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5.11 Patient specific functional scale scores in youth with dizziness, neck pain and/or headaches following sport-related concussion

2024· article· en· W4391406625 on OpenAlexaff
Kathryn Schneider, G. Schneider, Carolyn A. Emery, Keith Owen Yeates, Isabelle Gagnon

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldMedicine
TopicTraumatic Brain Injury Research
Canadian institutionsMontreal Children's HospitalHotchkiss Brain InstituteSpinal Cord Injury AlbertaAlberta Children's HospitalUniversity of Calgary
Fundersnot available
KeywordsPhysical therapyConcussionHeadachesRandomized controlled trialMedicineNeck painVisual analogue scalePsychological interventionRehabilitationPhysical medicine and rehabilitationPoison controlInjury preventionInternal medicinePsychiatryAlternative medicineEmergency medicine

Abstract

fetched live from OpenAlex

Objective To evaluate Patient Specific Functional Scale (PSFS) scores in youth diagnosed with sport-related concussion (SRC). Design Cross-sectional. Setting Community sport medicine and rehabilitation clinic. Participants Twenty-four youth participating in a randomized controlled trial (RCT) age 10–18 years [15 (62.5%) females; median age 14 (range 11–16), median time since injury 25.5 days (range 10–107)] diagnosed with a SRC as per the 4thor 5th International Consensus Conference and with persisting symptoms >10 days of dizziness, neck pain and/or headaches. Interventions (or Assessment of Risk Factors) N/A Outcome Measures The PSFS is a self-reported measure designed to assess functional change. Patients are asked to report their specific functional challenges (up to 5) and rate them on a scale of 0–10 (0=unable to perform to 10=no functional limitation). Self-reported functional challenges (written text) and scores (0–10) were recorded on the PSFS at time of enrollment into an RCT. Main Results Three activity limitations were listed by 21 participants and two by 3 participants. The most frequently reported activity limitations were related to sport/physical activity in 18 (75.0%) participants, reading/school in 5 (20.8%), and concentration in 1 (4.2%), with a median rating of 3/10 (range: 0–9). A total of 66 activities (39 by females:27 by males) were listed by participants and related to functioning in sport (57.6%)(female:male 22:16); school (27.3%)(11:7); daily activities around the house (7.6%)(5:0), social environments (1.5%)(0:1), sleep (3.0%)(1:1), playing a musical instrument (1.5%)(0:1), and video games (1.5%)(0:1). Conclusions Sport/physical activity and reading/school functional limitations are commonly reported by adolescents following concussion and should be considered when planning rehabilitation programs.

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 imitation

Not 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)0.003
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.005
Threshold uncertainty score0.018

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.004
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.003
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0050.001

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 head0.050
GPT teacher head0.284
Teacher spread0.235 · 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 source (direct Gemma or distilled Codex), 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".

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Citations0
Published2024
Admission routes1
Has abstractyes

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