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Record W7045486927

Attachment parenting

2011· other· en· W7045486927 on OpenAlexaboutno aff

Bibliographic record

VenuePeFprints (University of Ljubljana) · 2011
Typeother
Languageen
Field
Topic
Canadian institutionsnot available
Fundersnot available
KeywordsQuarter (Canadian coin)BreastfeedingCryingTest (biology)Parent educationAttachment theoryDuration (music)Affect (linguistics)Child rearing
DOInot available

Abstract

fetched live from OpenAlex

In the thesis I described the characteristics of attachment parenting. This is a way of education, which promotes breast-feeding, baby carrying, responding to his crying, joint sleeping, positive discipline and maintaining balance in the family. In the empirical part I presented the results of a research, which was used to find out what positions and educational principles have parents at the early stage and to what extent the educational practices base on principles of attachment parenting. The results were obtained with a questionnaire which was answered by 77 parents of children in the first age period. Many children were breastfed less than 6 months. As the most common reason for cessation of breastfeeding the parents contend that the mother did not have enough milk or the child did not want to suck any longer. The chi-square test calculation confirms that the child's mother's education affects the duration of breastfeeding – mothers with a higher education breastfeed longer. Parents often opt for sleeping with the child, only a quarter of them do not practice that. Unfortunately a half of the questioned parents have sometimes intentionally left the baby crying for a longer time, because they do not want to spoil the child or they believe that the baby can enforce his will with crying. Based on the obtained results I can estimate that a quarter of all questioned parents support the principles of attachment parenting, while others support it only partially or not at all.

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 imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.019
Threshold uncertainty score0.064

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0030.002
Scholarly communication0.0030.001
Open science0.0010.002
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0190.005

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.

Opus teacher head0.034
GPT teacher head0.225
Teacher spread0.191 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreOther

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".

Quick stats

Citations0
Published2011
Admission routes1
Has abstractyes

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