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Record W4396809070 · doi:10.1016/j.jcjp.2024.100193

Rehabilitation and return-to-play following knee cartilage injuries-an international Delphi consensus statement

2024· article· en· W4396809070 on OpenAlexaff
Samuel G Lorentz, Eoghan T. Hurley, Richard M. Danilkowicz, Olufemi R. Ayeni, Jason L. Dragoo, Brian C. Lau, Mary K. Mulcahey, Joan Carles Monllau, Clayton W. Nuelle, Scott A. Rodeo

Bibliographic record

VenueJournal of Cartilage & Joint Preservation · 2024
Typearticle
Languageen
FieldMedicine
TopicOsteoarthritis Treatment and Mechanisms
Canadian institutionsMcMaster University
Fundersnot available
KeywordsRehabilitationStatement (logic)Delphi methodDelphiMedicinePhysical therapyCartilageReturn to sportPhysical medicine and rehabilitationComputer sciencePolitical scienceAnatomyLaw

Abstract

fetched live from OpenAlex

Introduction Articular cartilage injuries of the knee are a complex and challenging clinical pathology. Objectives The purpose of this study was to establish consensus statements via a Delphi process on rehabilitation and return to play (RTP) following knee cartilage injuries. Methods A consensus process on knee cartilage injuries utilizing a modified Delphi technique was conducted. Seventy-nine surgeons across 17 countries participated in these consensus statements. Eleven questions were generated on rehabilitation and RTP, with 3 rounds of questionnaires and final voting occurring. Consensus was defined as achieving 80% to 89% agreement, whereas strong consensus was defined as 90% to 99% agreement, and unanimous consensus was defined as 100% agreement with a proposed statement. Results Of the 11 total questions and consensus statements on rehabilitation and RTP developed from 3 rounds of voting, 0 achieved unanimous consensus, 2 achieved strong consensus, 4 achieved consensus, and 5 did not achieve consensus. Conclusions The statements achieving consensus were related to the benefits of early motion and that concomitant procedures may alter the rehabilitation process. RTP following cartilage-related procedures typically follows a rehabilitation guideline largely dependent on the type of cartilage procedure. The statements that did not reach a consensus were related to specific timing to meet goals.

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 imitation

Not 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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.250
Threshold uncertainty score0.597

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.024
GPT teacher head0.309
Teacher spread0.285 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
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
Published2024
Admission routes1
Has abstractyes

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