Father Involvement in Canada : Diversity, Renewal, and Tranformation
Bibliographic record
Abstract
Foreword / Joseph H. Pleck Part 1: Trends and Perspectives: An Overview of Father Involvement 1 Father Involvement in Canada: A Transformative Approach / Jessica Ball and Kerry Daly 2 Canadian Fathers: Demographic and Socio-Economic Profiles from Census and National Surveys / Zenaida R. Ravanera and John Hoffman 3 Fathers Make a Difference in Their Children's Lives: A Review of the Research Evidence / Sarah Allen, Kerry Daly, and Jessica Ball 4 Feminist Mothers Researching Fathering: Advocates, Contributors, and Dissenters / Andrea Doucet and Linda Hawkins Part 2: The Diversity of Fathering Experiences: Contested Terrain 5 Young Fatherhood, Generativity, and Men's Development: Travelling a Two-Way Street to Maturity / Michael W. Pratt, Heather L. Lawford, and James W. Allen 6 Aboriginal Fathers in Canada through Time / Jessica Ball 7 The Short End of the Stick? Fatherhood in the Wake of Separation and Divorce / Denise L. Whitehead and Nicholas Bala 8 Fathering Within Child Welfare / Susan Strega, Leslie Brown, Elizabeth Manning, Christopher Walmsley, Lena Dominelli, and Marilyn Callahan 9 The Experiences of Fathers of a Child with a Chronic Health Condition: Caregiving Experiences and Potential Support Interventions / John Beaton, David Nicholas, Ted McNeill, and Lisa Wenger Part 3: Toward Social Change: Policy and Practice Issues for Fathers 10 Fathers and Parental Leave in Canada: Policies and Practices / Lindsey McKay, Katherine Marshall, and Andrea Doucet 11 Looking Forward: Father Involvement and Changing Forms of Masculine Care / Kerry Daly and Jessica Ball List of Contributors Index
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.004 | 0.014 |
| Science and technology studies | 0.012 | 0.003 |
| Scholarly communication | 0.007 | 0.002 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.006 | 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".