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Iqbal Ike K. Ahmed, A. Biswas, S. Krishnamurthy, P. K. Julka, G. K. Rath, Michael Back, Dorothy Jane Huang, C. Gzell, J. Chen, M. Kastelan, Pradeep Gaur, Helen Wheeler, Shahed N. Badiyan, Camenzind G. Robinson, J. R. Simpson, D. D. Tran, Keith M. Rich, J. L. Dowling, M. R. Chicoine, Eric C. Leuthardt, A. H. Kim, Jianling Huang, Signe Regner Michaelsen, I. J. Christensen, K. Grunnet, M.-T. Stockhausen, Helle Broholm, Michael Kosteljanetz, H. S. Poulsen, Minh Thi Tieu, E. Lovblom, Maureen MacNamara, Wilbert H. Mason, Danielle Rodin, Elizabeth Tai, Kiran Ubhi, N. Laperriere, Barbara‐Ann Millar, C. Ménard, Bruce A. Perkins, C P Chung, J. Clarke, A. Molinaro, J. Phillips, N. Butowski, S. Chang, Avital Perry, J Costello, A. DeSilva, Jane Rabbitt, M. Prados, Anne L. Cohen, Christopher J. Anker, D. Shrieve, B. E. Hall, K. Salzman, R. Jensen, H. Colman, O. Farber, U. Weinberg, Y. Palti, Bernard Fisher, Hong Chen, D. Macdonald, Glenn J. Lesser, Stephen W. Coons, D. Brachman, S. Ryu, M. Werner-Wasik, Jean-Paul Bahary, A. Chakravarti, Minesh P. Mehta, T. Gupta, Velu Nair, S. Epari, Jayant Godasastri, A. Moiyadi, Prakash Shetty, S Juvekar, R. Jalali, U. Herrlinger, N Schäfer, Joachim P. Steinbach, Astrid Weyerbrock, Peter Hau, Roland Goldbrunner, Ralf Kohnen, Horst Urbach, Walter Stummer, Martin Glas, Caroline Houillier, Hervé Ghesquières, Carole Soussain, Guido Ahle, Sylvain Choquet, P. Faurie, Jacques Olivier Bay, Jacques Vargaftig, C. Gaultier, Emmanuelle Nicolas‐Virelizier, Khê Hoang‐Xuan, Omar Iskanderani, F. Izar, A. Benouaich-Amiel, T. Filleron, Elizabeth Cohen‐Jonathan Moyal, C. Iweha, Supriya Jain, Edward Melian, Anil Sethi, Kathy S. Albain, Danielle Shafer, Bahman Emami, Xiao–Tang Kong, S. Green, Emese Filka, R. Green, W. H. Yong, P. Nghiemphu, Timothy F. Cloughesy, A. Lai, Supriya Mallick, Sanjoy Roy, S. Purkait, S. Gupta, P. K. Julka, G. K. Rath, C. Marosi, J. Thaler, Cihan Ay, Alexandra Kaider, E.‐M. Reitter, Johanna Haselböck, Matthias Preusser, Birgit Flechl, C. C. Zielinski, Ingrid Pabinger, Shin Miyatake, M. Furuse, Tomo Miyata, E. Yoritsune, S. Kawabata, Toshihiko Kuroiwa, Y. Muragaki, T. Maruyama, Hiroshi Iseki, Jiro Akimoto, Soko Ikuta, Masaru Nitta, Katsuya Maebayashi, Taiichi Saito, Y. Okada, Satoru Kaneko, Akira Matsumura, Koichi Karasawa, Yuichi NAKAZATO, Takamasa Kayama, L. B. Nabors, Karen Fink, T. Mikkelsen, Danica Grujičić, R. Tarnawski, Dahye Nam, Maria Mazurkiewicz‐Bełdzińska, Michael Salacz, L. Ashby, László Thurzó, Vittorina Zagonel, Roberta Depenni, James Perry, J. Henslee-Downey, Martin Picard, D. A. Reardon, Navya S. Nambudiri, Lakshmi Nayak, Debra C. LaFrankie, P. Wen, Douglas Ney, J. Andrew Carlson, Denise Damek, Patrick J. Blatchford, Laurie E. Gaspar, Brian D. Kavanagh, Allen Waziri, Kevin O. Lillehei, K. Rajender Reddy, C. Chen, I. Rashed, Kevin Barton, D. Anderson, V. Prabhu, Rebecca Rusch, Meghan Belongia, Mohit Maheshwari, S. Firat, David Schiff, A. Desjardins, M. Glantz, M. Chamberlain, William Shapiro, S. Gopal, Kevin Judy, S. Patel, Anuspandana Mahapatra, Jing Shan, Deepak Gupta, Kent C. Shih, Jeffrey Bacha, Dennis Brown, William J. Garner, Anne Steinø, Robert B. Schwart, Sarath Kanekal, Min Li, H.A. Burris, C. Soderberg-Naucler, Afsar Rahbar, G. Stragliotto, Andrew Song, Aryavarta M. S. Kumar, E. S. Murphy, Tanya Tekautz, John H. Suh, Violette Renard Recinos, Samuel T. Chao, Jochem K. H. Spoor, K. Korami, Jenneke J. Kloezeman, Rutger K. Balvers, Clemens M.F. Dirven, Martine L.M. Lamfers, Sieger Leenstra, Ashley Sumrall, Daniel Haggstrom, A Crimaldi, James T. Symanowski, P. Giglio, Anthony L. Asher, Sushma Burri, G. Sunkersett, Z. Khatib, C. Prajapati, E. E. Magalona, M. Mariano, Ibet Marie Sih, Roy Torcuator, Walter Taal, H. Oosterkamp, A. Walenkamp, L. Beerenpoot, Monique C.J. Hanse, J. Buter, A.H. Honkoop, D. Boerman, Filip De Vos, Slinger Jansen, F. van der Berkmortel, Dieta Brandsma, R. Enting, Johan M. Kros, J. Bromberg, I. van Heuvel, Marion Smits, Bronno van der Holt, René M. Vernhout, Martin J. van den Bent, Wolfgang Wick, Cristina Suárez, J. Rodon, Peter Forsyth, Ivelina Gueorguieva, Ann Cleverly, Tiana L. Burkholder, D. Desaiah, Michael Lahn, L. Zach, D. Guez, D. Last, D. Daniels, O. Nissim, Y. Grober, D. Nass, Alisa Talianski, R. Spiegelmann, Zvi R. Cohen, Y. Mardor
Bibliographic record
VenueNeuro-Oncology · 2013
Typearticle
Languageen
FieldMedicine
TopicInfrared Thermography in Medicine
Canadian institutionsUniversité de MontréalSunnybrook Health Science CentreWestern UniversityMount Sinai Hospital
Fundersnot available
KeywordsMedical radiationMedicineMedical physics
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)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.101
Threshold uncertainty score0.338
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.101 | 0.040 |
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 head0.013
GPT teacher head0.297
Teacher spread0.284 · 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 source (direct Gemma or distilled Codex), not a consensus.
The models applied no category: nothing in the taxonomy fit this work.
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
Published2013
Admission routes1
Has abstractno