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Record W2770622773 · doi:10.3233/rnn-170761

Therapy and rehabilitation of mild brain injury/concussion: Systematic review

2017· review· en· W2770622773 on OpenAlexaff
Roger E. Thomas, Jorge Alves, Marcus M. Vaska Mlis, Rosana Magalhães

Bibliographic record

VenueRestorative Neurology and Neuroscience · 2017
Typereview
Languageen
FieldMedicine
TopicTraumatic Brain Injury Research
Canadian institutionsAlberta Health ServicesHealth Sciences CentreUniversity of Calgary
Fundersnot available
KeywordsConcussionMedicinePhysical therapyRehabilitationRandomized controlled trialTraumatic brain injuryPsychological interventionRandomizationPagerPoison controlInjury preventionPsychiatryEmergency medicineInternal medicine

Abstract

fetched live from OpenAlex

BACKGROUND: Assessment of therapies for the key consequences of mild traumatic brain injury (mTBI)/concussion is required. OBJECTIVE: Identify all RCTs of mTBI/concussion therapy, risks of bias, and therapies with significant positive results. METHODS: 17 electronic, 9 grey-literature databases searched without language/date restrictions; independent assessment of 1450 Abstracts/titles, 141 fulltext articles, 14 included RCTs. RESULTS: Four RCTs used American Congress of Rehabilitation TBI definition, others used unique definitions. Risk of bias: 43% low risk randomization; 14% concealed assignments; 21% blinded participants/personnel; 57% blinded assessors; 64% low risk attrition; 100% no selective reporting. Eleven RCTs included only mTBI. Ten significant positive results: six cognitive behavioral therapy (CBT), three videotape, pagers or personal digital assistants, and one physical therapy. One of referrals to health professionals no significant positive results. Three RCTs included both mTBI and moderate TBI. We wished to assess if authors proved using same interventions with both groups is appropriate. Two used CBT, one used pagers. All three RCTs significant positive results but results for their mild and moderate TBI patients were not separated. Two RCTs assessed return to work and no differences between intervention. CONCLUSION: Of 14 RCTs, six CBT, four digital assistants or videotape feedback and one physical therapy all had significant positive results. One referred patients to consultants and no significant positive results. Two assessed return to employment and no differences between interventions. Limitations are: (1) only four RCTs used the same concussion definition; (2) average age 38 (except for one study of adolescents, (3) all studies used unique interventions; (4) most authors used multiple interventions and effects could not be separated; (5) substantial attrition from eligibles to randomization, (4) only 64% at low risk from randomization, (5) 80 different outcome measures and meta-analysis was not possible, (6) only two studies assessed return to work.

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)0.011
metaresearch head score (Gemma)0.047
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.011
Threshold uncertainty score0.060

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0110.047
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0100.007
Bibliometrics0.0060.007
Science and technology studies0.0010.001
Scholarly communication0.0030.002
Open science0.0020.001
Research integrity0.0030.002
Insufficient payload (model declined to judge)0.0060.000

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 head0.253
GPT teacher head0.474
Teacher spread0.221 · 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 designSystematic review
Domainnot available
GenreReview

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

Citations26
Published2017
Admission routes1
Has abstractyes

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