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Record W2800301904 · doi:10.1177/0706743717752917

Use of Placebo in Clinical Trials of Psychotropic Medication

2018· article· en· W2800301904 on OpenAlexaffvenueabout
Mehrul Hasnain, Abraham Rudnick, Weldon Bonnell, Gary Remington, Raymond W. Lam

Bibliographic record

VenueThe Canadian Journal of Psychiatry · 2018
Typearticle
Languageen
FieldNeuroscience
TopicPain Management and Placebo Effect
Canadian institutionsUniversity of TorontoMemorial University of NewfoundlandCentre for Addiction and Mental HealthUniversity of British ColumbiaNOSM UniversityThunder Bay Regional Research InstituteThunder Bay Regional Health Sciences Centre
Fundersnot available
KeywordsPlaceboPsychotropic medicationPsychiatryClinical trialMedicinePsychologyPsychotropic AgentPsychotherapistAlternative medicineMental healthInternal medicine

Abstract

fetched live from OpenAlex

This position paper has been substantially revised by the Canadian Psychiatric Association’s Research Committee and approved for republication by the CPA’s Board of Directors on March 31, 2017. The original position paper 1 was developed by the Scientific and Research Council and approved by the Board of Directors on October 4, 1996.

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)0.020
metaresearch head score (Gemma)0.010
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.103
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0200.010
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
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 head0.183
GPT teacher head0.401
Teacher spread0.218 · 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 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

Citations3
Published2018
Admission routes3
Has abstractyes

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