Bibliographic record
Abstract
Shruti Gupta, MD, MPH; Wei Wang, PhD; Salim S. Hayek, MD; Lili Chan, MD, MSCR; Kusum S. Mathews, MD, MPH, MSCR; Michal L. Melamed, MD, MHS; Samantha K. Brenner, MD, MPH; Amanda Leonberg-Yoo, MD, MS; Edward J. Schenck, MD, MS; Jared Radbel, MD; Jochen Reiser, MD, PhD; Anip Bansal, MD; Anand Srivastava, MD, MPH; Yan Zhou, MD; Diana Finkel, DO; Adam Green, MD, MBA; Mary Mallappallil, MD; Anthony J. Faugno, MD; Jingjing Zhang, MD, PhD; Juan Carlos Q. Velez, MD; Shahzad Shaefi, MD, MPH; Chirag R. Parikh, MD, PhD; David M. Charytan, MD, MSc; Ambarish M. Athavale, MBBS, MD; Allon N. Friedman, MD; Roberta E. Redfern, PhD; Samuel A. P. Short, BA; Simon Correa, MD, MMSc; Kapil K. Pokharel, MBBS; Andrew J. Admon, MD, MPH, MSc; John P. Donnelly, PhD; Hayley B. Gershengorn, MD; David J. Douin, MD; Matthew W. Semler, MD; Miguel A. Hernán, MD, DrPH; David E. Leaf, MD, MMSc; STOP-COVID Investigators; Carl P. Walther; Samaya J. Anumudu; Justin Arunthamakun; Kathleen F. Kopecky; Gregory P. Milligan; Peter A. McCullough; Thuy-Duyen Nguyen; Shahzad Shaefi; Megan L. Krajewski; Sidharth Shankar; Ameeka Pannu; Juan D. Valencia; Sushrut S. Waikar; Zoe A. Kibbelaar; Ambarish M. Athavale; Peter Hart; Shristi Upadhyay; Ishaan Vohra; Ajiboye Oyintayo; Adam Green; Jean-Sebastien Rachoin; Christa A. Schorr; Lisa Shea; Daniel L. Edmonston; Christopher L. Mosher; Alexandre M. Shehata; Zaza Cohen; Valerie Allusson; Gabriela Bambrick-Santoyo; Noor ul aain Bhatti; Bijal Mehta; Aquino Williams; Samantha K. Brenner; Patricia Walters; Ronaldo C. Go; Keith M. Rose; Miguel A. Hernán; Rebecca Lisk; Amy M. Zhou; Ethan C. Kim; Lili Chan; Kusum S. Mathews; Steven G. Coca; Deena R. Altman; Aparna Saha; Howard Soh; Huei Hsun Wen; Sonali Bose; Emily A. Leven; Jing G. Wang; Gohar Mosoyan; Girish N. Nadkarni; Pattharawin Pattharanitima; Emily J. Gallagher; Allon N. Friedman; John Guirguis; Rajat Kapoor; Christopher Meshberger; Katherine J. Kelly; Chirag R. Parikh; Brian T. Garibaldi; Celia P. Corona-Villalobos; Yumeng Wen; Steven Menez; Rubab F. Malik; Carmen Elena Cervantes; Samir C. Gautam; Mary C. Mallappallil; Jie Ouyang; Sabu John; Ernie Yap; Yohannes Melaku; Ibrahim Mohamed; Siddhartha Bajracharya; Isha Puri; Mariah Thaxton; Jyotsna Bhattacharya; John Wagner; Leon Boudourakis; H. Bryant Nguyen; Afshin Ahoubim; Kianoush Kashani; Shahrzad Tehranian; Leslie F. Thomas; Dheeraj Reddy Sirganagari; Pramod K. Guru; Yan Zhou; Paul A. Bergl; Jesus Rodriguez; Jatan A. Shah; Mrigank S. Gupta; Princy N. Kumar; Deepa G. Lazarous; Seble G. Kassaye; Michal L. Melamed; Tanya S. Johns; Ryan Mocerino; Kalyan Prudhvi; Denzel Zhu; Rebecca V. Levy; Yorg Azzi; Molly Fisher; Milagros Yunes; Kaltrina Sedaliu; Ladan Golestaneh; Maureen Brogan; Neelja Kumar; Michael Chang; Jyotsana Thakkar; Ritesh Raichoudhury; Akshay Athreya; Mohamed Farag; Edward J. Schenck; Soo Jung Cho; Maria Plataki; Sergio L. Alvarez-Mulett; Luis G. Gomez-Escobar; Di Pan; Stefi Lee; Jamuna Krishnan; William Whalen; David Charytan; Ashley Macina; Sobaata Chaudhry; Benjamin Wu; Frank Modersitzki; Anand Srivastava; Alexander S. Leidner; Carlos Martinez; Jacqueline M. Kruser; Richard G. Wunderink; Alexander