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Record W3210961146

Making sense of complicated love: The impact on women when their intimate partners have sexually abused children

2021· dissertation· en· W3210961146 on OpenAlexfundno aff
Lorna L. Hanson

Bibliographic record

VenueMspace (University of Manitoba) · 2021
Typedissertation
Languageen
FieldPsychology
TopicChild Abuse and Trauma
Canadian institutionsnot available
FundersUniversity of Manitoba
KeywordsPsychologyDevelopmental psychologySocial psychology
DOInot available

Abstract

fetched live from OpenAlex

Child sexual abuse is considered one of the most heinous offences, and the protection of children is a cornerstone value of society. Yet, statistically, we know that many of those who sexually offend against children know, or had some relationship with, their victims. Child sexual abuse is complicated further because of the degree of secrecy, the repugnancy of the acts, the devastation it has on individuals and families, and the tendency of society to criticize and judge all involved. This qualitative study explored the experiences and impact on five mothers whose male intimate partners were found to have sexually abused children. A feminist theory framework was chosen in order to amplify the voices of the women involved; a qualitative research method was used. These theories support listening to and learning from mothers, validating their experiences and placing their responses within society’s social constructs in order to remove stigma and blame (Dominelli & McLeod, 1989; Dominelli, 2002; D’Arcy et al, 2012; Kinser, 2010; Milliken, 2017). Women were asked how they learned about their intimate partners sexual offending, the impact this had on them, and how they made sense of this complicated situation. The mothers who shared their stories described profound and long-lasting impacts the experience had on them. The findings of this study suggest that the women internalize the condemnation, and question their own sense of awareness, behaviour, and caring capacity. The overarching sense of responsibility that mothers accept as their failings are reinforced by family, community and systems designed to intervene and support families. Recommendations for social work practice are made.

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)0.005
metaresearch head score (Gemma)0.012
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 score0.014
Threshold uncertainty score0.024

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.012
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0140.014
Scholarly communication0.0070.006
Open science0.0010.013
Research integrity0.0020.004
Insufficient payload (model declined to judge)0.0040.001

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 head0.033
GPT teacher head0.296
Teacher spread0.263 · 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

Citations0
Published2021
Admission routes1
Has abstractyes

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