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
Despite the importance of Marconi as a precursor to our information age, a contention well argued in this book, it is surprising how little has been written about his legacy over the past half century. This neglect is more than offset by Marc Raboy’s exhaustive and detailed study which effectively combines biographical narrative with communication history. Two fortuitous events in Marconi’s life might have led to a somewhat different account—a narrow escape and a timely death. As daughter Degna notes in her memoir, the family was supposed to sail on the Titanic in 1912. As departure time neared Marconi opted for the Lusitania—a faster ship—to engage in some corporate raiding (of United Wireless) in New York; and when baby Guilio came down with a fever the rest of the family were spared the fateful voyage and sadly waved to the ship as it passed their summer home near Southampton.1 Had Marconi opted to travel on the doomed liner he probably would have perished, but his legacy to that point would have still been enormous and thus comprises approximately half the book. Had he survived, when several self-sacrificing notables did not, a taint might have clouded the rest of his career. A more positive connection to the ship emerged in the aftermath of the sinking. His wireless drew wide attention, He was deemed a hero, the apparatus having facilitated the rescue of 700 of the 2,200 on board—a view represented in a widely circulated news cartoon. Improved regulation might have yielded a better use of the medium and the book provides coverage of later debates and legislation. This was perhaps the defining public moment of Marconi’s career, although Raboy opts for the first transatlantic message in 1901.
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 | 0.004 | 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 | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 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