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Canadian Spine Society
Firoz Miyanji, Dorothy Kim, Samuel Yoon, Marjolaine Roy‐Beaudry, Jessica Romeo, Vivien Chan, Peter Tretiakov, Vishal Varshney, Ariel Zohar, Aazad Abbas, Maroun Rizkallah, Brandon J. Herrington, Ramtin Hakimjavadi, Alexandre Chênevert, Aditya Raj, Abdullah Alduwaisan, Michael Craig, Michael G. Fehlings, Jessica C. W. Wang, Rohail Mumtaz, Ragavan Manoharan, Jenna Smith‐Forrester, Maria S. Rachevits, Alysa Almojuela, Mark Abdelnour, Taylor A. Smith, Ryan Sandarage, Rachael H. Jaffe, Newton Cho, Lukas Grassner, Mark A. MacLean, Émile Brouillard, Aysha Allard Brown, Jeff D. Golan, Drew A. Bednar, Prarthan Amin, Amanda Vandewint, Chanelle Montpetit, Husain Shakil, Van Tri Truong, Maryam Rezaeezadeh Roukerd, Khushdeep S. Vig, Shaurya Gupta, Jin Du, Siril Teja Dukkipati, Elizabeth Byers, Shannon Rockall, Aaron Varga, Lutz Weise, Isaac Turkstra, Alwalaa Althagafi, Christopher D. Witiw, Timothy Lasswell, Abdulrahman Hamdoon, Kirsten A Schuler, Kalum Ost, Mohamed Sarraj, Hani Alharbi, Sara Gustafson, Drew Alexander Bednar, Arvindera Ghag, Amit Parekh, Kevin Smit, Manjot Birk, Elen Mullaj, Jordan J. Levett, Phillip de Muelenaere, Olivia C. Iorio, Felicia Manocchio, Majeed Al-Zakri, Stéfan Parent, Ali Erhan Eren, Patrick J. Cahill, Liisa Jaakkimainen, Teresa To, Maryse Bouchard, K. B. Mathias, Rajendra Sakhrekar, Aya Mitani, David Lebel, Tracey P. Bastrom, Amer F. Samdani, Marie Beauséjour, James Jarvis, Andrew Tice, Robert H. Cho, Selina Poon, David L. Skaggs, Geoffrey Shumilak, José Sardi, Jeff Gum, Oluwatobi Onafowokan, Jamshaid Mir, Ankita Das, Tyler Williamson, Pooja Dave, Bailey Imbo, Jordan Lebovic, Paweł Jankowski, Peter G. Passias, Lawrence G. Lenke, Ramesh Sahjpaul, Jill Osborn, Michael J. Asmussen, Taryn Ludwig, Jay Toor, Gurjovan Sahi, Dušan Кovačević, Johnathan R. Lex, Anthony V. Perruccio, Nizar N. Mahomed, Mayilée Cañizares, Fidaa Al-Shakfa, Yousef Kamel, Galil Osman, Renan Fernandes, Jennifer Urquhart, Y. Raja Rampersaud, Christopher S. Bailey, Tinghua Zhang, Zachary DeVries, Philippe Phan, Noah Fine, Laura S. Stone, Mohit Kapoor, Sonia Bédard, Julien Goulet, J Couture, Bernard LaRue, Meaghan Rye, Alexa Roussac, Luciana Macedo, James M. Elliott, Richard DeMont, Véronique Pepin, Geoffrey Dover, Kim Phan, Niels Wedderkopp, Saswati Tripathy, Bradley Jacobs, Y. Raja Rampersaud, Andrew Nataraj, David W. Cadotte, Jérôme Paquet, Hamilton Hall, Nathan Baron, Jing-Yi Huang, Nader Fallah, Raphaële Charest-Morin, Karlo M. Pedro, Mohammed Ali Alvi, Charles Fisher, Khaled Skaik, Andrew Glennie, William Oxner, Sabahat Saeed, Patrick Toyota, Jack Su, Braeden D. Newton, Nicole Coote, Helen Razmjou, Susan Robarts, Albert Yee, Joel Finkelstein, Frederick A. Zeiler, Sarvesh Logsetty, Perry Dhaliwal, Yuxin Zhang, Michael Bond, Stephan U Dombrowski, J M García-Moreno, Vithushan Surendran, Sophie Ngana, Markian Pahuta, Daipayan Guha, James Byrne, Jetan H. Badhiwala, Andrew Jack, Christopher W. Smith, Erin M. Harrington, Alick Wang, Karim S. Ladha, Avery B. Nathens, Zeina Waheed, Melody Chen, Vanessa Noonan, Toluyemi A. Malomo, Peter C. Coyte, Brian Chan, Rebecca Hancock, Jefferson R. Wilson, Jordan W. Squair, Viviana Aureli, Nicholas