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Hand Therapy Management of Intra-Articular Fractures With Open Reduction and Pi Plate Fixation: A Therapist's Perspective

2004· article· en· W2092395084 on OpenAlexaff
Joy C. MacDermid

Bibliographic record

VenueTechniques in Hand and Upper Extremity Surgery · 2004
Typearticle
Languageen
FieldMedicine
TopicOrthopedic Surgery and Rehabilitation
Canadian institutionsHand and Upper Limb ClinicMcMaster UniversitySt Joseph's Health Centre
Fundersnot available
KeywordsMedicineRehabilitationPhysical medicine and rehabilitationPhysical therapyJoint mobilizationRange of motionPerspective (graphical)Reduction (mathematics)Fixation (population genetics)

Abstract

fetched live from OpenAlex

Open reduction enhances the opportunity for patients to benefit from early rehabilitation following complex distal radius fractures. In the early phase of rehabilitation, therapists focus on motion, edema management, early identification of complications, and assist patients to understand and deal appropriately with their injury. Frequent and gentle exercise in elevation is key to restoring movement without adverse impacts on pain or edema. After six weeks, the focus of rehabilitation should be on ameliorating any residual physical impairments and moving patients towards normal activity. Strengthening, mobilization splinting, and reintegration into work activities may be required. Both physical impairment (volume, motion, strength, sensibility, dexterity) and self-report (pain and disability) measures may be required at different stages to provide a comprehensive view of recovery.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.555
Threshold uncertainty score0.398

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
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 head0.018
GPT teacher head0.296
Teacher spread0.278 · 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 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

Citations9
Published2004
Admission routes1
Has abstractyes

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