Review: venepuncture is less painful than heel lance for blood sampling in neonatesCommentary
Bibliographic record
Abstract
V Shah Dr V Shah, Mount Sinai Hospital, Toronto, Ontario, Canada; vshah@mtsinai.on.ca Is venepuncture less painful than heel lance for blood sampling in healthy neonates? Studies selected compared venepuncture and heel lance for blood sampling in healthy term neonates. Outcomes were neonatal pain response (assessed by a validated measure), maternal anxiety, sampling time, and need for repeat skin puncture. Medline, CINAHL, and EMBASE/Excerpta Medica (to Jun 2007); Cochrane Central Register of Controlled Trials (Issue 2, 2007); and reference lists were searched for randomised controlled trials (RCTs) or quasi-randomised trials. 5 RCTs (n = 317, 47–59% boys) met the selection criteria. All trials had adequate allocation concealment; in no trial were investigators or participants blinded, but the outcome …
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| 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".