D. James, Léa Bole-Feysot, Inssia Dewany, Nicolas Hankov, Laetitia Baud, Anna Leonhartsberger, Kristina Sveistyte, Michael A. Skinnider, Matthieu Gautier, Katia Galan, Maged Goubran, Jimmy Ravier, Frédéric Merlos, Laura Batti, Stéphane Pagès, Nadia Bérard, Nadine Intering, Camille Varescon, Stefano Carda, Kay Bartholdi, Thomas Hutson, Claudia Kathe, Mark T. Anderson, Bogdan Draganski, Robin Demesmaeker, Léonie Asboth, Quentin Barraud, Jocelyne Bloch, Grégoire Courtine, Mustafa Nadi, Lisa Julien, F. Cumhur Öner, Alexander Joeris, Klaus John Schnake, Mark Phillips, Alexander R. Vaccaro, Richard J. Bransford, Eugen Cezar Popescu, Mohammed Elsharkawi, Shanmuganathan Rajasekaran, Lorin M. Benneker, Greg D. Schroeder, Jin W. Tee, John C. France, R. T. Allen, William F. Lavelle, Emiliano Vialle, David S.K. Magnuson, Yvan Petit, Françis Bernard, Daniel García‐Ovejero, Evelyn Beyerer, Orpheus Mach, Iris Leister, Doris Maier, Ludwig Aigner, Ángel Arévalo‐Martín, Antoinette J. Charles, Rory Goodwin, Michael H. Weber, Ismail Laassassy, Paul Khoueir, Gilles Maurais, Kitty So, Neda Manouchehri, Megan Webster, Jay Ethridge, Audrey Warner, Avril Billingsley, Kirsten Bale, Andrew Yung, Mehara Seneviratne, Jing Wang, Femke Streijger, Piotr Kozłowski, Oliver Lasry, Soroush Nedaie, Pranjan Gandhi, Christopher J. Neilsen, Raja Rampersaud, Chris Small, Jill Kearney, Nanadan Marathe, Dragana Ponjevic, John R. Matyas, Gabriella Rivas, James P. Lawrence, David E. Lebel, Nicolas Vaillancourt, Mathieu Boily, Vishu Karthikeyan, Arjun Sahgal, Alexander Kiss, D. Redelmeier, Véronique Freire, Omer Ahmed, Scott L. Zuckerman, Ilya Laufer, Dean Chou, John E. OʼToole, Markus Schultheiß, Daniel M. Sciubba, John H. Shin, Anne Versteeg, Matthew L. Goodwin, Stefano Boriani, Chetan Bettegowda, Áron Lazáry, Alessandro Gasbarrini, Jeremy Reynolds, Jorrit‐Jan Verlaan, Ziya L. Gokaslan, Laurence D. Rhines, Daniele Boulé, Felipe Leão, Tej D. Azad, Jan Valošek, Mathieu Guay-Paquet, Heather A. Hong, Dilnur Kurban, Gary Linassi, Adalberto Loyola‐Sánchez, Vidya Sreenivasan, Andrea Townson, R Charest-Morin, Nicholas Dea, Mohamed Al-Sofyani, Brian Kwon, Stephanie Stefaniuk, Wojtek Michalowski, William Van Woensel, Jillian Kazley, Abdul Arain, Kirill Pustovetov, Victor X. D. Yang, James S. Harrop, Ahmed Cherry, Rajesh Kumar, Nadia Jaber, Mark Driscoll, Justin L. Brown, J. Sugár, James Hektner, Scott Donia, John Chernesky, Vanessa K. Noonan, Flo Slomp, Emily Thiessen, Nataliya Lastivnyak, Linda Slater Maclean, Vanessa Ritchie, Aaron Hockley, Christine Potvin, Peggy Flynn, Bruno Oppermann, Marcelo Oppermann, Kenneth Lee, Chi‐Hua Chen, Samuel Strantzas, Alison Anthony, Mike Vandenberk, Samer Hassan, Newton Pimenta, Jocelyn Blanchard, Alexandre Chenevert, Amanda Häll, Holly Etchegary, Jae Ho Han, Gwynedd E. Pickett, James S. Harrop, Parham Rasoulinejad, Richard Hu, Fawaz Siddiqi, Mohamed A. R. Soliman, Juhi Maraj, Balraj S. Jhawar, Lindsay Orosz, Tarek Yamout, Brandon J. Allen, Wondwossen Lerebo, Rita Roy, Thomas C. Schuler, Christopher R. Good, Colin M. Haines, Ehsan Jazini, David C. Anderson, Peter Lewkonia, Paul Salo, Michael Yang, Nathasha Rajapaksege, Trevor C. Gascoyne, Michael Goytan, Mohamed Sarra, Samuel A. Kirk, Otis C Shirley, Jeffrey N. Bone, Andrew Morrison, Ethan Sanders, Stephan Parent, Natasha Bath, Deepa Kattail, So Kato, Abdulrhman Alnasser, Uri Barak, Naif M. Alotaibi, Isaac L. Moss, Alexander G. Weil, Kashif Parvez, John Sun, Ran Ankory, Lisa Stallwood, Henry Ahn, Abdul Naeem, Milad Moradi, Victoria Shi, Emily Cheung
