MétaCan
Menu
Back to cohort
Record W4210344465 · doi:10.3138/jcfs.52.4.09

“A Child Needs Both a Mother and a Father”: The Parenting Constructions of a New Generation of Tertiary-Educated South African Prospective Parents

2022· article· en· W4210344465 on OpenAlexvenueno aff
Jade Melissa Petersen, Elmien Lesch

Bibliographic record

VenueJournal of Comparative Family Studies · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicFamily Support in Illness
Canadian institutionsnot available
Fundersnot available
KeywordsDevelopmental psychologyContext (archaeology)Thematic analysisParenting stylesChild rearingGender studiesPopulationSocial constructionismPsychologyAuthoritarianismSociologySocial psychologyQualitative researchSocial sciencePoliticsPolitical scienceDemocracyDemography

Abstract

fetched live from OpenAlex

Quality of parenting plays a critical role in human development and well-being across the lifespan. Concurrently, the quality of parenting is underpinned by the dominant parenting ideas and practices that prevail in a specific socio-cultural context at a specific time. These ideas and practices may, therefore, vary over different social contexts, as well as over time. South Africa has a history of patriarchal family structures characterised by authoritarian parenting practises across its diverse population groups. Since the end of apartheid, however, South African society has been undergoing rapid changes that has impacted parenting structures and ideas. Currently, little is known about how these changes have affected contemporary young South Africans’ parenting constructions, specifically higher socio-economic groups that are more likely to take up contemporary ideas. To address this knowledge gap, this study adopted a feminist social constructionist framework and explored the parenting constructions of a group of tertiary-educated prospective parents. We conducted in-depth interviews with 21 postgraduate university students and used an inductive thematic analysis method to analyse the interview data. The results indicate that the prospective parents in this study adhered to authoritative parenting principles, distanced themselves from traditional gendered parent roles, and aspired to equal parenting roles in their own parenting. However, parallel to these signs of modern parenting ideas is the maintenance of traditional parenting notions such as innate differences between male and female parents, heterosexual parenting units as ideal for children, superiority and primacy of biological children, and associating parenthood with ultimate life fulfilment.

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)0.002
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.015
Threshold uncertainty score0.030

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.004
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0100.006
Scholarly communication0.0040.002
Open science0.0010.004
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0020.000

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.

Opus teacher head0.098
GPT teacher head0.345
Teacher spread0.246 · 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 designQualitative
Domainnot available
GenreEmpirical

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

Citations4
Published2022
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Comparative Family StudiesSame topicFamily Support in IllnessFrench-language works237,207