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Record W2143301570

Urinary incontinence. Non-surgical management by family physicians.

2003· article· en· W2143301570 on OpenAlexaff
Katherine Moore, B Saltmarche, A Query

Bibliographic record

VenuePubMed · 2003
Typearticle
Languageen
FieldMedicine
TopicPelvic floor disorders treatments
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsCINAHLMedicineUrinary incontinenceMEDLINEPelvic floorRetrainingSystematic reviewPhysical therapyRandomized controlled trialEvidence-based medicineAlternative medicineFamily medicineUrologySurgeryNursingPsychological interventionPathology
DOInot available

Abstract

fetched live from OpenAlex

OBJECTIVE: To review current evidence on conservative management of urinary incontinence (UI) by family physicians. QUALITY OF EVIDENCE: Articles were sought through MEDLINE, EMBASE, Cochrane Database of Systematic Reviews, CINAHL, PsycLit, ERIC, two consensus meetings, and review of abstracts presented at urology meetings. References of these articles were searched for relevant trials. Strong evidence supports bladder training, pelvic floor exercises, and some medications, but only fair evidence supports fluid adjustment, caffeine reduction, and stopping smoking. Weight loss and exercise are supported by expert opinion only. Consensus opinion is that, whenever possible, conservative management should be considered first. MAIN MESSAGE: Good evidence shows that initial management by primary care physicians is effective. After basic assessment and tests, strategies such as bladder retraining, pelvic floor exercises, and lifestyle modifications, augmented by appropriate medications, can be successful. If initial strategies are unsuccessful, patients can be referred. CONCLUSION: More than a million Canadians suffer from UI. In almost all cases, family physicians are the first health professionals contacted by patients. Basic assessment and conservative management can go far to ameliorate the problem.

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)0.002
metaresearch head score (Gemma)0.011
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.017
Threshold uncertainty score0.058

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.011
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.003
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0010.000
Research integrity0.0010.000
Insufficient payload (model declined to judge)0.0170.001

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 head0.010
GPT teacher head0.223
Teacher spread0.213 · 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 designNot applicable
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

Citations25
Published2003
Admission routes1
Has abstractyes

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