Information experiences, needs, and preferences of colonoscopy patients
Bibliographic record
Abstract
Better pre-colonoscopy education may lead to improved bowel preparation, decreased anxiety, and a willingness to go direct-to-colonoscopy. We assessed information experiences, needs, and preferences of patients undergoing colonoscopy.A self-administered survey was distributed between 08/2015 and 06/2016 to patients in Winnipeg, Canada when they attended an outpatient colonoscopy. The amount, type, helpfulness, and satisfaction with information provided were analyzed. Linear and logistic regression analyses were used to assess predictors of satisfaction with various aspects of the information received, as well as overall satisfaction with the provided information.Although the majority of the 1580 respondents were satisfied with the information they received, only 68% of respondents coming for a repeat colonoscopy and 59% of those coming for first colonoscopy perceived receiving just the right amount of information from their endoscopy doctor. One quarter or less of the respondents indicated they received just the right amount of information from any source other than their colonoscopy doctor. 38% coming for a first colonoscopy and 44% coming for a repeat colonoscopy indicated they received no information from their family physician. Those coming for their first colonoscopy had a lower average score (9.7 vs 11.1; P < .001) for amount of information received (scale 0-15), were less satisfied with the information they received (P = .005) and found the information to be less clear (P = .004).Many patients going for colonoscopy in a large urban practice are inadequately informed about the various aspects of the procedure and it is worse for those going for first rather than repeat colonoscopy.
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 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".