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
Tetralogy of Fallot (TOF), historically and appropriately referred as Steno-Fallot tetralogy, was first described by the Danish physician/anatomist Dane Niels Stensen, also referenced as Nicoulas Steno in Latin, a pioneer in anatomy and geology. His work made significant contributions to the field of cardiac anatomy and pathology. The discovery of the constellation of findings that hallmark the tetralogy was first described in a short paper titled “Dissection of a Monstrous Foetus in Paris” in 1671, highlighting the unusual form in which the arteries emerge, the narrowing of the pulmonary artery, the absence of the ductus arteriosus, a subaortic interventricular septal defect, an overriding aortic canal common to both ventricles, and the physiology of fetal cardiac circulation describing how blood was redirected directly into the aorta instead of the pulmonary artery. In 1777, Eduard Sandifort, a Dutch physician, reported a case of tetralogy in a 16-month-old patient called “the blue boy.” At first, he was thought to have asthma; however, an autopsy revealed a congenitally malformed heart with no signs of ductus arteriosus or ligamentum arteriosum. Later in 1782, William Hunter, a Scottish physician, presented to the Society of Physicians in London a case of a 13-year-old boy with tetralogy and blue spells, who was discovered posthumously in 1774, along with three other cases of congenital heart disease.Many other cases have been presented by Pulteney (1785), Abernethy (1793), Bell (1797), Dorsey (1812), and Farre (1814). The first case was reported in America at the University of Pennsylvania by Thaxter in 1816, with subsequent cases reported by Peacock (1858 and 1869), Widman (1881), and finally Fallot (1888). Etienne-Louis Arthur Fallot described in an elegant style and detail four cardinal features that differentiate it from other cyanotic cardiac conditions, emphasizing that this was not a product of chance and that cyanosis was not caused by a patent foramen ovale, as proposed by many others. He attributed it to an intrauterine pathologic process and understood that this tetralogy was essentially just one anomaly involving the pulmonary artery and the subpulmonary infundibulum, causing pulmonary stenosis, an interventricular communication, the biventricular origin of the aorta, and right ventricular hypertrophy, disqualifying the patency of the foramen ovale as a fifth anatomical association. The names used by Fallot were “La maladie bleue” (the blue disease) or “cyanose cardiaque” (cardiac cyanosis). In 1924, Maude Elizabeth Seymour Abbott, a pioneer in pediatric cardiology of Montreal, Canada, entitled it “tetralogy of Fallot.”
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 | 0.000 |
| 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 it