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Gen Niimi, Jagat Mohini Kaul, Sabita Mishra, Babita Pangtey, Daniele Peri, Vincenza Cannella, Giovanni Peri, Alessandro Valentino, Francesco Li Volsi, Rosaria Lo Verde, Eleonora Russo, Antonio Sciuto, Annalisa Sunseri, Giuseppe Modica, Gianpiero Gravante, Seok Ling Ong, Matthew Metcalfe, David Lloyd, Ashley R. Dennison, Veronica Macchi, Andrea Porzionato, Anna Parenti, Raffaele De, Kawthar I. F. Al-Harmni, Zohair I. F. Rahemo, Hussain I. A. Al-Khan, Vedat Bakan, Gülen Demirpolat, Mahmut Bozkurt, Yakup Gümüşalan, Niyazi Acer, Mehmet Demir, Hulusi Taskoparan, Akcan Akkaya, Birdal Yıldırım, Mehmet Çamurdanoğlu, Gül Güven, Hilmi Özden, Şahin Kabay, Cengiz Üstüner, Dilek Burukoğlu, Derya Üstüner, İrfan Değirmenci, Fahrettin Akyüz, Neslihan Tekın, Fulya Küçük, Fi̇rdevs Gürer, Mehmet Cengiz Üstüner, Davut Özbağ, Mesut Özkaya, Harun Çıralık, Fatma İnanç Tolun, Fatih Yuzbasioglu, Seda Arslan, Ghazaleh Moshkdanian, Fatemeh Pouya, Amirmahdi Nematollahi-Mahani, Seyed Noureddin Nematollahi‐Mahani, Ralph Ger, Jeremy Nikfarjam, Kathy Dooley, Shuwei Liu, Zhenping Li, Xiangtao Lin, Haiwei Meng, Cheng Liu, Lei Feng, Min Suk Chung, Dong Sun Shin, É. Havet, Anne-Claire Dujardin, Fabrice Duparc, P. Fréger, Anitha Oommen, Christoph Stosch, J. Koebke, Stefan Herzig, Adam Jqbal, Paul Gazzani, Tim W. Rattay, Birgit Fruhstorfer, A. Vohrah, Richard Wellings, Stephen Brydges, Gregory R. Smith, Jamie Roebuck, Peter Abrahams, Václav Báča, M Otčenášek, F Svatos, Tereza Smrzova, Robert Grill, David Kachlík, Jan Skubal, Valér Džupa, Alena Doubková, I Klepácek, Josef Stingl, Muddathir Ali, Yahya Bedir, Günther Weber, Karim Malek, Amos Patrick, Brent Rochambeau, Phil Knickelbein, Da-Yae Choi, Mi‐Sun Hur, Kwan‐Hyun Youn, Kyung‐Seok Hu, Heejin Kim, Fadullah Aksoy, Yavuz Selim Yıldırım, Orhan Özturan, Hürtan Acar, Hasan Demirhan, Bayram Veyseller, J.‐M. Prades, Andréi P. Timoshenko, A. Asanau, M. Gavid, Christian Martin, Benoît Ayestaray, I. Auquit-Auckbur, Pierre-Yves Millez, Alp Bayramoǧlu, Hakan Özsoy, Deniz Demiryürek, Eray Tüccar, Keiichi Akita, Kumiko Yamaguchi, Atsuo Kato, Tomoyuki Mochizuki, Julien Beldame, J.-P. Mure, Benjamin Lefebvre, K. J. Karmand, Michael Norwood, Ayşin Kale, Özcan Gayretli, Adnan Öztürk, İlke Ali̇ Gürses, Ahmet Usta, Kayıhan Şahinoğlu, Gökhan Kaynak, Mustafa Gökhan Bilgili, Işık Akgün, Tahir Öğüt, Mehmetcan Unlu, İbrahim Üzün, B Valentino, Elvira Vittoria Farina, Tomoyasu Kato, Stoyan Pavlov, Maria Grosheva, Andrey Irintchev, Doychin N. Angelov, Tüli̇n Şen, Ali Fırat Esmer, Süleyman Tuna Karahan, B. Delas, Jean Pierre Marie, Jean Christophe Sabourin, Anna Hebda, R. C. Aland, Nihal Apaydın, Alparslan Apan, Aysun Uz, Ayhan Cömert, Mehmet Arslan, Hali̇l İbrahi̇m Açar, Mevci̇ Özdemi̇r, Alai̇tti̇n Elhan, İbrahi̇m Tekdemi̇r, R. Shane Tubbs, Ayhan Attar, Hasan Çağlar Uğur, Zeliha Fazlıoğulları, İsmihan İlknur Uysal, Ahmet Kağan Karabulut, Nadire Ünver Doğan, Muzaffer Şeker, Neslihan Cankara, Mehmet Ali Malas, Emine Hilal Evcil, Ayşegül Fırat, Mine Erbil, Figen Kaymaz, Sinan Yürüker, Semiha Sen, S R Ghazi, Paria Parto, Seyed Reza Ghazi, Ceren Günenç Beşer, Muşturay Karçaaltıncaba, Hakan Hamdi Çelik, Ruhgün Başar, Serpil Çilingiroğlu, Cemal Özbakır, Kenan Köse, Gülnur Özgüner, Osman Sulak, Irwin M. Best, Radovan Turyna, İsmail Malkoç, Hüseyın Karagöz, Bilal Fırat, Cemal Gündoğdu, Samih Diyarbakır, Firas Ghazi, Panagiotis Karanis, Sayee Rajangam, Preetha Tilak, Rema Devi, Bita Seifi, Naeem Earfani Majd, Mehran Dorstghol, Negar Niakan, Behpour Yousefi, Nooshin Bromand, Saeed Haghighi, Majid Malekzadeh