The World of Pulmonary Vascular Disease
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The world of pulmonary vascular disease (PVD) is lopsided in this sense: those nations that have the highest numbers of PVD researchers have the lowest number of PVD patients. We ran a PubMed search for PVD researchers and found that, of all the authors of published articles on PVD, 90.3% were from the United States, Canada, the United Kingdom, France, Germany and Japan, while those from all the rest of the world totaled only 9.7% (Fig. 1). Meanwhile, schistosomiasis is very rare in North America, but is the most common cause of pulmonary hypertension worldwide.[1] In addition, the burden of HIV-related pulmonary hypertension is likely to be far greater in Africa.[2] The global distribution of researchers studying pulmonary vascular disease. (a) Intensity map depicting the number of researchers in different countries represented by relative color intensity. (b) The number of papers published on pulmonary vascular disease each year since 1990. (c) The regional distribution of researchers. The data were compiled from a PubMed-wide search by Abigail Drennan and Amy Zeifman in the University of Illinois at Chicago. The world's 193 nations protect their borders, and the movement of people between nations is carefully controlled. But diseases ignore borders and nationalities, and “view” the world in their own terms. Idiopathic pulmonary hypertension (IPAH), for example, ignores nationality and focuses on gender, predominantly affecting young women. Happily, knowledge is just like disease in that sense, that it ignores national boundaries, makes a graveyard of ignorance, and improves public health. Global distribution of researchers studying pulmonary vascular disease Perhaps the most basic lesson from the whole history of Medicine is that diseases thrive in a “climate” of ignorance, and are defeated by knowledge. Yellow fever decimated the world until Cuban doctor Carlos Finlay proposed, in 1881, that its vector was the female of the mosquito species Aedes aegypti, which American doctor Walter Reed confirmed in 1900. Likewise, pulmonary vascular disease is flourishing today in some parts of the world (and indeed in some parts of the so-called “developed” world) in part because of the ignorance that still surrounds it. But, again happily, that ignorance is being reduced by what can be called “the Voice of the World of PVD.” This journal, Pulmonary Circulation, was the first-ever peer-reviewed journal dedicated to PVD, and at present it remains the only journal devoted to the field of pulmonary circulation publishing original research articles, review articles, case reports and perspectives in PVD. But we are only part of “the Voice,” which is also being expressed around the world in various ways, notably at the annual meetings of professional associations. For example, just in 2011 so far, there have been PVD conferences in Panama and in Dubai, as well as two in China and two in India, all hosted by the Pulmonary Vascular Research Institute, the PVRI, publisher of Pulmonary Circulation-over and above important meetings that have been held throughout North America and Europe.[3] Meanwhile, educational efforts for the general public are also a critical part of the Voice of PVD, notably those being undertaken by the Pulmonary Hypertension Association, whose former board member, Gail Boyer Hayes, recently wrote, “If a village is required to raise a child, surely the whole world is needed to cure PH.”[4] Pulmonary Circulation is therefore not merely a repository of research findings. In sharing important knowledge among the world's physicians, physician scientists, investigators, and even patients–both in print and online–this journal is slowly but surely helping to reduce the ignorance that PVD needs in order to keep killing people. As its editors, we keep “the big picture” firmly in mind. The goal is not merely to produce a medical periodical. The goal is to empower our profession by facilitating the information exchange that will lead to new therapies, new strategies, and ultimately even cures. Our goal is not merely a world-class publication, but nothing less than a world without PVD. When vascular and cardiopulmonary diseases no longer exist, this journal will have achieved its purpose. Until that day, we welcome the addition of your voice to ours, through your submission of manuscripts describing your best work, which will then help the work of others throughout the lopsided World of PVD.
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.
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 | 0.001 |
| 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 it