Fathers' influence on children's cognitive and behavioural functioning: A longitudinal study of Canadian families.
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
An emerging body of research illustrates the connections between fathers and their children's develop- ment. This topic is particularly relevant in Quebec, a demographically and culturally unique province in which female lone parenthood is relatively common; this pattern is related to socioeconomic disadvan- tages that predict negative cognitive and behavioural outcomes in youth. Using data from the Concordia Longitudinal Risk Project, an intergenerational longitudinal data set collected in inner city areas of Montreal, the current study investigated the prospective relations between fathers' presence and parent- ing, and children's subsequent cognitive and behavioural functioning. The current sample included 138 families from lower to middle income backgrounds who participated in two waves of data collection: when children were in middle childhood and subsequently three to five years later in preadolescence. The results indicated that for girls only, fathers' presence in middle childhood predicted fewer internalizing problems in preadolescence. For both boys and girls, fathers' positive parental control predicted higher Performance IQ and fewer internalizing problems over six years later. These findings add to the increasing body of literature suggesting that fathers make important contributions to their children's cognitive and behavioural functioning, and point to the benefits of developing policies that encourage fathers to spend time with their children (i.e., parental leave for men) and promote positive fathering and involvement through parenting courses.
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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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.005 | 0.008 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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 it