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Record W2046403378 · doi:10.4088/jcp.9058se1c.04gry

Major Depressive Disorder Treatment Guidelines in America and Europe

2010· article· en· W2046403378 on OpenAlexaboutno aff
Jonathan Davidson

Bibliographic record

VenueThe Journal of Clinical Psychiatry · 2010
Typearticle
Languageen
FieldMedicine
TopicTreatment of Major Depression
Canadian institutionsnot available
Fundersnot available
KeywordsPsychiatryElectroconvulsive therapyDepression (economics)AnxietyMajor depressive disorderMoodAntidepressantExcellencePsychologyPsychotic depressionMedicineMental healthSchizophrenia (object-oriented programming)Psychosis

Abstract

fetched live from OpenAlex

The various major American and European guidelines for the treatment of depression provide similar basic principles of treatment, which include individualizing the treatment plan, preparing the patient for potential long-term treatment, providing measurement-based care, and treating to remission. While the guidelines are all evidence-based, certain factors can influence differences in specific recommendations, such as the consensus group's composition, underlying mandates, and cultural attitudes. The similarities and differences among 6 sets of guidelines from Europe and the Americas published in the past decade are reviewed here (American Psychiatric Association, British Association for Psychopharmacology, Canadian Network for Mood and Anxiety Treatments, National Institute for Health and Clinical Excellence, Texas Medication Algorithm Project, and World Federation of Societies of Biological Psychiatry). In the guidelines, mild depression has the most variance in treatment recommendations; some, but not all, guidelines suggest that it may resolve with exercise or watchful waiting, but psychotherapy or antidepressants could be used if initial efforts fail. Moderate and severe major depression carry broadly similar recommendations among the guidelines. First-line treatment recommendations for moderate major depressive disorder include antidepressant monotherapy, psychotherapy, and the combination of both. Severe depression may require the combination of an antidepressant and an antipsychotic, electroconvulsive therapy, or the combination of an antidepressant and psychotherapy. Benzodiazepines play a very limited role in the treatment of depression; if the patient has catatonic depression, acutely suicidal depression, or depression with symptoms of anxiety, agitation, or insomnia, benzodiazepines are recommended by some guidelines for short-term treatment only.

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)0.005
metaresearch head score (Gemma)0.011
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.033
Threshold uncertainty score0.067

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.011
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.004
Science and technology studies0.0010.001
Scholarly communication0.0020.001
Open science0.0020.001
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0100.003

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 head0.048
GPT teacher head0.425
Teacher spread0.377 · 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 designNot applicable
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

Citations345
Published2010
Admission routes1
Has abstractyes

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Same venueThe Journal of Clinical PsychiatrySame topicTreatment of Major DepressionFrench-language works237,207