The development of intimate relationships in adolescent girls and women with traumatic brain injury: a framework to guide gender specific rehabilitation and enhance positive social outcomes
Bibliographic record
Abstract
Background: Traumatic brain injury is a neurological disorder of biopsychosocial nature influenced by sex and gender interactions across the lifespan. Traumatic brain injury sustained during adolescence can result in cognitive and social communication impairments that compromise the development and maintenance of intimate social relationships. This can increase both short and long-term vulnerability to poor mental health, social isolation, lack of meaningful friendships, exploitation, and abuse. Females with traumatic brain injury experience greater loss of confidence and have increased risk of victimization, sexual abuse, and violence. This paper aims to provide a framework to inform gender specific rehabilitation of social communication and intimacy, to enhance positive social outcomes for girls and women with Traumatic Brain Injury.Methods: The framework is developed through presentation of a conceptual, multi-dimensional model of intimacy and discussion of current evidence regarding trauma-related cognitive/social-communication impairments and considerations regarding social media.Results: Intimacy is strongly influenced by today’s technology-informed “youth culture” and for those with Traumatic Brain Injury, is impacted by cognitive and social communication impairments. Females experience different challenges in recovery and experience of intimacy. There is a need to support girls and women with Traumatic Brain Injury as they develop intimate relationships.Conclusions: This framework can guide the development of female gender-specific rehabilitation and inform future research to promote positive social outcomes.Implications for rehabilitationIntimate relationships are a critical component of mental health and an important part of human development; however, the challenges faced by adolescent girls and woman with TBI in developing and maintaining intimate relationships are often overlooked in traditional rehabilitation programs.A multi-dimensional model of intimacy will help rehabilitation professionals understand the complexities of interventions needed to support healthy intimacy, as well as for harm prevention.Rehabilitation professionals play an important role in advocating for gender-specific supports and interventions.There is a need for early interventions, grounded in today’s technological and social media culture, that will support healthy intimacy for adolescent girls and women with TBI.
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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 | 0.009 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.001 |
| Science and technology studies | 0.008 | 0.012 |
| Scholarly communication | 0.007 | 0.006 |
| Open science | 0.003 | 0.008 |
| Research integrity | 0.003 | 0.006 |
| Insufficient payload (model declined to judge) | 0.002 | 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".