Book Review of Alexander, Jessica Joelle, and Iben Dissing Sandhal. (2016). The Danish Way of Parenting: What the Happiest People in the World Know About Raising Confident, Capable Kids. New York: Tarcher Perigree.
Bibliographic record
Abstract
Sandahl is a sociological and psychological dissection that dives into the topic of the way of life of the Danes while asking the question of why they exceed the happiness scales internationally.Denmark is the one country that tends to lead globally in the worldwide pursuit of happiness.Unlike most countries, Denmark has an exceedingly higher satisfaction rate regarding livelihood, family life and raising children to be active members of today's society.In this book, Alexander and Sandahl acknowledge the generalizations made while backing up the arguments made with countless studies and research.Studies and research are quoted to dissect the background of Denmark's society in contrast to the West and provide examples.In the book, Alexander and Sandahl introduce the Danes's parenting methodsspecifically, the philosophy of Danish peoples: The Danish Way.Alexander and Sandahl set up background information regarding this philosophy, rooted in thirteen years of background studies and research about various aspects of the Danish lifestyle and how it differs from the western lifestyle.However, Alexander and Sandahl state that the book makes various generalizations and that it is not explicitly tied to everyone and everything Danish.Alexander and Sandahl discuss
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.004 | 0.006 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.043 | 0.025 |
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".