Screening for type 2 diabetes following gestational diabetes: family physician and patient perspectives.
Bibliographic record
Abstract
OBJECTIVE: To explore primary care provider (PCP) and patient perspectives on postpartum screening for type 2 diabetes (T2DM), including reasons for not completing oral glucose tolerance tests (OGTTs) specifically, preferred provider for organizing screening, and value of reminder letters for facilitating screening. DESIGN: A follow-up survey, administered by fax or telephone, to PCPs and patients who participated in a randomized controlled trial assessing effectiveness of postpartum postal reminders to enhance screening for T2DM in women with gestational diabetes mellitus (GDM). SETTING: The Ottawa Hospital, a university-affiliated tertiary centre in Ottawa, Ont. PARTICIPANTS: A total of 223 female patients with previously identified GDM and their respective PCPs were surveyed; 173 PCPs and 140 patients participated. MAIN OUTCOME MEASURES: Whether or not the patient was screened for T2DM post partum, the test used for screening, the factors contributing to the patient not being screened, perspectives on the importance of screening post partum, and opinions about which care provider should be responsible for screening in the postpartum period. RESULTS: Response rates were 78% (173 of 223) for PCPs and 63% (140 of 223) for patients. Only 37% of the PCP responders had their patients complete OGTTs, while 85% of patient responders reported that they had completed OGTTs. The most common reason PCPs gave for not screening was no postpartum visit from the patient for any reason. Time pressures were the most common reason provided by patients for not being screened. More than 95% of patients and providers agreed that screening for T2DM was important. Patients and PCPs agreed that PCPs should be responsible for screening. Reminder letters were perceived as helpful by more than 85% of patients and PCPs. CONCLUSION: This follow-up survey demonstrates that PCPs and patients value the importance of screening for diabetes, identify the PCP as pivotal to screening, and appreciate a reminder strategy. There continue to be barriers that affect screening rates, despite the perceived importance of screening by PCPs and patients.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".