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Record W2588781544 · doi:10.22374/1710-6222.24.1.2

Lack of Health-Related Quality of Life and Patient-Centered Outcome Measures in RCTs Conducted for Diabetes Pharmacotherapy: SGLT-2 receptor inhibitors as an example

2017· review· en· W2588781544 on OpenAlexaffvenue
Pendar Farahani

Bibliographic record

VenueJournal of Population Therapeutics and Clinical Pharmacology · 2017
Typereview
Languageen
FieldMedicine
TopicDiabetes Treatment and Management
Canadian institutionsImpactMcMaster University
Fundersnot available
KeywordsMedicineRandomized controlled trialQuality of life (healthcare)PharmacotherapyHypoglycemiaDiabetes mellitusMEDLINEInternal medicineIntensive care medicineEndocrinology

Abstract

fetched live from OpenAlex

BACKGROUND: Use of SGLT-2 receptor inhibitors has been associated with weight loss and a low rate of hypoglycemia in comparison to sulfonylureas. These factors may improve health-related quality of life for patients with diabetes. OBJECTIVES: To systematically explore randomized controlled trials (RCTs) involving SGLT-2 receptor inhibitors that reported health-related quality of life changes. METHODS: A systematic review of SGLT-2 receptor inhibitors clinical trials, limited to RCTs and English language, was conducted utilizing PubMed databases. RESULTS: One-hundred and eighteen RCTs were reviewed and 62 RCTs meeting the inclusion criteria were assessed. All 62 RCTs reported body mass index (BMI) changes and HgbA1c reduction. Measures of health-related quality-of-life (HRQoL) were reported in only 2 RCTs. Both studies illustrate improvement in HRQoL domains for SGLT-2 receptor inhibitors in comparison to the other arms in the RCTs. CONCLUSIONS: Only a small portion of RCTs involving SGLT-2 receptor inhibitors reported on HRQoL. Because of the potential for weight loss and hypoglycemia avoidance to improve HRQoL, future studies of SGLT-2 receptor inhibitors should measure and report on patient-centred outcomes such as HRQoL.

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)0.123
metaresearch head score (Gemma)0.310
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (broad)
Consensus categoriesnone
DomainCandidate signal: Reporting · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.991
Threshold uncertainty score0.653

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.1230.310
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0090.010
Bibliometrics0.0070.010
Science and technology studies0.0010.002
Scholarly communication0.0050.003
Open science0.0020.002
Research integrity0.0030.002
Insufficient payload (model declined to judge)0.0040.000

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 head0.584
GPT teacher head0.559
Teacher spread0.025 · 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.

Study designSystematic review
DomainReporting
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

Citations2
Published2017
Admission routes2
Has abstractyes

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