Bibliographic record
VenueCanadian Journal of Surgery · 2024
Typereview
Languageen
FieldMedicine
TopicScoliosis diagnosis and treatment
Canadian institutionsUniversity of VictoriaUniversity of WinnipegAlberta Children's HospitalOkanagan University CollegeCanadian Thoracic SocietyÉcole de Technologie SupérieureToronto Rehabilitation InstituteUniversité LavalCentre hospitalier de l'Université LavalToronto Public HealthHorizon Health NetworkKrembil FoundationOkanagan CollegeCentre for Interdisciplinary Research in RehabilitationVancouver Island UniversityBrandon UniversityBC Children's HospitalUniversity of WindsorHealth Sciences CentreMontreal General HospitalMila - Quebec Artificial Intelligence InstitutePraxis Spinal Cord InstituteUniversity of SaskatchewanOrthopaedic Innovation CentreUniversity of ManitobaSumitomo Precision Products (Canada)Sunnybrook Health Science CentreQueen Elizabeth II Health Sciences CentreSt. Michael's HospitalUniversity of FrederictonDr. Georges-L.-Dumont University Hospital CentreUniversity of New BrunswickVancouver Coastal Health Research InstituteCanadian Cardiovascular SocietyCentre Hospitalier de l’Université de MontréalSunnybrook HospitalBC Children's Hospital FoundationConcordia UniversityMcGill UniversityLondon Health Sciences CentreToronto Western HospitalUniversité du Québec à MontréalUniversity of TorontoUniversity of AlbertaUniversity Health NetworkVancouver General HospitalUniversity of CalgaryProvidence Health CareCentre Hospitalier Universitaire de SherbrookeCanadian AIDS SocietySaint John Regional HospitalUniversity of British ColumbiaUniversity of WaterlooSickKids FoundationCentre hospitalier universitaire de QuébecHospital for Sick ChildrenUniversité de SherbrookeWestern UniversityPolytechnique MontréalMemorial University of NewfoundlandMcMaster UniversityVancouver Spine Surgery InstituteInternational Collaboration On Repair DiscoveriesUniversité de MontréalWindsor Regional HospitalMcGill University Health CentreDalhousie UniversityUniversity of OttawaCanada East Spine CentreHôpital du Sacré-Cœur de MontréalChildren's Hospital of Eastern OntarioOttawa HospitalCentre Hospitalier Universitaire Sainte-Justine
Fundersnot available
KeywordsMedicineSpondylolisthesisProspective cohort studyTerm (time)PediatricsPhysical therapySurgery
Abstract
247 children followed until skeletal maturity.
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)0.000
metaresearch head score (Gemma)0.002
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: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.261
Threshold uncertainty score0.873
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.004 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.261 | 0.156 |
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 head0.144
GPT teacher head0.353
Teacher spread0.210 · 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
Published2024
Admission routes3
Has abstractno