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Record W136576478 · doi:10.1177/070674370705200901

Depressive Disorder Needs an Evidence Base Commensurate with its Public Health Importance

2007· letter· en· W136576478 on OpenAlexvenueaboutno aff
John Geddes, Toshi A. Furukawa, Andrea Cipriani, Corrado Barbui

Bibliographic record

VenueThe Canadian Journal of Psychiatry · 2007
Typeletter
Languageen
FieldMedicine
TopicTreatment of Major Depression
Canadian institutionsnot available
Fundersnot available
KeywordsAntidepressantMedicineMedical prescriptionPsychiatryMajor depressive disorderAdverse effectDepression (economics)Tricyclic antidepressantMajor depressive episodeIntensive care medicineMoodInternal medicinePharmacologyAnxiety

Abstract

fetched live from OpenAlex

(Can J Psychiatry 2007;52:543-544) For several decades, antidepressant drugs have been routinely recommended for the treatment of depressive disorders. Newer drugs such as the selective serotonin reuptake inhibitors (SSRIs) avoided some of the problems associated with the older tricyclic antidepressants (TCAs), particularly the sedation effects and toxicity in overdose, and the priority became to improve the diagnosis and treatment of depressive disorders in general clinical practice, where they were often underrecognized.1,2 The prescription of antidepressant drugs has increased dramatically over the last decade, and this demonstrates the increasing acceptance by patients and doctors of drug therapy for depression.3·4 Greater willingness to prescribe and to take antidepressant drugs has led to increased treatment of less severely ill patients-the subgroup more likely to be missed in primary care.5 Increased prescribing will almost inevitably lead to a greater incidence and reporting of adverse events, especially as SSRIs are used more in less severely ill patients, for whom the balance of harms and benefits is less clear. The evidence for the efficacy of antidepressants is strongest for patients who have at least moderately severe illness. It is the increased recognition of antidepressants' adverse effects in patients with a less clear capacity to benefit from them that has provided fertile ground for the recent controversy about induction of suicide by antidepressants. The perspective has altered. Rather than calling for greater diagnosis and treatment because there is uncertainty about the balance between benefits and risks in less severely ill patients, some recent clinical practice guidelines recommend that antidepressant drugs should not be used as a first-line therapy in mild major depressive episodes.6 Of course, the problem is that soundly evidence-based, cost-effective alternatives are not abundant, and so antidepressant drugs are likely to remain the main treatment for individuals presenting to doctors with symptoms of depressive disorder. Nonetheless, perceptions about antidepressants have probably changed, and the very public controversy concerning their risks means that, at the very least, patients are more likely to ask clinicians questions about the benefits and risks of drug therapy. Our own unpublished research suggests that some clinicians are likely to avoid prescribing certain antidepressants because the recent publicity has been so negative. It is therefore more important than ever for clinical practice to be soundly and explicitly based on the best currently available evidence. In this issue of The Canadian Journal of Psychiatry, we present 2 articles that attempt to summarize the evidence in several current areas of controversy about pharmacologie treatments for major depression. In the first article, Dr Toshi Furukawa and colleagues7 undertake a narrative review of long-term treatment of depression with antidepressants. In the second article, Dr Andrea Cipriani and colleagues8 review the evidence for the short-term effectiveness and safety of antidepressants. Our conclusions suggest that the evidence for antidepressant drugs is reasonably secure in only 1 or 2 areas. Most obviously, the best currently available evidence suggests that antidepressants are reasonably efficacious in the short term and that long-term therapy with antidepressant drugs can substantially reduce the risk of relapse in patients who have benefited from treatment in the acute phase.9 Evidence that some antidepressants may be modestly more effective than others and that monoamine oxidase inhibitors are more effective than TCAs in treating atypical depression is less convincing. SSRIs appear to increase suicidal ideation during early-phase therapy, but there is no evidence of an increase in suicide rates. There is little evidence about what to do for patients with limited or partial response to initial acute-phase therapy. …

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)0.039
metaresearch head score (Gemma)0.163
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: none
GenreCandidate signal: Editorial · Consensus signal: none
Teacher disagreement score0.039
Threshold uncertainty score0.209

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0390.163
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0060.003
Bibliometrics0.0040.006
Science and technology studies0.0020.004
Scholarly communication0.0110.008
Open science0.0050.003
Research integrity0.0130.014
Insufficient payload (model declined to judge)0.0180.006

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 head0.057
GPT teacher head0.305
Teacher spread0.248 · 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
GenreEditorial

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

Citations2
Published2007
Admission routes2
Has abstractyes

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