Striking the Right Balance: The Residual Risk of Coronary Artery Disease
Bibliographic record
Abstract
CONSULTANT (ISSN 0010-7069) is published 14 times a year by the Cliggott Publishing Group, a division of CMPMedica. It is distributed to over 250,000 physicians, MD and DO, in office- and hospital-based general practice, family practice, internal medicine, and cardiology; physician assistants; and nurse practitioners. Subscription rates: $10 per copy; $115 a year in the U.S.; $125 a year (U.S. funds only) for Canada and overseas countries (foreign delivery not guaranteed); $45 a year for students. Visa and MasterCard are accepted. CMP Healthcare Media LLC will honor claims for missing issues only within three months of the issue dates. Back issues are available for $10 per copy ($15, foreign) plus postage and handling. Reprints are available from PARS International at CMPMedicaReprints@parsintl.com or 212-221-9595, ext. 426.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".