J. Hodakowski; Juan Carlos Q. Velez; Eboni G. Price-Haywood; Luis A. Matute-Trochez; Anna E. Hasty; Muner MB. Mohamed; Rupali S. Avasare; David Zonies; David E. Leaf; Shruti Gupta; Meghan E. Sise; Erik T. Newman; Samah Abu Omar; Kapil K. Pokharel; Shreyak Sharma; Harkarandeep Singh; Simon Correa; Tanveer Shaukat; Omer Kamal; Wei Wang; Heather Yang; Jeffery O. Boateng; Meghan Lee; Ian A. Strohbehn; Jiahua Li; Ariel L. Mueller; Roberta E. Redfern; Nicholas S. Cairl; Gabriel Naimy; Abeer Abu-Saif; Danyell Hall; Laura Bickley; Chris Rowan; Farah Madhani-Lovely; Vasil Peev; Jochen Reiser; John J. Byun; Andrew Vissing; Esha M. Kapania; Zoe Post; Nilam P. Patel; Joy-Marie Hermes; Anne K. Sutherland; Amee Patrawalla; Diana G. Finkel; Barbara A. Danek; Sowminya Arikapudi; Jeffrey M. Paer; Peter Cangialosi; Mark Liotta; Jared Radbel; Sonika Puri; Jag Sunderram; Matthew T. Scharf; Ayesha Ahmed; Ilya Berim; Jayanth S. Vatson; Shuchi Anand; Joseph E. Levitt; Pablo Garcia; Suzanne M. Boyle; Rui Song; Ali Arif; Jingjing Zhang; Sang Hoon Woo; Xiaoying Deng; Goni Katz-Greenberg; Katharine Senter; Moh'd A. Sharshir; Vadym V. Rusnak; Muhammad Imran Ali; Terri Peters; Kathy Hughes; Anip Bansal; Amber S. Podoll; Michel Chonchol; Sunita Sharma; Ellen L. Burnham; David J. Douin; Arash Rashidi; Rana Hejal; Eric Judd; Laura Latta; Ashita Tolwani; Timothy E. Albertson; Jason Y. Adams; Steven Y. Chang; Rebecca M. Beutler; Carl E. Schulze; Etienne Macedo; Harin Rhee; Kathleen D. Liu; Vasantha K. Jotwani; Jay L. Koyner; Chintan V. Shah; Vishal Jaikaransingh; Stephanie M. Toth-Manikowski; Min J. Joo; James P. Lash; Javier A. Neyra; Nourhan Chaaban; Madona Elias; Yahya Ahmad; Alfredo Iardino; Elizabeth H. Au; Jill H. Sharma; Marie Anne Sosa; Sabrina Taldone; Gabriel Contreras; David De La Zerda; Alessia Fornoni; Hayley B. Gershengorn; Salim S. Hayek; Pennelope Blakely; Hanna Berlin; Tariq U. Azam; Husam Shadid; Michael Pan; Patrick O' Hayer; Chelsea Meloche; Rafey Feroze; Kishan J. Padalia; Abbas Bitar; Jeff Leya; John P. Donnelly; Andrew J. Admon; Jennifer E. Flythe; Matthew J. Tugman; Emily H. Chang; Brent R. Brown; Amanda K. Leonberg-Yoo; Ryan C. Spiardi; Todd A. Miano; Meaghan S. Roche; Charles R. Vasquez; Amar D. Bansal; Natalie C. Ernecoff; Sanjana Kapoor; Siddharth Verma; Huiwen Chen; Csaba P. Kovesdy; Miklos Z. Molnar; Ambreen Azhar; S. Susan Hedayati; Mridula V. Nadamuni; Shani Shastri; Duwayne L. Willett; Samuel A.P. Short; Amanda D. Renaghan; Kyle B. Enfield; Pavan K. Bhatraju; A. Bilal Malik; Matthew W. Semler; Anitha Vijayan; Christina Mariyam Joy; Tingting Li; Seth Goldberg; Patricia F. Kao; Greg L. Schumaker; Nitender Goyal; Anthony J. Faugno; Caroline M. Hsu; Asma Tariq; Leah Meyer; Ravi K. Kshirsagar; Aju Jose; Daniel E. Weiner; Marta Christov; Jennifer Griffiths; Sanjeev Gupta; Aromma Kapoor; Perry Wilson; Tanima Arora; Ugochukwu Ugwuowo
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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.072 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| 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.
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.
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".