← Back to cohort
Abstracts and Workshops 7th National Spinal Cord Injury Conference November 9 – 11, 2017 Fallsview Casino Resort Niagara Falls, Ontario, Canada
Mir Hatef Shojaei, Mohammad Alavinia, B. Catharine Craven, Christiana L. Cheng, Tova Plashkes, Tian Shen, Nader Fallah, Suzanne Humphreys, Colleen O’Connell, Chester Ho, Christine Short, Karen Ethans, Rebecca Charbonneau, Jérôme Paquet, Vanessa K. Noonan, Julio C. Furlan, Michael G. Fehlings, Jirapat Likitlersuang, Elizabeth R. Sumitro, Sukhvinder Kalsi‐Ryan, José Zariffa, Dalton L. Wolfe, Stephanie Cornell, Julie Gagliardi, Stephanie Marrocco, Carly S. Rivers, David G. T. Whitehurst, Carolyn E. Schwartz, Joel Finkelstein, Catherine Truchon, Gary Linassi, Eve C. Tsai, Brian Drew, Henry Ahn, Marcel F. Dvorak, Jérôme Paquet, Luc Noreau, Katie Lenz, K. Alysse Bailey, David J. Allison, David S. Ditor, Justine Baron, Jennifer R. Tomasone, Dorothyann Curran, Toba Miller, Jeremy Grimshaw, Bastien Moineau, Milad Alizadeh-Meghrazi, Gabriel Ştefan, Kei Masani, Miloš R. Popović, Martha G. Garcia-Garcia, César Márquez-Chin, Sivakumar Gulasingam, Alia Khan, Clara Pujol-Fuentes, Mark Laylor, Nikola Unic, Maureen Pakosh, Kristin E. Musselman, Louise Brisbois, Mary C. Verrier, Maryleen K Jones, Roberta K. O’Shea, Sakina Valika, Kaila A. Holtz, Elena Szefer, Brian K. Kwon, Patricia Mills, Cynthia Morin, Anne Harris, Arlene Aspinall, Katherine Chan, Chris Alappat, Heather Flett, James Milligan, Loretta M. Hillier, Craig Bauman, Lindsay Donaldson, Joseph K. Lee, Joseph Lee, Karen Slonim, Lindsay Sleeth, Samantha Jeske, Anna Kras‐Dupuis, Samantha McRae, Jennifer Mokry, Joanne Zee, Mark Bayley, Jean-François Lemay, Audrey Roy, Hervé Gagnon, Renee Theiss, Kristina Guy, Gillian Johnston, Melanie Kokotow, Sandra Mills, Patricia Bain, Carol Y. Scovil, Pamela E. Houghton, Deena Lala, Lyndsay Orr, Paul Holyoke, Jillian Brooke, Kathleen A. Martin Ginis, Robert B. Shaw, Matthew Stork, Christopher B. McBride, Lora Giangregorio, Sander L. Hitzig, Naaz Kapadia, Vera Zivanovic, Taufik A. Valiante, Eleni Patsakos, Farnoosh Farahani, Anita Kaiser, W. Ben Mortenson, Megan K. MacGillivray, Jared Adams, Bonita Sawatzky, Kelly P. Arbour‐Nicitopoulos, Rebecca Bassett‐Gunter, Jennifer Leo, Ritu Sharma, Amy E. Latimer‐Cheung, Tim Olds, Marnie Graco, Susan Cross, Chinnaya Thiyagarajan, Shirin Shafazand, Najib Ayas, Rachel Schembri, Lauren A. Booker, Carmel Nicholls, Patricia Burns, Mark S. Nash, Sally Green, David J. Berlowitz, Samantha Taran, Meredith Rocchi, Shane N. Sweet, Jeffrey G. Caron, Walter Zelaya, Austin J. Bergquist, Mikael F Del Castillo-Valenzuela, Alan Casey, Micheal Namaka, Dimitri Krassiokov-Enns, Aaron Marquis, Debbie Hébert, Jonathan C. Mcleod, Audrey L. Hicks, Cindy Gauthier, Jasmine Arel, Rachel Brosseau, Dany H. Gagnon, Nasrin Nejatbakhsh, Shauna Cappe, Colleen F. McGillivray, Hardeep Singh, Jaya Sam, Ryan G. L. Koh, Purbasha Garai, Janelle Unger, Alison Oates, Tarun Arora, Bondi Moshe, Burns Anthony, Emilie Michalovic, Heather L. Gainforth, Ian D. Graham, Brian Chan, Walter P. Wodchis, Suzanne M. Cadarette, Murray Krahn, Nicole Mittmann, Keryn Chemtob, Dahlia Kairy, Parisa Sabetian, Paul B. Yoo, Stephanie N. Iwasa, Robart Babona-Pilipos, Patrick Schneider, Prashanth S. Velayudhan, Umalkhair Ahmed, Cindi