← Back to cohort
Table of contents
Robert T. Sataloff, Matthew L. Bush, Rakesh Chandra, Douglas B. Chepeha, Brian Rotenberg, Edward Fisher, David P. Goldenberg, Ehab Y. Hanna, Joseph E. Kerschner, Dennis H. Kraus, John H. Krouse, Daqing Li, Michael J. Link, Lawrence R. Lustig, Samuel H. Selesnick, Raj Sindwani, Judith Smith, James R. Tysome, Peter Weber, Welling, Amy Hughes, Eelam Adil, Varun V. Varadarajan, Michael Harris, Aaron C. Moberly, John M. Craig, Robert Deeb, Janice Chua, Joseph Choy, Ronald Sahyouni, Jack L. Birkenbeuel, Dillon Cheung, Edward C. Kuan, Naveen D. Bhandarkar, Marios Stavrakas, Petros D. Karkos, Zinovia Tsinaslanidou, Jannis Constantinidis, Richard Law, Talal Bazzi, Meredith Van Harn, Nanki Hura, Sophia Song, Rebecca J. Kamil, Gerdline Pierre, Sandra Y. Lin, Adam Mccann, Michal Trope, Victoria Walker, Tazheh Kavoosi, Marlene M. Speth, Isabelle Gengler, Katie M. Phillips, Ahmad R. Sedaghat, Lauren A. Miller, Neil Bhattacharyya, Rohini Bahethi, Chris Park, Anthony Yang, Mingyang Gray, Kevin Wong, Alfred Marc Iloreta, Mark S. Courey, Hsiu‐Wen Tsai, Kevin Lina, Liam Motz, Dacheng Chung, Michael Murphy, Michael Feeley, Jennifer H. Elisseeff, Alexander T. Hillel, Kimberly K. Coca, M. Boyd Gillespie, Nicholas Beckmann, Rongshun Zhu, Tamara Nelson, R. Witt, Sarah M. Dermody, Maria Masciello, Sonya Malekzadeh, Ronit Malka, Jennifer A. Villwock, Erynne A. Faucett, Sarah N. Bowe, E. D. E., Sarah C. Shearer, Keon M. Parsa, Annemarie Newark, Tejasvi Peesay, Amanda Walsh, Stephen Fernandez, William Z. Gao, Matthew Pierce, Charles A. Keilin, Janice L. Farlow, Kelly M. Malloy, Lauren A. Bohm, Ulla Lantto, Petri Koivunen, Terhi Tapiainen, Marjo Renko, Grace E. Snow, Patrick Byrne, Stewart, David W. Eisele, Scott Wright, Lee M. Akst, Yasmina Ahmed, Angela Cao, Arielle Thal, Sharan Shah, Vikas Mehta, Thomas J. Ow, Bradley A. Schiff, Michael B. Brenner, Christopher H. Rassekh, Pavel Dulguerov, Cranial Base, Eric W. Wang, Paul Gardner, Shannon Fraser, Stefko, Juan C. Fernandez‐Miranda, Carl H. Snyderman, Sandra Mikhael, Abanoob Tadrosse, Marina Tadrosse, Arsany Yassa, Mina Mikhael, Gregory L. Barinsky, Jordon G. Grube, Christina H. Fang, Jean Anderson Eloy, Ameer Ghodke, Mark M. Mims, W.E. Shockley, Jonathan Clark, W. T. Wang, Aurora G. Vincent, Tom Shokri, Peter A. Hilger, Yadranko Ducic, Emanuele Zavattero, Alessandro Bolzoni, Giovanni Dell’Aversana Orabona, Mario Santagata, Olindo Massarelli, Andrea Ferri, Marco Della Monaca, Chiara Copelli, Manlio Gessaroli, S. Valsecchi, Claudia Borbon, Anna Beltramini, Guglielmo Ramieri, Valentino Valentini, Gian Paolo Tartaro, R Cocchi, Andrea Varazzani, Luigi Califano, Alessandro Baj, Sallie Long, Daniel M. Spielman, Adetokunbo Losenegger, Romy Obayemi, Michael Neuner, Gwendolyn Cosiano, A. M. Reeve, Michael Kacker, Anthony J. Stewart, Ho Lee, Sumaiyah Bukhari, Yong Jang, Jae‐Ho Chung, Dasom Kim, Jeong‐Hyun Cheon, Jeongmin