← Back to cohort
Canadian Spine Society
Karamjot Sidhu, Dorothy Kim, David E. Lebel, Abdullah A. Al‐Shammari, Gregory Photopoulos, Myriam Provost, Richard Cowley, Nicolas Dea, Anne Versteeg, Felipe Eltit, Y. Raja Rampersaud, Lukas Grassner, Abdullah Alduwaisan, Colton Kennedy, Asra Toobaie, Nizar Algarni, Rémi Pelletier-Roy, Alex B. Bak, Supriya Singh, Aazad Abbas, Andrew Ajisebutu, Osama Aldahamsheh, Sophie Martin, Nathan Baron, Shahin Basiratzadeh, Nicolas Beresford-Cleary, Fenil R. Bhatt, Christopher R. Good, Alexandra E. Thomson, Nicholas Blake, Marie‐Michèle Briand, Vraj Shah, Tan Chen, Ahmed Cherry, Brett Rocos, Richard Chua, Trevor Cotter, Matt Coyle, Charlotte Dandurand, Emma Dauphinee, Antoine Dionne, Ibrahim El Bojairami, Matías Pereira Duarte, Maryam Tavakol Elahi, Nicholas Ellingwood, Brett Ells, Nader Fallah, Renan Fernandes, Catherine Fleury, Salomón Flórez‐Jiménez, Ping Li, Antoine Gennari, Miltiadis Georgiopoulos, Ryan Greene, Charles Yu, Neil J. Werthmann, Ramtin Hakimjavadi, Bryan J. Heard, Catherine E. Hutchison, Colborne Kemna, Mathieu Laflamme, James Laskin, Mark A. MacLean, Emilie Kuepper, Ellen Parker, Amit Persad, Kim Phan, Maria Rachevitz, Barzany Ridha, Perry Dhaliwal, Sarita Sakoto, Mohamed Sarraj, Philip Hache, Paul Slosar, Mary Sun, Nancy P. Thorogood, Setti Belhouari, Olumide Olotu, Jin Du, Imran Saleh, Aaron Varga, Vishal Varshney, Ognjen Visnjevac, James S. Wu, Marina Rosa Filezio, Vishwajeet Singh, Fábio Ferri-de-Barros, Jennifer A. Dermott, Masayoshi Machida, Natasha Bath, David Levin, Fiona Campbell, Martin A. Koyle, Lisa Isaac, Danielle Ruskin, Sarah Brennenstuh, Jennifer Stinson, Rodrigo Navarro-Ramírez, Oded Rabau, Jean Ouellet, Jennifer Hurry, Jaysson T. Brooks, Ryan Fitzgerald, Craig R. Louer, Joshua Murphy, K. Aaron Shaw, Kevin Smit, Julie Joncas, Mylène Duval, Olivier Chémaly, Félix Brassard, Jean‐Marc Mac‐Thiong, Soraya Barchi, Marie Beauséjour, Marie-Claire Ishimo, Sylvie Le May, Lauren Lewis, Kristen Arnold, Colby Oitment, Thorsten Jentzsch, Anna Rienmüller, Hananel Shear Yashuv, Allan R. Martin, Sigurd Berven, Taryn Ludwig, Mathew Coyle, Michael J. Asmussen, Brent Edwards, Fred Nicholls, Dana El-Mughayyar, Amanda Vanderwint, Rory McPhee, Ed Abraham, Najmedden Attabib, J Couture, Julien Goulet, Karina Lebel, Bernard LaRue, CSORN Investigators, Roxanne Gal, Jorrit‐Jan Verlaan, Hester Wessels, T.K.C. Ng, Ziya L. Gokaslan, Jennifer Urquhart, Jérôme Paquet, Michael H. Weber, Michael G. Johnson, Andrew Nataraj, Adrienne Kelly, Ken Thomas, Claudius Thomé, Nikolaus Kögl, Ahn Khoa Vo, John L. K. Kramer, Ondra Petr, Samantha Visva, Tristan Nguyen-Luu, Alexandra Stratton, Stephen Kingwell, Eugene K. Wai, Philippe Phan, David Puskas, Kenneth Rockwood, Edward Abraham, Raphaële Charest-Morin, Scott Paquette, Nicholas Gélinas-Phaneuf, Nicholas Dea, Marcel F. Dvorak, Tamir Ailon, Sean Christie, Nicolas Dea, Tyler Adams, Erin Bigney, Erin Cunningham, Eden Richardson, Andre LeRoux, George Kolyvas, Jeffrey J. Hébert, Eric X. Jiang, Felicity Fisk, Kevin Taliaferro, Sophie Stukas, Jennifer Cooper, Jasmine Gill, Nader