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Record W2128269788

Family practice patients' adherence to statin medications.

2007· article· en· W2128269788 on OpenAlexaffabout
Nandini Natarajan, Robert W. Putnam, A.M. Yip, Dawn Frail

Bibliographic record

VenuePubMed · 2007
Typearticle
Languageen
FieldMedicine
TopicMedication Adherence and Compliance
Canadian institutionsDalhousie University
Fundersnot available
KeywordsMedicineMedication adherenceLogistic regressionStatinPhysical therapyCross-sectional studyInternal medicineFamily medicine
DOInot available

Abstract

fetched live from OpenAlex

OBJECTIVE: To measure family practice patients' adherence to statin medications and to identify factors associated with adherence to these medications. DESIGN: Cross-sectional study using a mailed self-report survey sent to 400 patients. SETTING: Two academic family practice clinics in Halifax, NS. PARTICIPANTS: A total of 284 patients aged 40 or older who were prescribed statin medications by their family physicians, either for the first time or as a renewal during a 20-month period. MAIN OUTCOME MEASURES: Level of adherence to statin medications as measured by patients' self-report on the Morisky scale; association between high adherence on the Morisky scale and 38 patient-reported factors. RESULTS: Response rate was 82.5%. Average age of patients was 65 years, 57% were men, 62% had been on statin medications for more than 2 years, and 97% reported that their family physicians managed their cholesterol levels. More than 63% of patients reported high adherence as measured by the Morisky scale. On multiple logistic regression, being older than 65, taking 4 to 6 other prescribed medications, and having a lifestyle that included regular exercise or a healthy diet were significant independent predictors of high adherence scores on the Morisky scale. CONCLUSION: Almost two-thirds (63%) of patients who were prescribed statins by their family physicians reported high adherence to the medications. Strategies to improve adherence would best be directed at patients who are younger or taking fewer than 4 or more than 6 other prescribed medications. Patients should be encouraged to maintain a lifestyle of regular exercise and a healthy diet, as this was associated with better adherence to statin medications.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.882
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.002

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 head0.051
GPT teacher head0.329
Teacher spread0.277 · 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 teacher head, not a consensus.

Study designOther design
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

Citations30
Published2007
Admission routes2
Has abstractyes

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