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Record W4404037974 · doi:10.1371/journal.pmen.0000128

Patient experiences of treatment-resistant depression (TRD): A systematic review and qualitative meta-synthesis

2024· review· en· W4404037974 on OpenAlexafffund
Alexandra Cernat, Dima Hadid, Katrina Shen, Julia Abelson, Zainab Samaan, Amanda Ramdyal, Meredith Vanstone

Bibliographic record

VenuePLOS mental health. · 2024
Typereview
Languageen
FieldMedicine
TopicTreatment of Major Depression
Canadian institutionsMcMaster UniversityMcGill UniversityImpact
FundersCanada Research ChairsCanadian Institutes of Health ResearchGovernment of OntarioMcMaster University
KeywordsTreatment-resistant depressionMeta-analysisDepression (economics)Systematic reviewPsychologyPsychotherapistMedicineMEDLINEPsychiatryInternal medicinePolitical scienceAnxietyAntidepressant

Abstract

fetched live from OpenAlex

Treatment-resistant depression (TRD) occurs when depressive symptoms persist after a patient has tried at least two antidepressants at an appropriate dose for an adequate length of time, as judged by their clinician. Understanding what it is like to live with and seek care for TRD can inform treatment planning and contribute to health technology assessments for depression-related therapies. Our objective was to systematically review this evidence through an investigation of qualitative literature about the experiences of people who have TRD. We searched MEDLINE, CINAHL, PsycINFO, and the Web of Science Core Collection. Publications eligible for inclusion were English-language primary empirical qualitative studies or the qualitative component of mixed methods studies examining adults' experiences with TRD or with specific treatment options for TRD. Two reviewers independently screened and extracted data, as well as critically appraised included studies using the Standards for Reporting Qualitative Research (SRQR) instrument. This review was guided by integrative meta-synthesis. Data analysis consisted of a staged coding process similar to grounded theory. The protocol was registered in PROSPERO prior to the search (record ID: CRD42022356813). Sixteen studies were included from screening 18,568 results. Two studies focused on the overall experience of TRD and 14 explored experiences of specific treatments such as ketamine. Patients described the depressive symptoms they experienced, a sense of futility and desperation to find an effective treatment, and their experiences with new, sometimes experimental, therapies including deriving benefits beyond the clinical. Overall, few studies have examined the patient experience of TRD, reflecting the clinical complexity of this patient population. As most literature coalesced around experiences of specific treatments, greater examination of the overall experience of TRD is needed to inform clinical practice, and administrative and funding policy decisions for interventions that may be effective for this patient population. PROSPERO registration number: CRD42022356813.

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 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)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.109
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0090.001
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.151
GPT teacher head0.442
Teacher spread0.291 · 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 teacher head, not a consensus.

Study designSystematic review
Domainnot available
GenreReview

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
Published2024
Admission routes2
Has abstractyes

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