← Back to cohort
Contributors
Abdullahi Tunde Aborode, Ahmed S. Abouhashem, Dalhia Abramovich, Yusuff Adebayo Adebisi, Niurka Molina Águila, Khabab Abbasher Hussien Mohamed Ahmed, Narimene Ait Belkacem, Ademola Aiyenuro, Luz Eugenia Alcántara-Quintana, Giovanna Arcaro, Manoj Aswar, Cinzia Auriti, Snigdha Awasthi, Hassan Mohamed El-Said Azzazy, Maciej Banach, V. Bansal, Budhadev Baral, Fernando Barroso-Barcenilla, Maria Barcenilla-Guitard, Dalia Bashir, Nashwa Ismail Basyoni, Robert A. Bednarczyk, Anick Bérard, Geir Bjørklund, Mayra Bordaquievich, Bindi Borg, Erika Borkoles, Ferah Budak, Paul Burcher, Katherine Campbell, Jessica Carter, Kylie K.Y. Chan, Jia Chen, Mohammod Jobayer Chisti, Udochiamaka Amarauche Chukwu, Gary Ka-Ki Chung, Iván Clavel San Emeterio, Clay T. Cohen, Cinta de Diego‐Cabanes, Domenico Umberto De Rose, Taylor DeAnnuntis, Albert del Pozo-Niubo, Artur Figueiredo Delgado, Elisabetta Di Profio, Lorena Díaz de León-Martínez, Gabriel Dimitriou, Maria Lúcia Barbosa Maia dos Santos, Ahmed A. Elbaz, Anna Espart, Rogelio Flores‐Ramírez, María-José Forcadell-Peris, Sarah Francis, Amin Gasmi, Marino Gatto, Despοina Gkentzi, Jessica Gorgui, Karleen Gribble, Małgorzata Gruchoła, Gabriella Guarnieri, Alba Guitard Quer, Luisa Guitard-Sein Echaluce, Dhruv Gupta, María G. Guzmán, Daniel Gyamfi, Kyoo-Man Ha, Eleftheria Hatzidaki, Ariana C. Henderson, Yamila Herrero, S.V. Hozak, Eliseo Iglesias‐Soler, Olha Ivanovska, Shweta Jakhmola, Rebecca H. Jessel, Hem Chandra Jha, Nafisat Dasola Jimoh, Sedat Kaçar, Rahul Kashyap, Kajal Khodamoradi, Zahra Khosravizadeh, Y. Kim, Muhammed Ali Kızmaz, Alla Koblianska, Kota Kodama, Angeliki Kontou, Nikhil Kulkarni, Maushmi S. Kumar, Pratik Kundu, Miguel Pedromingo Kuss, Ana Lúcia Capelari Lahóz, Snezhina Lazova, Braian Ledesma, Ashley Sunjae Lee, Corina Lesseur, Joanna Lewek, Muzi Li, Paul V. Licciardi, Federico Lionello, Sara Lococo, Carlos Miguel López-Mendoza, Chiara Maddaloni, Anu Maheshwari, Habib Malek, Rafiaa Malek, Łukasz A. Małek, Honorato Ortíz Marrón, Francisco Martín‐Luján, Cristina Mascolo, Nadia Mazarakis, Beatriz Polisel Mazzoni, Xiangfei Meng, Bekir Fatih Meral, Stefano Miccoli, Becky Micetic, Kartik Mody, Nirmal Kumar Mohakud, Kendall Moore, Aya Mostafa, Kartik Muduli, Takashi Naruse, Amine Nehaoua, Melanie Neira, Kimberly H. Nguyen, Iván Nine, Makoto Niwa, Sàdaf Noor, Camila Nozella, Sharika Nuzhat, Samuel Ogunsola, Promise Udohchukwu Okereke, Chijioke Obiwe Onyeani, Maira Alejandra Ortiz-Pinto, Omar Paccagnella, Алла Парац, Fernanda Parborell, Vinood B. Patel, Shubhransu Patro, Harish Pemde, N.S. Polka, Victor R. Preedy, Guilherme Silveira Procianoy, Farah Rahman, Rajkumar Rajendram, Ranjith Ramasamy, Dorota Religa, Jéssica Rial-Vázquez, Christina L. Robillard, Elba Cruz Rodríguez, Waldemar Baldoquín Rodríguez, Marchili Maria Rosaria, N. Rout, María Rúa-Alonso, Catherine Rudolph, Sherine K. Saber, Vaishali Saini, Belkys María Galindo Santana, Kosmas Sarafidis, Sarah E. Sartain, Eva M. Satué-Gracia, Christina L. Scanlon, Savannah Schultz, Kyle Schuppe, Piotr Seiffert, Yuliya Semenova, Chandan K. Sen, Shintaro Sengoku, Alice Shen, Milind Shinde, Deborah Oluwaseun Shomuyiwa, Rita C. Silveira, Abdurrahman Şimşek, Kanhaiya Singh, Vidit Singh, Małgorzata Sławek-Czochra, Giulia Spina, Amit Kumar Srivastava, Tetiana Stankevych, Yingying Su, Stanisław Surma, Bilge Doğan Taymur, Arzu Bilge Tekin, Ana Jared Tenorio-Salazar, Zheng Quan Toh, Brianna J. Turner, Nneka Catherine Uche, Lavanya Vasudevan, Tsvetelina Velikova, Elvira Verduci, Andrea Vianello, Ángel Vila-Córcoles, Alberto Villani, Christine J. Wade, Ming‐Te Wang, Jeremy D. Ward, Jahnea Williams, Munekage Yamaguchi, Xue Yang, Olena Yelizarova, Eng‐Kiong Yeoh, Patrícia Zamberlan, Mohammed Zarli, Gianvincenzo Zuccotti
Bibliographic record
VenueElsevier eBooks · 2024
Typebook-chapter
Languageen
Field
Topic
Canadian institutionsCentre Hospitalier Universitaire Sainte-Justine
Fundersnot available
KeywordsPhilosophy
Abstract
No abstract in any covered source. Its absence is recorded, not treated as a negative.
No abstract. This is not a gap in this database; OpenAlex has none either. 23.3% of the frame is in this state, and the screen finds HALF as much metaresearch here, so the absence is a measured bias rather than a missing field.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.256
Threshold uncertainty score0.365
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.006 | 0.004 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.744 | 0.680 |
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 head0.015
GPT teacher head0.248
Teacher spread0.233 · 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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
Study designNot applicable
Domainnot available
GenreOther
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
Citations0
Published2024
Admission routes1
Has abstractno