Shafaroudi, Craig Daly, John Chris McGrath, Reza Ahadi, Mehrdad Bakhtiary, Mohammad Taghi Joghataei, Mehdi Mehdizadeh, Samideh Khoei, Mohsen Marzban, Parvin Salehinejad, Zahra Torshizi, Maryam Mohit, Nourjahan Banou Alithan, Ali Adulmanaf, Omar Abdul‐Rahman, Seyed Adel Moallem, Bibi Ezzat Hosseini, Mohammad Afshar, Mohammad Mehdi Hasanzadeh Tahery, Javad Hami, Mohammad Hossein Davari, Saeid Kalbasi, Noroz Najafzade, Malihe Nobakht, Sara Asalgoo, Nahid Rahbar Roshandel, Mohamad Taghi Joghataeei, Mehrdad Bakhtiari, Farid Safar, Negin Salamat, N. Alboghobeish, Mehrzad Mesbah, Ewa Biegaj, Tymon Skadorwa, Robert Kapolka, Bogdan Ciszek, Maria Piagkou, Giannoulis Piagkos, Vassiliki Kouki Aikaterini, Stergios Douvetzemis, Panagiotis Skandalakis, Sophia Anagnostopoulou, Mohamed Rashid Haffajee, Mohamed Adoobaker Ebrahim, J. W. Smith, Peter G. Osmotherly, Darren A. Rivett, Susan R. Mercer, Bin Yue, Dai‐Soon Kwak, Je‐Hun Lee, U‐Young Lee, Xiaochun An, Mi‐Sun Lee, Seung‐Ho Han, Ahmet Songür, Olcay Eser, Ozan Alper Alkoç, Muhsin Toktaş, Veli Çağlar, Tuncay Kaner, Mehmet Tuğrul Yılmaz, Serter Gümüş, Isinman Ilknur Uysal, Yahya Paksoy, Mahinur Ulusoy, Mehmet Bülent Balıoğlu, Koray Savran, Gazi Zorer, Hitomi Fujishiro, Takeshi Muneta, Kenji Sato, Joël Vernois, P. Mertl, Bo Sun, Haitao Ge, Tang Yuchun, Zhonghe Zhang, Gao‐Jun Teng, Hequn Geng, Taifei Yu, Ümit Şehirli, Ural Verimli, Emel Ulupınar, Ferruh Yücel, Lia Lucas Neto, Daniel Neto, Hugo F. Martins, Inácio Reis, Francisco Correia, A Gonçalves-Ferreira, Joana Adelaide Mota de Oliveira de Barbas Regala, Paula Fernandes, Joana Teixeira, Gökşin Nilüfer Yonguç, M. Bülent Özdemir, Vural Küçükatay, Melike Şahiner, Raziye Kurşunluoğlu, Esat Adıgüzel, Ilgaz Akdoğan, Yusuf Yılmaz, Gülten Erken, Mustafa Ayberk Kurt, İlker Mustafa Kafa, Murat Uysal, Sinan Bakırcı, Suraj Prakash, Mahindra Anand, Meena Verma, Mohsen Basiri, R. Doucette, Lingzhong Fan, Mehmet Dumlu Aydın, Canan Atalay, Sare Altaş, Ednan Bayram, Bunyami Unal, Sahin Asian, Georg Feigl, Friedrich Anderhuber, R. Rienmüller, Jean Phillippe Guyot, Jean Fasel, Izabel Kos, Oğuz Aslan Özen, Mustafa Sarsılmaz, Gunnar Grant, Mohammad Reza Nourani, Zahra Jamali, Hamid Reza Taghipour, Yuji Owada, Mohammad Ali Khalili, Ben R. Clower, Morteza Anvari, Fatemeh Sadeghian‐Nodoushan, Farzaneh Fesahat, Seyd Mohsen Miresmaili, Bagher Pourheydar, Mohammad Taghi Joghataeei, Vahid Pirhajati, Abolfazl Faghihi, Fereshteh Mehraeen, Simin Jafari, Abbas Aliaghaei, Vahid Sheibani, Majid Asadi, Gholam Reza Kaka, Taki Tiraihi, Karol P. Budohoski, Jacek Kunicki, Ulrike Pilsl, Can Pelin, Barış Özener, Ayla Kürkçüoğlu, Ragıba Zağyapan, Anna Żurada, Jerzy Gielecki, Hakan Ay, Bruno Grignon, F. Walter, T. Batch, H. Varlam, Iulian Iopincariu, Mehdi Benkhadra, François Lenfant, P. Trouilloud, Manuel Kastner
Bibliographic record
VenueSurgical and Radiologic Anatomy · 2009
Typearticle
Languageen
FieldEngineering
TopicHuman auditory perception and evaluation
Canadian institutionsUniversity of Saskatchewan
Fundersnot available
KeywordsMedicineOrthopedic surgeryMedical physicsSurgery
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 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 categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.514
Threshold uncertainty score0.998
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 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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 head0.022
GPT teacher head0.284
Teacher spread0.262 · 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
Citations0
Published2009
Admission routes1
Has abstractno