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Record W2292533423 · doi:10.1093/ptj/90.10.1373

Reprint—AACVPR/ACCF/AHA 2010 Update: Performance Measures on Cardiac Rehabilitation for Referral to Cardiac Rehabilitation/Secondary Prevention Services

2010· article· en· W2292533423 on OpenAlexaboutno aff
Randal J. Thomas, Marjorie L. King, Karen Lui, Neil Oldridge, Ileana L. Piña, John A. Spertus, Frederick A. Masoudi, Elizabeth R. DeLong, John P. Erwin, David C. Goff, Kathleen L. Grady, Lee A. Green, Paul A. Heidenreich, Kathy J. Jenkins, Ann R. Loth, Eric D. Peterson, David M. Shahian

Bibliographic record

VenuePhysical Therapy · 2010
Typearticle
Languageen
FieldMedicine
TopicCardiac Health and Mental Health
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineRehabilitationReferralPulmonary rehabilitationFamily medicinePhysical therapy

Abstract

fetched live from OpenAlex

Endorsed by the American College of Chest Physicians, the American College of Sports Medicine, the American Physical Therapy Association, the Canadian Association of Cardiac Rehabilitation, the European Association for Cardiovascular Prevention and Rehabilitation, the Inter-American Heart Foundation, the National Association of Clinical Nurse Specialists, the Preventive Cardiovascular Nurses Association, and the Society of Thoracic Surgeons. This document was approved by the American College of Cardiology Foundation Executive Committee in April 2010, by the American Heart Association Science Advisory and Coordinating Committee in April 2010, and by the AACVPR Document Oversight Committee and Board of Directors in June 2010. The American College of Cardiology Foundation requests that this document be cited as follows: Thomas RJ, King M, Lui K, Oldridge N, Piña IL, Spertus J. AACVPR/ACC/AHA 2010 update: performance measures on cardiac rehabilitation for referral to cardiac rehabilitation/secondary prevention services. J Am Coll Cardiol 2010;56:1159–1167. This article is copublished in Circulation and the Journal of Cadiopulmonary Rehabilitation and Prevention. Copyright ©2010 by the American Association of Cardiovascular and Pulmonary Rehabilitation, American College of Cardiology Foundation, and American Heart Association, Inc. Published by Elsevier Inc. CPT™ contained in the online data supplement is ©2009 American Medical Association.

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)0.001
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: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.873
Threshold uncertainty score0.971

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.000
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 head0.023
GPT teacher head0.359
Teacher spread0.336 · 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 designOther design
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

Citations4
Published2010
Admission routes1
Has abstractyes

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