Bibliographic record
Abstract
The Methodist DeBakey Cardiovascular Journal provides timely updates on important topics in cardiovascular medicine with quarterly, thematic review-article issues. Each issue is curated by subject-matter-expert guest editors and includes invited reviews along with case reports, interesting multimodality images, and humanities submissions. Additional case reports, images, CME quizzes, and editorials are published on a continuous basis online. MDCVJ is geared towards cardiologists, cardiovascular surgeons, general practitioners, and CV residents and fellows and is indexed in PubMed and MEDLINE.MDCVJ is published by Houston Methodist DeBakey Heart & Vascular Center as part of DeBakey CV Education, an epicenter for cardiovascular academic and clinical education programs located in the heart of the Texas Medical Center. Along with the Journal, DeBakey CV Education offers online and hands-on training for cardiovascular healthcare professionals at all stages in their careers. DeBakey CV Education’s vast YouTube library features hundreds of training videos and live webcasts, including Journal features. Subscribe to the YouTube channel today and sign up for newsletter updates about training opportunities.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.002 |
| Science and technology studies | 0.001 | 0.005 |
| Scholarly communication | 0.004 | 0.006 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.004 | 0.008 |
| Insufficient payload (model declined to judge) | 0.008 | 0.003 |
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 source (direct Gemma or distilled Codex), 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".