchard, L Blot, S. Borgani, Alejandro S. Borlaff, S Bruton, R. Cabanac, Anthony Calabro, G. Calderone, G Cañas-Herrera, A. Cappi, C. S. Carvalho, T. Castro, K. C. Chambers, R. Chary, S. Contarini, A.R. Cooray, O. Cordes, M. Costanzi, O. Cucciati, S. Davini, Brian De, G. Desprez, A. Díaz‐Sánchez, S. Di Domizio, H. Dole, S. Escoffier, A.G Ferrari, P.G Ferreira, I. Ferrero, A. Finoguenov, F. Fornari, L. Gabarra, K. Ganga, J. García-Bellido, V Gautard, E. Gaztañaga, F. Giacomini, F. Gianotti, G. Gozaliasl, W.G Hartley, H. Hildebrandt, J Hjorth, O. Ilbert, A. Jiménez Muñoz, Shahab Joudaki, V. Kansal, D. Karagiannis, F. Lacasa, J Le Graet, L. Legrand, A. Loureiro, J. F. Macías–Pérez, M. Magliocchetti, C. Mancini, F. Mannucci, L. Maurin, M. Migliaccio, M Miluzio, Pierluigi Monaco, Claudio Moretti, G Morgante, S. Nadathur, N. A. Walton, J. Odier, M. Oguri, L. Patrizii, V. Popa, D. Potter, Alkistis Pourtsidou, P. Reimberg, I Risso, P.-F Rocci, M Sahlén, Claudia Scarlata, J. Schaye, Aurel Schneider, M. Schultheis, M. Sereno, F. Shankar, G. Sikkema, Alessandra Silvestri, P. Šimon, A. Spurio Mancini, Joachim Stadel, K Tanidis, C. Tao, N Tessore, G. Testera, M. Tewes, R. Teyssier, Sune Toft, S. Tosi, A. Troja, C Valieri, J. Väliviita, D. Vergani, Filippo Vernizzi, G Verza, P Vielzeuf, L. Zalesky, M. Archidiacono, F. Atrio‐Barandela, T. Bouvard, F Caro, Paola Dimauro, P.-A. Duc, Yuhong Fang, A Montoro, A. Mora, Clare Murray, L. Pagano, D. Paoletti, E Sarpa, A. Viitanen, J. Lesgourgues, J Martín-Fleitas, D. Scott
Bibliographic record
VenueAstronomy and Astrophysics · 2024
Typearticle
Languageen
FieldPhysics and Astronomy
TopicAstronomy and Astrophysical Research
Canadian institutionsUniversity of British ColumbiaSaint Mary's UniversityPerimeter InstituteUniversity of Waterloo
Fundersnot available
KeywordsPhysicsCosmologyDark energyRedshiftWeak gravitational lensingGravitational lensSkyAstronomyPlanckGalaxyAstrophysicsDark matterRemote sensingGeography
Abstract
OpenAlex records an abstract for this work, but it could not be fetched just now.
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 categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.958
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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 head0.008
GPT teacher head0.252
Teacher spread0.243 · 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 designNot applicable
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
Citations71
Published2024
Admission routes1
Has abstractyes