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Record W1988268829 · doi:10.1097/imi.0b013e31802fe0b7

Transmyocardial Laser Revascularization: A Consensus Statement of the International Society of Minimally Invasive Cardiothoracic Surgery (ISMICS) 2006

2006· article· en· W1988268829 on OpenAlexaffabout
Anno Diegeler, Davy Cheng, Keith B. Allen, Richard D. Weisel, Georg Lutter, Michele Sartori, Tohru Asai, Lars Aaberge, Keith J. Horvath

Bibliographic record

VenueInnovations Technology and Techniques in Cardiothoracic and Vascular Surgery · 2006
Typearticle
Languageen
FieldMedicine
TopicPain Management and Treatment
Canadian institutionsToronto General HospitalUniversity Health NetworkUniversity of TorontoLondon Health Sciences CentreWestern University
FundersAmerican Heart Association
KeywordsMedicineAnginaRevascularizationCanadian Cardiovascular SocietyCoronary artery diseasePercutaneous coronary interventionBypass surgeryMedical therapyPercutaneousCatheterCardiologyIntensive care medicineInternal medicineSurgeryArteryMyocardial infarction

Abstract

fetched live from OpenAlex

INTRODUCTION Dramatic advances in coronary revascularization techniques have been developed in recent years. Improved technologies and techniques for coronary artery surgery and percutaneous coronary intervention have allowed for treatment of coronary vessels that were previously considered inaccessible or not amenable to conventional treatment.1 In addition, pharmacologic management of chronic angina has improved clinical outcomes.2 Despite advances in pharmacologic therapies and catheter-based or surgical revascularization techniques, a significant number of patients with angina are poor candidates for traditional methods of treatment because of diffuse coronary disease, small distal vessels, or other comorbidities.3 Additional options are required for patients with angina refractory to maximal medical therapy who are not candidates for catheter-based therapy or bypass surgery or in whom these methods have failed.4 Whether transmyocardial laser revascularization (TMR) represents a potential option for these patients has been explored in a number of clinical trials. Given that the evidence base has begun to grow in this area and considering that decisions will need to be made regarding uptake of this procedure into practice, there is a need for international consensus regarding the evidence for the balance of benefit and risks of TMR relative to continued maximal medical therapy (MMT).

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)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.393
Threshold uncertainty score0.696

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
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 head0.014
GPT teacher head0.263
Teacher spread0.249 · 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.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations18
Published2006
Admission routes2
Has abstractyes

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