Fallah, Michael A. Skinnider, Lise Bélanger, Leanna Ritchie, Angela Tsang, Kevin Dong, Femke Streijger, Cheryl L. Wellington, Brian K. Kwon, Étienne Bourassa-Moreau, Ali Moghaddamjou, Michael G. Fehlings, Mélissa Nadeau, Jay Toor, Cari Whyne, Albert Yee, Nicholas J. Yee, Jihad Abouali, Markku Nousiainen, Hans J. Kreder, Mohamed Hasan, Neil Berrington, Lukas Burger, Nathan Evaniew, Nikita Cobetto, Carl‐Éric Aubin, A. Noelle Larson, Yanzhou Cheng, Wojtek Michalowski, Herna L. Viktor, Natalie Baddour, Philippe Phan, Gerard Mawhinney, Jeremy Reynolds, Miles T. Guth, Brandon Allen, David A. Boyd, Julia Grigorian, Thomas C. Schuler, Colin M. Haines, Samuel Namian, Niteesh Bharara, Ehsan Jazini, Lindsay Orosz, Anant Tewari, Thomas Schuler, Jonathan Merril, Rita Roy, Michael Wang, Matthias H. Schmidt, Andréane Richard‐Denis, Minh Tri Le, Victor Lim, Aaron Cheung, Justin L. Brown, Hassan Chaudhry, Cailtin Yee, Greg McIntosh, Peter Jarzem, Jean Francois Roy, Jacques Bouchard, Kelechi Eseonu, Henry Ahn, Bela Davidson, Lily Rabinovitch, Fan Jiang, A Vaisman, Mayilée Cañizares, Mauricio J. Ávila, Aaron Burket, Pedro Aguilar‐Salinas, Rosaire Mongrain, Tom Schmidt-Braekling, Johanna Dobransky, Cheryl Kreviazuk, Wade Gofton, Paul E. Beaulé, George Grammatopoulos, Bradley Jacobs, Jefferson R. Wilson, Christopher S. Bailey, Philip Phan, Kenneth Thomas, Mathew Hindi, Pedram Laghaei Farimani, Mohammad Sadegh Mashayekhi, Michael Boyd, Abraham Edward, Najmeddan Attabib, Dorothy Barthélemy, Marjolaine Roy‐Beaudry, Christian Bellefleur, Isabelle Turgeon, Hubert Labelle, WonSook Lee, Tolu Alugo, William Oxner, Peng Cynthia Dunning, Di Wang, Suzanne Humphreys, Vanessa K. Noonan, Fawaz Siddiqi, Ed Abraham, J.-M. Mac-Thiong, Cindy Ogden, V. T. Q. Huong, Bilal Tarabay, Sung-Joo Yuh, Ghassan Boubez, Houssem-Eddine Gueziri, Carlo Santaguida, D. Louis Collins, Amanda Häll, Sean Barry, Lutz Weise, Holly Etchegary, Steven D. Glassman, David W. Polly, Jeffret Gum, Jeffrey L. Gum, Heather A. Hong, Kristen Walden, Paul Salo, Roman Krawetz, David A. Hart, Ish Bains, Ganesh Swamy, Qian Yang, Arilene Godoy, Spencer Smith, Clifford Lin, Zeina Waheed, Tom E. Nightingale, Charles Touchette, Taylor Duda, Alysa Almojuela, David Bergeron, Majid Aljoghaiman, Nicholas Sader, Michelle Kameda-Smith, M. Timothy Hresko, Abdulmajeed Alzakri, Stefan Parent, Dan Sucato, Lawrence G. Lenke, Michelle C. Marks, Vasileios Arzoglou, S. Fuentès, Shisheng He, Tomáš Hosszú, Pedro Varanda, Sergey Mlyavykh, Yueming Song, Shaishav Bhagat, Jae‐Young Hong, Yann Phillipe Charles, Yung Park, G. Bordon, Emiliano Vialle, Brain Kwon, Ron El‐Hawary, Nic Dea, Mohammed Al Anazi, Michael Kindrachuk, Eric Noyes, Adam Wu, Daryl R. Fourney, Melanie D. Pratt, Zhi Wang, Susan Robarts, Helen Razmjou, Zachary Huschi, Yanzhao Cheng, Heather Rossong, Huixin Zhang, Roy-Beaudy, Michael Goytan, Mohammad Zarrabian, Frederick A. Zeiler, Amlin Charles, Luc Duong, Travis Marion, Markian Pahuta, Firoz Miyanji, Steven J. McAnany, David C. DeWitt, Igor Jurišica, Anthony V. Perruccio, Yun Niu, Abdulmajeed Alahmari, Fares Al-Jahdali, Chris Bailey, Kate