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Record W4286203526 · doi:10.21203/rs.3.rs-1855705/v1

Factors associated with personal recovery in an outpatient sample of people with Schizophrenia in Brazil

2022· preprint· en· W4286203526 on OpenAlexaboutno aff
Tiago Ribeiro Silva, Mário César Rezende, Zlatka Russinova, Marianne Farkas, Ary Gadelha, Rodrigo A. Bressan

Bibliographic record

VenueResearch Square · 2022
Typepreprint
Languageen
FieldHealth Professions
TopicMental Health and Patient Involvement
Canadian institutionsnot available
FundersFundação de Amparo à Pesquisa do Estado de São Paulo
KeywordsPositive and Negative Syndrome ScaleSchizophrenia (object-oriented programming)PsychopathologyClinical psychologyPsychologyScale (ratio)Sample (material)Outpatient clinicPsychiatryMedicinePsychosis

Abstract

fetched live from OpenAlex

Abstract PurposeThis study aimed to assess the level of personal recovery and its associated factors in a Brazilian sample of people with schizophrenia. Methods This cross-sectional study comprised a non-probabilistic sample of 104 people with schizophrenia receiving outpatient care in a university psychiatric centre. Personal Recovery was measured using the short-version of the Recovery Assessment Scale (RAS), comprising 24 items. We first examined the domains of personal recovery in the study sample and their associations of with the following clinical measures were also used: the Self-Assessment of Occupational Functioning Scale (SAOF); the general psychopathology, the Positive and Negative Syndrome Scale (PANSS); the Calgary Depression Scale for Schizophrenia; the Independent Living Skills Survey (ILSS) and the Clinical Global Impression (CGI). The mean scores of RAS domains were compared using ANOVA for repeated measures and clinical measures associated with RAS total score were identified using linear multiple regression. Significance level was p<0.05. Results RAS domains with the highest levels of recovery were “Goal/success orientation” and “Reliance on others”, while the domain “Not dominated by symptoms” presented the lowest score. Higher levels of personal recovery in general were associated only with a lower level of depressive symptoms (as measured by Calgary scale) and a higher score for occupational functioning (as measured by SAOF). ConclusionThis study replicated findings from the international literature about the domains of personal recovery and its associations with important clinical constructs. It also identified specific cultural aspects such as the importance of affective and social relationships (friends, family) for life and as support for processes recovery.

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)0.000
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.018
Threshold uncertainty score0.035

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.361
GPT teacher head0.498
Teacher spread0.137 · 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 designObservational
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
Published2022
Admission routes1
Has abstractyes

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