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Record W2081577773 · doi:10.1089/dia.2012.0067

Evaluation of a New Reusable Insulin Pen (ClikSTAR) in Canadian Patients with Type 1 and Type 2 Diabetes Mellitus Receiving Insulin Glargine

2012· article· en· W2081577773 on OpenAlexaffabout
I. Gottesman, Patrice Perron, Lori Berard, John A. Stewart, Nils Basso, Kim Mettimano, Thomas G. Elliott

Bibliographic record

VenueDiabetes Technology & Therapeutics · 2012
Typearticle
Languageen
FieldMedicine
TopicDiabetes Management and Research
Canadian institutionsManitoba HealthUniversité de SherbrookeUniversity of Toronto
FundersSanofi
KeywordsMedicineInsulin penDiabetes mellitusInsulin glargineInsulinObservational studyType 2 Diabetes MellitusType 2 diabetesAdverse effectType 1 diabetesPatient satisfactionInternal medicineSurgeryEndocrinology

Abstract

fetched live from OpenAlex

BACKGROUND: The objective of this Canadian observational study was to assess the safety and patient satisfaction with the ClikSTAR(®) (sanofi-aventis, Frankfurt am Main, Germany) reusable insulin pen in clinical practice. SUBJECTS AND METHODS: Patients with diabetes (n=2,517) were recruited from 103 sites, provided with the ClikSTAR pen, and instructed to report product technical complaints (PTCs), product technical failures (PTFs), and adverse events (AEs) over 6-12 weeks of use. A patient subgroup (n = 301) completed a pen use questionnaire at 12 weeks. The risk acceptance criterion was that no validated PTF led to a serious AE (SAE). PTFs were PTCs having a confirmed technical deficiency. RESULTS: Patients (68.5% with type 2 diabetes) had a mean age of 56.2 years, and 92.5% were insulin pen users. In total, 84 PTCs were reported by 79 (3.1%) patients. Most PTCs were due to pen handling errors. PTCs from 12 patients were possibly related to AEs, three of which were SAEs; none was confirmed to be due to a PTF. The single reported PTF was not related to an AE/SAE. In the substudy, 97.0% and 95.3% of patients rated "ease of learning" and "ease of use" of the ClikSTAR pen as excellent or good, respectively. Mean scores for patient satisfaction, convenience, flexibility, and recommendations of current treatment on the Diabetes Treatment Satisfaction Questionnaire (change version) had positive changes ranging from 1.0 to 1.8. CONCLUSIONS: With ClikSTAR, PTCs were infrequent, and there were no PTFs associated with AEs, demonstrating that the pen is reliable and safe with high levels of patient acceptance and satisfaction.

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)0.001
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 score0.455
Threshold uncertainty score0.914

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.033
GPT teacher head0.297
Teacher spread0.264 · 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".

Quick stats

Citations2
Published2012
Admission routes2
Has abstractyes

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