Engaging in physical activity and reducing sedentariness may prevent lower urinary tract symptoms or their progression in men
Bibliographic record
Abstract
Commentary on: Mondul AM, Giovannucci E, Platz EA. A Prospective Study of Physical Activity, Sedentary Behaviour, and Incidence and Progression of Lower Urinary Tract Symptoms. J Gen Intern Med 2020;35(8):2281–8. Doi: 10.1007/s11606-020-05814-1 . Globally, one in four men experience benign prostatic hyperplasia (BPH) during their lifetime: non-cancerous overgrowth of tissue around the urethra constricting its opening and resulting in lower urinary tract symptoms (LUTS), such as increased urinary frequency, difficulty in voiding or incomplete urination.1 Incidence of LUTS increases with age, affecting over half of those over the age of 50 years.2 Extended sedentariness …
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.005 |
| 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".