Yoon, Seung‐Kuk Baek, Kwang‐Yoon Jung, Eul‐Sik Yoon, Seung Ha Park, Ellen M. Hong, Tiffany Pham, Soo Hong Seo, Wesley J. Moy, Pamela A. Borden, Kyle D. Hansen, Sehwan Kim, Ji‐Hun Mo, Brian J. F. Wong, Aaron L. Zebolsky, Ochoa, Karam W. Badran, Chase M. Heaton, Andrea Park, Rahul Seth, Knott, Sonia Yuen, Arvind Badhey, Alice Tang, Chad Zender, Sophia M. Colevas, James Thompson, Tiffany A. Glazer, Gregory K. Hartig, Pirabu Sakthivel, Rakesh Kumar, Thankarajan Arunraj, Ashu Ashu, Seith Bhalla, Arun Prashanth, Y. Suresh, Chandra Shekhar Sharma, Alok Thakar, Hamza Bhalli, Shuqing Chen, Andrew T. Day, Brittny Tillman, Eli Gordin, John M. Truelson, David J. Sher, Larry L. Myers, Jinming Gao, Baran, D Sumer, Obinna I. Nwosu, Alexander Jones, Mohamedkazim Alwani, Lawrence H. Einhorn, Michael J. Moore, Avinash V. Mantravadi, Vusala Snyder, Lindsey Goyal, Eve M. R. Bowers, Mark Kubik, Seungwon Kim, Robert L. Ferris, Jonas Johnson, William E. Gooding, Barton F. Branstetter, Tanya J. Rath, Shaum Sridharan, Brianna Harris, Rusha Patel, Alexandra E. Kejner, Benjamin Russell, Jad Ramadan, Arnaud F. Bewley, Pingan Wu, Guo-Yan Yuan, Ruming Zhou, Wilson, Wai-Shing Ho, Zhao-Qun, Ji-Fu Lu, Siyi Cai, Yang, King-Yin Raymond, Yu-Wai Tsang, Ramez Philips, Aarti Agarwal, Chandala Chitguppi, Brian Swendseid, Alexander Graf, Kira Murphy, William C. Jangro, Lora Rhodes, Elina Toskala, Adam Luginbuhl, Joseph Curry, Gurston Nyquist, Marc Rosen, Jennifer A. Johnson, Mindy Rabinowitz, Manon A. Zwakenberg, György B. Halmos, Jan Wedman, Bernard, F Van Der Laan, Boudewijn, E Plaat, Carissa M. Thomas, Michael C. Sklar, Jie Su, Wei Xu, John R. de Almeida, Shabbir M.H. Alibhai, David P. Goldstein, Aytuğ Altundağ, Özlem Saatçi, Sedat Giray Kandemirli, Ebru ŞANLI, Özge Arıcı Düz, Ahmet Necati Şanlı, Düzgün Yıldırım, Joshua Kain, J. Dixon Johns, David Alexander, William L. Carroll, Jessica W. Grayson, Erin Buczek, Sheng‐Wei Chang, Cheng‐Ming Hsu, Yuan‐Hsiung Tsai, Geng‐He Chang, Ming‐Shao Tsai, Ethan I. Huang, Yao‐Te Tsai
Bibliographic record
VenueThe Laryngoscope · 2021
Typearticle
Languageen
FieldComputer Science
TopicBluetooth and Wireless Communication Technologies
Canadian institutionsImpact
Fundersnot available
KeywordsTable (database)Computer scienceCitationTable of contentsInformation retrievalWorld Wide WebLibrary scienceDatabase
Abstract
adolescent boy with JNA stage IIIB
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 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)0.001
metaresearch head score (Gemma)0.006
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 score0.178
Threshold uncertainty score0.254
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.822 | 0.749 |
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 head0.024
GPT teacher head0.243
Teacher spread0.219 · 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
Citations1
Published2021
Admission routes1
Has abstractno