Getting the Word Out: Advice on Crying and Colic in Popular Parenting Magazines
Bibliographic record
Abstract
The objective of this study is to determine whether advice in parenting magazines reflects current evidence-based understanding of early infant crying and colic, where (1) "colic" is the upper end of a spectrum of crying behavior reflective of normal infant development, and (2) physical abuse--in particular, shaken baby syndrome (SBS)--is a serious medical consequence of early crying. All available issues of 11 popular Canadian parenting magazines published between January 2000 and December 2004 were hand-searched and systematically reviewed. Fifty-one articles were found with information on: (1) causes of, (2) responses to, and/or (3) mention of SBS or abuse as a consequence of crying and/or colic. There were 105 specific causes suggested, but almost no agreement concerning the causes of crying and colic. Similarly, there were 231 specific responses to crying and colic mentioned, but little agreement among the suggested responses. For both crying and colic together, the consequence of abuse was mentioned only 7 times, and SBS only twice. Making the advice literature a truly helpful vehicle for parents concerning normal behavioral development and its consequences for their new infant seems to be a significant challenge. Arguably, this is an important shared responsibility of physicians, researchers, and journalists.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.004 | 0.005 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".