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Record W3122522472 · doi:10.5206/uwomj.v89i2.10312

Homicide attempt due to medication induced mania

2021· article· en· W3122522472 on OpenAlexvenueno aff
Jordan Berry, Naghmeh Mokhber, Arun Prakash, Ajay Prakash, Julie Zamprogna

Bibliographic record

VenueUniversity of Western Ontario Medical Journal · 2021
Typearticle
Languageen
FieldMedicine
TopicBipolar Disorder and Treatment
Canadian institutionsnot available
Fundersnot available
KeywordsSerotonergicManiaBipolar disorderAntidepressantPsychiatryDepression (economics)Major depressive disorderPsychologyMedicineMoodClinical psychologyInternal medicineSerotoninAnxiety

Abstract

fetched live from OpenAlex

Bipolar disorders are a group of mental disorders characterized by fluctuations in mood, with depressive symptoms generally dominating the course of disorder. Research on the efficacy of serotonergic antidepressants in bipolar depression is controversial and as a result, treatment of depressive symptoms in bipolar disorder is difficult. A particularly difficult situation arises when bipolar disorder is unrecognized and the depressive state is treated as major depressive disorder with the use of serotonergic antidepressants, which can result in the phenomenon of antidepressant induced mania (AIM). In this report, we present a case of antidepressant induced mania (AIM) with homicidal ideation after initiation of serotonergic antidepressants. Here, we discuss the importance of monitoring for bipolar disorder after prescribing serotonergic antidepressant therapy as well as medico-legal considerations.

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: Case report · Consensus signal: Case report
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.006
Threshold uncertainty score0.012

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 studies0.0020.001
Scholarly communication0.0010.000
Open science0.0000.001
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0030.000

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 head0.017
GPT teacher head0.239
Teacher spread0.222 · 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 designCase report
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
Published2021
Admission routes1
Has abstractyes

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Same venueUniversity of Western Ontario Medical JournalSame topicBipolar Disorder and TreatmentFrench-language works237,207