Reconciling Parenting and Smoking in the Context of Child Development
Bibliographic record
Abstract
In this article we explore the micro-social context of parental tobacco use in the first years of a child's life and early childhood. We conducted individual interviews with 28 mothers and fathers during the 4 years following the birth of their child. Using grounded theory methods, we identified the predominant explanatory concept in parents' accounts as the need to reconcile being a parent and smoking. Desires to become smoke-free coexisted with five types of parent-child interactions: (a) protecting the defenseless child, (b) concealing smoking and cigarettes from the mimicking child, (c) reinforcing smoking as bad with the communicative child, (d) making guilt-driven promises to the fearful child, and (e) relinquishing personal responsibility to the autonomous child. We examine the agency of the child in influencing parents' smoking practices, the importance of children's observational learning in the early years, and the reciprocal nature of parent-child interactions related to parents' smoking behavior.
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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 | 0.004 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.008 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 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".