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Record W7133016820

Predictors of treatment delay in depressive disorders in Pakistan

2007· dissertation· W7133016820 on OpenAlexafffund
Salim Sadruddin

Bibliographic record

VenueTSpace · 2007
Typedissertation
Language
FieldPsychology
TopicMental Health Treatment and Access
Canadian institutionsStatistics CanadaLibrary and Archives Canada
FundersCanadian Institutes of Health Research
KeywordsMental healthDepression (economics)Prevalence of mental disordersBipolar disorderDuration (music)Multivariate analysisMajor depressive disorderSuicide preventionStigma (botany)
DOInot available

Abstract

fetched live from OpenAlex

The study used Andersen's socio-behavioral model (SBM) as the theoretical basis to study the role of various factors influencing delay in help seeking. Current help-seeking literature guided the selection of predisposing, enabling and need variables. This cross-sectional study was conducted at Aga Khan University Medical Hospital, Karachi, Pakistan among patients visiting the outpatient psychiatric clinic, inpatient unit and emergency department. It assessed the duration of delay duration from the onset of first episode of depression to first contact with a psychiatrist and identified factors which facilitated or delayed first contact with a psychiatrist. The survey tool adapted from WMH-CIDI and CCHS 1.2, Multidimensional Perceived Social Support Scale and Stigma Module of the Family Experiences Schedule. Negative binomial regression model was used for multivariate analysis to identify predictors of delay. A total of 205 patients met the study inclusion criteria. Of these, 142 agreed to participate in the survey and were interviewed (response rate=69.3%). Affective disorders (major depression, bipolar disorder and dysthymia) are among the most common mental disorders around the world, and account for a large amount of disability. Those suffering from depressive disorders also have high premature mortality, both from suicide and from physical illness. Once recognized, depression can often be treated effectively. The mental health services utilization literature provides evidence that despite high prevalence of mental disorders substantial numbers of patients do not receive treatment. Although there is relatively large literature on help-seeking, considerably less is known about the speed of treatment contact among incident cases over longer time periods, except research on the treatment lag following first episodes of schizophrenia in the developed countries. Despite high prevalence, significant disability and presence of effective treatment, there is little information available on the issue of timing of treatment entry for the depressive disorders. Furthermore, there are no formal studies on factors related to treatment delay in mental illness in developing countries. Therefore, it was important to study the factors affecting delay in help-seeking in developing countries. The results indicated that there was mean delay of 4.50 years from the onset of first episode of depression to the first contact with a psychiatrist. On the whole Andersen's model was useful in identifying several predictors of delay in care seeking. In the full model, age and education predicted delay. Older people and those with higher education made contact with a psychiatrist later than young people and those with lower education. Among the enabling variables, social support was negatively and significantly associated with duration of delay. Of the need variables, suicide plan was positively and significantly associated with duration of delay indicating that respondents who had made a suicide plan ever in their life delayed care seeking for their psychological problems. Our study did not find any significant association between duration of delay and past contact with a professional. The findings of the study are relatively straight forward and suggest that substantial need exists to reach many depressed individuals earlier with effective interventions. The results indicate that more effort is needed to increase prompt initial treatment contact among people with incident episodes of depression in Pakistan. The present study confirms the importance of improving "Mental Health Literacy", that is public awareness about the symptoms of depression and routes to treatment. Appropriate training of general practitioners and developing a referral system would lead to better provision of mental health care. The study also indicates that western help-seeking behavior theoretical models can be applied in developing countries with different cultural and geographical settings. However, besides traditional predisposing, enabling and need variables, other variables need to be considered.

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 score0.019
Threshold uncertainty score0.038

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.023
GPT teacher head0.456
Teacher spread0.434 · 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
Published2007
Admission routes2
Has abstractyes

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