Mark Stille, The United States Navy in World War II: From Pearl Harbor to Okinawa by Ian Yeates
Bibliographic record
Abstract
The Northern Mariner / Le marin du nord the Allied response to them, and the limitations they faced.It also covers the British attempts to counter the threat to shipping and trade.Spajic examines the construction and equipment of the various classes of S-Boat, paying particular attention to their use in missions like minelaying, a topic not often explored on its own.The end result is a good, entry-level book for readers unfamiliar with the topic and looking for an accessible place to start exploring.Students familiar with the subject might not find it as useful.While presenting a large quantity of research in a relatively short, well-illustrated volume, the compact format does not allow for a deeper exploration of specific events or technical matters that some readers might find useful.This is the author's first work in English, which may explain some of the flaws and inconsistencies present.Though competently written and informative, the book would have benefitted from further editing before publication.The inconsistent use of both metric and imperial measurements leads to a degree of confusion for the reader, especially without the presence of a conversion table.The author makes no distinction between short, long, or metric tons, and, in at least one location, he fails to properly convert between pounds and kilograms.Distance measurements also seem to switch between metric and imperial, sometimes using meters and kilometers and other times, feet and miles.Conversion tables would have reduced the need for mental math.A more complete glossary would have also clarified the author's use of unexplained acronyms and abbreviations.Though there is an index, the author does not use footnotes, or endnotes, making further research more difficult.Finally, though it may be the result of a lack of accessible source material, the selected bibliography consists of less than a dozen sources and none of them are original documents.This further limits the value of the work for those seeking additional sources.Despite its shortcomings, Schnellbootwaffe: Adolf Hitler's Guerrilla War at Sea S-Boote 1939-1945 provides new readers with a useful starting point for exploring the activities of German torpedo boats during the Second World War.Serious researchers will need to look elsewhere.In comparing the role of these small, fast boats in the German Navy with that of the Allies and other forces at the time, the author sheds light on a lesser-known aspect of naval warfare during the period.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.004 | 0.005 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.026 | 0.009 |
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".