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Record W2037217303 · doi:10.1136/ebn.7.4.117

Review: therapy based rehabilitation services reduce the risk of deterioration in patients who have had a stroke

2004· letter· en· W2037217303 on OpenAlexaff
Heather Campbell

Bibliographic record

VenueEvidence-Based Nursing · 2004
Typeletter
Languageen
FieldMedicine
TopicStroke Rehabilitation and Recovery
Canadian institutionsRegistered Nurses' Association of Ontario
Fundersnot available
KeywordsMedicineWeb of scienceRehabilitationPhysical therapyStroke (engine)PediatricsInternal medicineMeta-analysis

Abstract

fetched live from OpenAlex

Legg L, Langhorne P; Outpatient Service Trialists. Rehabilitation therapy services for stroke patients living at home: systematic review of randomised trials. Lancet 2004;363:352–6.[OpenUrl][1][CrossRef][2][PubMed][3][Web of Science][4] Q In community dwelling patients who have had a stroke, do therapy based rehabilitation services offered ⩽1 year after stroke onset or discharge from hospital reduce deterioration in ability to perform activities of daily living (ADL)? Outpatient Service Trialists. Therapy-based rehabilitation services for stroke patients at home. Cochrane Database Syst Rev 2003;(1):CD002925. ### ![Graphic][5] Data sources: Cochrane Controlled Trials Register, Medline, CINAHL, PsycLIT, EMBASE/Excerpta Medica, AMED, Social Science Citation Index, Science Citation Index, bibliographies of relevant articles, and researchers in the field. Trial searching was completed in November 2001. ### ![Graphic][6] Study selection and assessment: randomised controlled trials (RCTs) that compared outpatient therapy based rehabilitation services (ie, interventions provided by qualified physiotherapists, occupational therapists, … [1]: {openurl}?query=rft.jtitle%253DLancet%26rft.stitle%253DLancet%26rft.aulast%253DLegg%26rft.auinit1%253DL.%26rft.volume%253D363%26rft.issue%253D9406%26rft.spage%253D352%26rft.epage%253D356%26rft.atitle%253DRehabilitation%2Btherapy%2Bservices%2Bfor%2Bstroke%2Bpatients%2Bliving%2Bat%2Bhome%253A%2Bsystematic%2Breview%2Bof%2Brandomised%2Btrials.%26rft_id%253Dinfo%253Adoi%252F10.1016%252FS0140-6736%252804%252915434-2%26rft_id%253Dinfo%253Apmid%252F15070563%26rft.genre%253Darticle%26rft_val_fmt%253Dinfo%253Aofi%252Ffmt%253Akev%253Amtx%253Ajournal%26ctx_ver%253DZ39.88-2004%26url_ver%253DZ39.88-2004%26url_ctx_fmt%253Dinfo%253Aofi%252Ffmt%253Akev%253Amtx%253Actx [2]: /lookup/external-ref?access_num=10.1016/S0140-6736(04)15434-2&link_type=DOI [3]: /lookup/external-ref?access_num=15070563&link_type=MED&atom=%2Febnurs%2F7%2F4%2F117.atom [4]: /lookup/external-ref?access_num=000188590900008&link_type=ISI [5]: /embed/inline-graphic-1.gif [6]: /embed/inline-graphic-2.gif

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)0.024
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 score0.013
Threshold uncertainty score0.042

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.024
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0070.005
Bibliometrics0.0050.007
Science and technology studies0.0010.001
Scholarly communication0.0030.002
Open science0.0020.001
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0130.001

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 head0.022
GPT teacher head0.309
Teacher spread0.286 · 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

Citations0
Published2004
Admission routes1
Has abstractyes

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