Harback, İlke Akpinar, Cassandra Adjetey, Diana Tindall, John Chernesky, Hannah L. Brooks, Jérémie Larouche, Akshdeep Bhatia, Denis Selimović, Flo Slomp, Emily Thiessen, Nataliya Lastivnyak, Linda Slater Maclean, Vanessa Ritchie, Aaron Hockley, Jill Osborn, Ramesh Sahjpaul, Charles G. Fisher, Mila Pastrak, Van Tri Truong, Moïshe Liberman, Stephan Söder, Tarek Sunna, Émilie Renaud-Charest, Phumeena Balasuberamaniam, Mopina Shrikumar, Tan Chen, Tracey Anthony, Andrea Phillips, Avery B. Nathens, Martin Chapman, Eric Crawford, Roland B. Stark, Carolyn E. Schwartz
Bibliographic record
VenueCanadian Journal of Surgery · 2022
Typearticle
Languageen
FieldMedicine
TopicScoliosis diagnosis and treatment
Canadian institutionsInstitute of Health EconomicsManitoba HealthNova Scotia Department of Health and WellnessUniversity of Alberta HospitalAlberta Hospital EdmontonSt. Michael's HospitalQuebec Rehabilitation Research NetworkInternational Collaboration On Repair DiscoveriesÉcole de Technologie SupérieureHôpital de l'Enfant-JésusSault Area HospitalToronto East General HospitalBC Cancer AgencyUniversité LavalProvidence Health CareBC Children's HospitalSunnybrook Health Science CentreLawson Health Research InstituteAlberta Bone and Joint Health InstituteMontreal Neurological Institute and HospitalCentre Hospitalier de l’Université de MontréalPraxis Spinal Cord InstituteHealth Sciences CentreMontreal General HospitalMedtronic (Canada)Saint John Regional HospitalCentre Hospitalier Universitaire de SherbrookeToronto Western HospitalUniversity of SaskatchewanUniversity of ManitobaUniversité de MontréalKrembil FoundationUniversity of FrederictonHorizon Health NetworkHôpital du Sacré-Cœur de MontréalNOSM UniversityArthritis SocietyUniversity of TorontoUniversity of AlbertaUniversity Health NetworkAgricultural Research Institute of OntarioHospital for Sick ChildrenUniversité de SherbrookeWestern UniversityMemorial University of NewfoundlandPolytechnique MontréalVancouver Spine Surgery InstituteMcMaster UniversityUniversity of OttawaDalhousie UniversityOttawa HospitalCentre Hospitalier Universitaire Sainte-JustineVancouver General HospitalUniversity of CalgaryIzaak Walton Killam Health CentreCanada East Spine CentreLondon Health Sciences CentreMcGill UniversityUniversity of British ColumbiaUniversity of New Brunswick
Fundersnot available
KeywordsMedicineIdiopathic scoliosisScoliosisCobb angleCobBRadiographyOrthodonticsPhysical therapyMedical physicsRadiologySurgery
Abstract
de-Barros.
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)0.002
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation 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: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.529
Threshold uncertainty score0.672
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.529 | 0.314 |
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 head0.046
GPT teacher head0.251
Teacher spread0.205 · 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.
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
Published2022
Admission routes3
Has abstractyes