M. Morshead, Jaeeun Yoo, Masahiro Shinya, Matija Milosevic, Sharon Gabison, Sunita Mathur, Ethne L. Nussbaum, Shane McCullum, Kristen Walden, Matt J. Smith, Peter Athanasopoulos, Tara Jeji, Jennifer Howcroft, Jeremy Howcroft, Andrea Townson, Rhonda Willms, Filomena Mazzella, Helen Morris, Anellina Ventre, Eldon Loh, Stacey Guy, John Kramer, Nancy Xia, Swati Mehta, Christopher R. West, Susan Charlifue, M Castillo, Lívia Pinheiro Carvalho, Antony D. Karelis, Mylène Aubertin‐Leheudre, Cyril Duclos, Barry Munro, Michelle Sweeny, Maryam Omidvar, Julie Gassaway, Rob Shaw, Minna Hong, Sarah Everhart-Skeels, Bethlyn Houlihan, Anthony Burns, Gerald S. Bilsky, Indira S. Lanig
Bibliographic record
VenueJournal of Spinal Cord Medicine · 2017
Typearticle
Languageen
FieldMedicine
TopicSpinal Cord Injury Research
Canadian institutionsKelowna General HospitalInstitut de Readaptation Gingras Lindsay de MontrealStan Cassidy FoundationHealth Sciences CentreSunnybrook HospitalHorizon Health NetworkToronto Public HealthUniversity of WinnipegGF Strong Rehabilitation CentreSunnybrook Health Science CentreCatalyst Paper (Canada)Okanagan University CollegeWestern UniversityQueen's UniversitySt Joseph's Health CareCentre for Family MedicineMcGill UniversityVancouver Coastal HealthKrembil FoundationUniversité de MontréalInternational Collaboration On Repair DiscoveriesBurnaby HospitalVancouver Spine Surgery InstituteYork UniversityLawson Health Research InstituteBrock UniversityMcMaster UniversityInstitute for Work & HealthAmgen (Canada)Institut National d'Excellence en Santé et en Services SociauxDalhousie UniversityUniversity of OttawaSimon Fraser UniversityUniversity of British Columbia HospitalOttawa HospitalUniversité du Québec à MontréalUniversity of TorontoUniversity of AlbertaUniversity Health NetworkLondon Health Sciences CentreCentre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-MontréalOntario Neurotrauma FoundationUniversity of CalgaryHIV Legal NetworkUniversity of WaterlooUniversity of British ColumbiaToronto Western HospitalMontreal Heart InstituteUniversity of SaskatchewanUniversity of ManitobaFoundation for Spinal Cord ResearchUniversité LavalSpinal Cord Injury BCCentre for Interdisciplinary Research in RehabilitationImperial College of TorontoVancouver Coastal Health Research InstituteParkwood InstitutePraxis Spinal Cord InstituteSpinal Cord Injury OntarioToronto Rehabilitation Institute
FundersNational Institute on Aging
KeywordsMedicineSpinal cord injuryParaplegiaPhysical therapySpinal cordPsychiatry
Abstract
First Place Award Submission - CA147Category: Clinical ApplicationManagement of obesity after spinal cord injury: a systematic reviewMir Hatef Shojaei1, Mohammad Alavinia1, B. Catharine Craven1,21N...
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 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)0.002
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.665
Threshold uncertainty score1.000
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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 head0.116
GPT teacher head0.413
Teacher spread0.297 · 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 designObservational
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
Citations8
Published2017
Admission routes2
Has abstractyes