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Record W3162443044 · doi:10.1016/j.cjca.2021.04.022

The Placebo Effect on Symptoms, Quality of Life, and Functional Outcomes in Patients With Angina Pectoris: A Meta-analysis of Randomized Placebo-Controlled Trials

2021· review· en· W3162443044 on OpenAlexaffvenue
Guglielmo Gallone, Luca Baldetti, Filippo Angelini, Andrea Saglietto, Matteo Bellettini, Alessandro Beneduce, Viola Ranotti, Mauro Chiarito, Pier Pasquale Leone, Matteo Pagnesi, Ovidio De Filippo, Federico Landra, Francesco Bruno, Giorgio Marengo, Massimo Collino, Giuseppe Ferrante, Giulio Stefanini, Antonio Colombo, Rasha Al‐Lamee, Dárrel P. Francis, Marc Jolicoeur, Timothy D. Henry, Francesco Giannini, Fabrizio D’Ascenzo, Gaetano Maria De Ferrari

Bibliographic record

VenueCanadian Journal of Cardiology · 2021
Typereview
Languageen
FieldNeuroscience
TopicPain Management and Placebo Effect
Canadian institutionsUniversité de MontréalMontreal Heart Institute
Fundersnot available
KeywordsMedicinePlaceboAnginaRandomized controlled trialConfidence intervalMeta-analysisQuality of life (healthcare)Internal medicinePhysical therapyCoronary artery diseaseSubgroup analysisMyocardial infarctionAlternative medicine

Abstract

fetched live from OpenAlex
No abstract in any covered source. Its absence is recorded, not treated as a negative.

No abstract. This is not a gap in this database; OpenAlex has none either. 23.3% of the frame is in this state, and the screen finds HALF as much metaresearch here, so the absence is a measured bias rather than a missing field.

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)0.058
metaresearch head score (Gemma)0.081
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (broad)
Consensus categoriesMetaresearch
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Meta-analysis · Consensus signal: Meta-analysis
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.308
Threshold uncertainty score0.986

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0580.081
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0280.009
Bibliometrics0.0020.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.089
GPT teacher head0.334
Teacher spread0.246 · 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; both teacher heads agree on what is shown here.

Study designMeta-analysis
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

Citations12
Published2021
Admission routes2
Has abstractno

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