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Record W2230848207 · doi:10.7912/c2/986

Parents Served by Assertive Community Treatment: A Needs Based Assessment

2013· dissertation· en· W2230848207 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueIUScholarWorks (Indiana University) · 2013
Typedissertation
Languageen
FieldPsychology
TopicFamily Caregiving in Mental Illness
Canadian institutionsnot available
Fundersnot available
KeywordsAssertive community treatmentMental illnessPsychologyMedicineFamily medicinePsychiatryMental health

Abstract

fetched live from OpenAlex

Assertive Community Treatment (ACT) represents an effective treatment for individuals with severe mental illness. Though studies estimate that as many as half of all people with severe mental illness are parents, little is known about consumers receiving ACT services who are parents. Thus, the purpose of the present study was to 1) estimate the prevalence of parent ACT consumers, 2) identify current ACT team policies and practices for treating parent consumers, and 3) examine the perspective of parent consumers served by ACT teams. Quantitative and qualitative data were collected and analyzed via two separate studies. In study 1, eighty-two ACT providers from 76 teams across the United States and Canada were surveyed to determine the prevalence of parent ACT consumers, ACT team policies for identifying the parental status of consumers, treatment services available for parent consumers, and provider attitudes about parent consumers. Providers estimated roughly 21.6% of ACT consumers were parents. Less than half of providers (46.3%) reported formally asking about parental status during intake and only 20.7% providers belonged to ACT teams that provide special programs/services designed for parent consumers. The majority of providers (75.6%) reported negative or mixed attitudes about parents with severe mental illness. In study 2, seventeen parents with severe mental illness being served by ACT teams were interviewed about parenting, the relationship between parenting and severe mental illness, parenting needs, and suggestions for improved treatment services for parents. All parents were able to identify at least one positive aspect of parenting and most parents (76.5%) also identified negative aspects of parenting. Loss of custody emerged as a significant parenting problem, with the majority of parents (88.2%) experiencing loss of custody at least once. Given the difficulties of being a parent and having to manage a severe mental illness, parents expressed interest in several parent-focused treatment services, including family therapy, parenting skills, communication skills training, resources/finances for children, and social support groups with peers. When asked about overall satisfaction with ACT services, most participants with adult children (87.5%) reported having no unmet parent-related needs and high satisfaction (4.63 out of 5) with ACT services, whereas parents with young children (77.8%) reported having numerous unmet parenting needs and low satisfaction (3.78 out of 5) with ACT services. Thus, the age of participants’ children was a significant factor, indicating that the ACT treatment model may not be adequately serving parents of young, dependent children. Overall, findings suggest the need for more attention and focus on parent consumers, including formal identification of consumers’ parental status and improved parent-related treatment services and support

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.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesResearch integrity
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.159
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.002
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0020.000
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0020.001

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 head0.022
GPT teacher head0.288
Teacher spread0.267 · 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